Commit 53b3b48cfde788f3f9debe40228b3edfc0f823ad

Authored by Francisco Coelho
1 parent 237d62bd
Exists in master

Started pre-paper, to arXiv, maybe?

.gitignore 0 → 100644
@@ -0,0 +1,301 @@ @@ -0,0 +1,301 @@
  1 +## Core latex/pdflatex auxiliary files:
  2 +*.aux
  3 +*.lof
  4 +*.log
  5 +*.lot
  6 +*.fls
  7 +*.out
  8 +*.toc
  9 +*.fmt
  10 +*.fot
  11 +*.cb
  12 +*.cb2
  13 +.*.lb
  14 +
  15 +## Intermediate documents:
  16 +*.dvi
  17 +*.xdv
  18 +*-converted-to.*
  19 +# these rules might exclude image files for figures etc.
  20 +# *.ps
  21 +# *.eps
  22 +# *.pdf
  23 +
  24 +## Generated if empty string is given at "Please type another file name for output:"
  25 +.pdf
  26 +
  27 +## Bibliography auxiliary files (bibtex/biblatex/biber):
  28 +*.bbl
  29 +*.bcf
  30 +*.blg
  31 +*-blx.aux
  32 +*-blx.bib
  33 +*.run.xml
  34 +
  35 +## Build tool auxiliary files:
  36 +*.fdb_latexmk
  37 +*.synctex
  38 +*.synctex(busy)
  39 +*.synctex.gz
  40 +*.synctex.gz(busy)
  41 +*.pdfsync
  42 +
  43 +## Build tool directories for auxiliary files
  44 +# latexrun
  45 +latex.out/
  46 +
  47 +## Auxiliary and intermediate files from other packages:
  48 +# algorithms
  49 +*.alg
  50 +*.loa
  51 +
  52 +# achemso
  53 +acs-*.bib
  54 +
  55 +# amsthm
  56 +*.thm
  57 +
  58 +# beamer
  59 +*.nav
  60 +*.pre
  61 +*.snm
  62 +*.vrb
  63 +
  64 +# changes
  65 +*.soc
  66 +
  67 +# comment
  68 +*.cut
  69 +
  70 +# cprotect
  71 +*.cpt
  72 +
  73 +# elsarticle (documentclass of Elsevier journals)
  74 +*.spl
  75 +
  76 +# endnotes
  77 +*.ent
  78 +
  79 +# fixme
  80 +*.lox
  81 +
  82 +# feynmf/feynmp
  83 +*.mf
  84 +*.mp
  85 +*.t[1-9]
  86 +*.t[1-9][0-9]
  87 +*.tfm
  88 +
  89 +#(r)(e)ledmac/(r)(e)ledpar
  90 +*.end
  91 +*.?end
  92 +*.[1-9]
  93 +*.[1-9][0-9]
  94 +*.[1-9][0-9][0-9]
  95 +*.[1-9]R
  96 +*.[1-9][0-9]R
  97 +*.[1-9][0-9][0-9]R
  98 +*.eledsec[1-9]
  99 +*.eledsec[1-9]R
  100 +*.eledsec[1-9][0-9]
  101 +*.eledsec[1-9][0-9]R
  102 +*.eledsec[1-9][0-9][0-9]
  103 +*.eledsec[1-9][0-9][0-9]R
  104 +
  105 +# glossaries
  106 +*.acn
  107 +*.acr
  108 +*.glg
  109 +*.glo
  110 +*.gls
  111 +*.glsdefs
  112 +*.lzo
  113 +*.lzs
  114 +*.slg
  115 +*.slo
  116 +*.sls
  117 +
  118 +# uncomment this for glossaries-extra (will ignore makeindex's style files!)
  119 +# *.ist
  120 +
  121 +# gnuplot
  122 +*.gnuplot
  123 +*.table
  124 +
  125 +# gnuplottex
  126 +*-gnuplottex-*
  127 +
  128 +# gregoriotex
  129 +*.gaux
  130 +*.glog
  131 +*.gtex
  132 +
  133 +# htlatex
  134 +*.4ct
  135 +*.4tc
  136 +*.idv
  137 +*.lg
  138 +*.trc
  139 +*.xref
  140 +
  141 +# hyperref
  142 +*.brf
  143 +
  144 +# knitr
  145 +*-concordance.tex
  146 +# TODO Uncomment the next line if you use knitr and want to ignore its generated tikz files
  147 +# *.tikz
  148 +*-tikzDictionary
  149 +
  150 +# listings
  151 +*.lol
  152 +
  153 +# luatexja-ruby
  154 +*.ltjruby
  155 +
  156 +# makeidx
  157 +*.idx
  158 +*.ilg
  159 +*.ind
  160 +
  161 +# minitoc
  162 +*.maf
  163 +*.mlf
  164 +*.mlt
  165 +*.mtc[0-9]*
  166 +*.slf[0-9]*
  167 +*.slt[0-9]*
  168 +*.stc[0-9]*
  169 +
  170 +# minted
  171 +_minted*
  172 +*.pyg
  173 +
  174 +# morewrites
  175 +*.mw
  176 +
  177 +# newpax
  178 +*.newpax
  179 +
  180 +# nomencl
  181 +*.nlg
  182 +*.nlo
  183 +*.nls
  184 +
  185 +# pax
  186 +*.pax
  187 +
  188 +# pdfpcnotes
  189 +*.pdfpc
  190 +
  191 +# sagetex
  192 +*.sagetex.sage
  193 +*.sagetex.py
  194 +*.sagetex.scmd
  195 +
  196 +# scrwfile
  197 +*.wrt
  198 +
  199 +# svg
  200 +svg-inkscape/
  201 +
  202 +# sympy
  203 +*.sout
  204 +*.sympy
  205 +sympy-plots-for-*.tex/
  206 +
  207 +# pdfcomment
  208 +*.upa
  209 +*.upb
  210 +
  211 +# pythontex
  212 +*.pytxcode
  213 +pythontex-files-*/
  214 +
  215 +# tcolorbox
  216 +*.listing
  217 +
  218 +# thmtools
  219 +*.loe
  220 +
  221 +# TikZ & PGF
  222 +*.dpth
  223 +*.md5
  224 +*.auxlock
  225 +
  226 +# titletoc
  227 +*.ptc
  228 +
  229 +# todonotes
  230 +*.tdo
  231 +
  232 +# vhistory
  233 +*.hst
  234 +*.ver
  235 +
  236 +# easy-todo
  237 +*.lod
  238 +
  239 +# xcolor
  240 +*.xcp
  241 +
  242 +# xmpincl
  243 +*.xmpi
  244 +
  245 +# xindy
  246 +*.xdy
  247 +
  248 +# xypic precompiled matrices and outlines
  249 +*.xyc
  250 +*.xyd
  251 +
  252 +# endfloat
  253 +*.ttt
  254 +*.fff
  255 +
  256 +# Latexian
  257 +TSWLatexianTemp*
  258 +
  259 +## Editors:
  260 +# WinEdt
  261 +*.bak
  262 +*.sav
  263 +
  264 +# Texpad
  265 +.texpadtmp
  266 +
  267 +# LyX
  268 +*.lyx~
  269 +
  270 +# Kile
  271 +*.backup
  272 +
  273 +# gummi
  274 +.*.swp
  275 +
  276 +# KBibTeX
  277 +*~[0-9]*
  278 +
  279 +# TeXnicCenter
  280 +*.tps
  281 +
  282 +# auto folder when using emacs and auctex
  283 +./auto/*
  284 +*.el
  285 +
  286 +# expex forward references with \gathertags
  287 +*-tags.tex
  288 +
  289 +# standalone packages
  290 +*.sta
  291 +
  292 +# Makeindex log files
  293 +*.lpz
  294 +
  295 +# xwatermark package
  296 +*.xwm
  297 +
  298 +# REVTeX puts footnotes in the bibliography by default, unless the nofootinbib
  299 +# option is specified. Footnotes are the stored in a file with suffix Notes.bib.
  300 +# Uncomment the next line to have this generated file ignored.
  301 +#*Notes.bib
code/asp/bachelor.lp
1 person(joey). 1 person(joey).
2 -%married(X); -married(X) :- person(X). 2 +married(X); -married(X) :- person(X).
3 male(X); female(X) :- person(X). 3 male(X); female(X) :- person(X).
4 bachelor(X) :- male(X), not married(X). 4 bachelor(X) :- male(X), not married(X).
5 \ No newline at end of file 5 \ No newline at end of file
code/asp/color.lp
@@ -9,7 +9,7 @@ edge(5,6). edge(6,5). @@ -9,7 +9,7 @@ edge(5,6). edge(6,5).
9 9
10 col(r). col(b). col(g). 10 col(r). col(b). col(g).
11 11
12 -1 { color(X,C) : col(C)} 1 :- node(X). 12 +1 { color(X,C) : col(C) } 1 :- node(X).
13 :- edge(X,Y), color(X,C), color(Y,C). 13 :- edge(X,Y), color(X,C), color(Y,C).
14 14
15 #show color/2. 15 #show color/2.
16 \ No newline at end of file 16 \ No newline at end of file
code/asp/disj.lp 0 → 100644
@@ -0,0 +1,2 @@ @@ -0,0 +1,2 @@
  1 +a ; -a.
  2 +b ; c :- a.
0 \ No newline at end of file 3 \ No newline at end of file
code/asp/py_01.lp
@@ -10,11 +10,13 @@ def gcd(a, b): @@ -10,11 +10,13 @@ def gcd(a, b):
10 else: 10 else:
11 na = a.number 11 na = a.number
12 nb = b.number 12 nb = b.number
13 - nc = nb % na  
14 - return gcd(N(nc), a) 13 + nc = N(nb % na)
  14 + return gcd(nc, a)
15 15
16 #end. 16 #end.
17 17
18 p(210, 213). 18 p(210, 213).
19 p(1364, 385). 19 p(1364, 385).
20 -gcd(X, Y, @gcd(X,Y)) :- p(X, Y).  
21 \ No newline at end of file 20 \ No newline at end of file
  21 +gcd(X, Y, @gcd(X,Y)) :- p(X, Y).
  22 +
  23 +#show gcd/3.
22 \ No newline at end of file 24 \ No newline at end of file
code/asp/tutotial_01.lp
@@ -2,3 +2,4 @@ p(1;2). @@ -2,3 +2,4 @@ p(1;2).
2 q(1;2). 2 q(1;2).
3 r(X,Y) :- p(X), q(Y), X != Y. 3 r(X,Y) :- p(X), q(Y), X != Y.
4 4
  5 +#show r/2.
5 \ No newline at end of file 6 \ No newline at end of file
msc/Empty File
task_01/proposal.pdf
No preview for this file type
task_01/proposal.tex 0 → 100644
@@ -0,0 +1,92 @@ @@ -0,0 +1,92 @@
  1 +\documentclass[a4paper]{article}
  2 +
  3 +\usepackage{commath}
  4 +\usepackage{hyperref}
  5 +\hypersetup{
  6 + colorlinks=true,
  7 + linkcolor=blue,
  8 +}
  9 +
  10 +\title{Zugzwang\\\textit{Logic and Artificial Intelligence}}
  11 +\author{Francisco Coelho\\ \texttt{fc@uevora.pt}}
  12 +
  13 +\begin{document}
  14 +\maketitle
  15 +
  16 +\begin{abstract}
  17 + A major limitation of logical representations is the implicit assumption that the Background Knowledge (BK) is perfect. This assumption is problematic if data is noisy, which is often the case. Here we aim to explore how ASP specifications with probabilistic facts can lead to characterizations of probability functions on the specification's domain.
  18 +\end{abstract}
  19 +
  20 +\section{Introduction and Motivation }
  21 +
  22 +Answer Set Programming (ASP) is a logic programming paradigm based on the Stable Model semantics of Normal Logic Programs (NP) that can be implemented using the latest advances in SAT solving technology. ASP is a truly declarative language that supports language constructs such as disjunction in the head of a clause, choice rules, and hard and weak constraints.
  23 +
  24 +The Distribution Semantics (DS) is a key approach to extend logical representations with probabilistic reasoning. Probabilistic Facts (PF) are the most basic stochastic DS primitive and they take the form of logical facts, $a$, labelled with a probability, such as $p::a$; Each probabilistic fact represents a boolean random variable that is true with probability $p$ and false with probability $1 - p$. A (consistent) combination of the PFs defines a \textit{total choice} $\theta = \set{p::a, \ldots}$ such that
  25 +
  26 +\begin{equation}
  27 + P(\theta) = \prod_{a\in\theta} p \prod_{a \not\in \theta} (1- p).
  28 +\end{equation}
  29 +
  30 +Our goal is to extend this probability, from total choices, to cover the specification domain. We can foresee two key applications of this extended probability:
  31 +
  32 +\begin{enumerate}
  33 + \item Support any probabilistic reasoning/task on the specification domain.
  34 + \item Also, given a dataset and a divergence measure, now the specification can be scored (by the divergence w.r.t. the \emph{empiric} distribution of the dataset), and sorted amongst other specifications. This is a key ingredient in algorithms searching, for example, an \textit{optimal specification} of the dataset.
  35 +\end{enumerate}
  36 +
  37 +This goal faces a critical problem concerning situations where \textit{multiple} standard models result from a given total choice, illustrated by the following example. The specification
  38 +$$
  39 +\begin{aligned}
  40 + 0.3::a&,\cr
  41 + b \vee c& \leftarrow a.
  42 +\end{aligned}
  43 +$$
  44 +has three stable models, $\set{\neg a}, \set{a, b}$ and $\set{a, c}$. While it is straightforward to set $P(\neg a)=0.7$, there is \textit{no further information} to assign values to $P(a,b)$ and $P(a,c)$. At best, we can use a parameter $\alpha$ such that
  45 +$$
  46 +\begin{aligned}
  47 +P(a,b) &= 0.3 \alpha,\cr
  48 +P(a,c) &= 0.3 (1 - \alpha).
  49 +\end{aligned}
  50 +$$
  51 +
  52 +This uncertainty in inherent to the specification, but can be mitigated with the help of a dataset: the parameter $\alpha$ can be estimated from the empirical distribution.
  53 +
  54 +In summary, if an ASP specification is intended to describe some system that can be observed then:
  55 +
  56 +\begin{enumerate}
  57 + \item The observations can be used to estimate the value of the parameters (such as $\alpha$ above and others entailed from further clauses).
  58 + \item With a probability set for the stable models, we want to extend it to all the samples (\textit{i.e.} consistent sets of literals) of the specification.
  59 + \item This extended probability can then be related to the \textit{empirical distribution}, using a probability divergence, such as Kullback-Leibler; and the divergence value used as a \textit{performance} measure of the specification with respect to the observations.
  60 + \item If that specification is only but one of many possible candidates then that performance measure can be used, \textit{e.g.} as fitness, by algorithms searching (optimal) specifications of a dataset of observations.
  61 +\end{enumerate}
  62 +
  63 +Currently, we are on the step two above: Extending a probability function (with parameters such as $\alpha$), defined on the stable sets of a specification, to all the samples of the specification. This extension must, of course, respect the axioms of probability so that probabilistic reasoning is consistent with the ASP specification.
  64 +
  65 +\section{Work Plan}
  66 +
  67 +A team of two researchers and a undergraduate, master, or Ph.D. student, working over six months with adequate resources, should be able to advance substantial contributions and produce an intermediate progress report for a workshop, a final comprehensive paper for a conference, or start a Ph.D. project with greater reach and depth, describing:
  68 +
  69 +\begin{itemize}
  70 + \item The formalization of the methods outlined above, including the parameter estimation from observations and the probability distribution over the specification samples.
  71 + \item Application and evaluation of this approach, using tools such as \hyperlink{https://ciao-lang.org/playground/scasp.html}{s(casp)}, or the \hyperlink{https://potassco.org/}{Potassco suit} to a range of problems from the simple \textit{Burglar, Earthquake, Alarm} to measuring a specification accuracy on a given dataset, or finding an optimal specification for a given dataset given some background knowledge.
  72 +\end{itemize}
  73 +
  74 +While the theoretical word for this project has yet to be completed, there are some relevant tasks that, with different levels of ambition, can be solved right now: \marginpar{Estas tarefas precisam de maior\ldots\ folego.}
  75 +\begin{enumerate}
  76 + \item \textit{Extract Probability Annotations}. For example, convert the annotated specification \verb!0.3::a. b ; c :- a.! to \verb! a ; -a. b ; c :- a!. This is a simple, syntactical task that can be implemented either with \texttt{prolog} or using \texttt{python} and the API provided by the Potassco suite.
  77 + \item \textit{Extended Probability to Stable Models}. Application of the method outlined before, where the probability of total choices is extended to standard models using parameters, which are next estimated with a dataset.
  78 + \item \textit{Relate Samples, Stable Models and Total Choices}. Determine which stable models, or total choices, contain and which are contained in a given sample.
  79 +\end{enumerate}
  80 +
  81 +\section*{References}
  82 +
  83 +
  84 +\begin{enumerate}
  85 + \item Victor Verreet, Vincent Derkinderen, Pedro Zuidberg Dos Martires, Luc De Raedt, Inference and Learning with Model Uncertainty in Probabilistic Logic Programs (2022)
  86 + \item Andrew Cropper, Sebastijan Dumancic, Richard Evans, Stephen H. Muggleton, Inductive logic programming at 30 (2021)
  87 + \item Fabio Gagliardi Cozman, Denis Deratani Mauá, The joy of Probabilistic Answer Set Programming: Semantics - complexity, expressivity, inference (2020)
  88 + \item Fabrizio Riguzzi, Foundations of Probabilistic Logic Programming Languages, Semantics, Inference and Learning. Rivers Publishers (2018)
  89 + \item Martin Gebser, Roland Kaminski, Benjamin Kaufmann, and Torsten Schaub, Answer Set Solving in Practice, Morgan \& Claypool Publishers (2013)
  90 +\end{enumerate}
  91 +
  92 +\end{document}
0 \ No newline at end of file 93 \ No newline at end of file
text/00_PASP.aux
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1 -\beamer@slide {eq:prob.tc}{5}  
2 -\beamer@slide {prop:unique.ext.tcsm}{7}  
3 -\beamer@slide {prop:lucases}{13}  
4 -\beamer@slide {prop:lucases.a}{13}  
5 -\beamer@slide {prop:lucases.b}{13}  
6 -\beamer@slide {prop:lucases.c}{13}  
7 -\beamer@slide {prop:lucases.d}{13}  
8 -\beamer@slide {def:w.inconsistent}{16}  
9 -\beamer@slide {eq:prob.sm}{16}  
10 -\beamer@slide {def:w.disj}{16}  
11 -\beamer@slide {def:w.conj}{16}  
12 -\beamer@slide {def:w.empty}{16}  
13 -\beamer@slide {eq:def.prob}{17}  
14 -\beamer@slide {eq:def.prob.event}{17}  
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text/00_PASP.tex
@@ -23,27 +23,48 @@ @@ -23,27 +23,48 @@
23 \usepackage[overridenote]{pdfpc} 23 \usepackage[overridenote]{pdfpc}
24 24
25 \usepackage{tikz} 25 \usepackage{tikz}
  26 +\usetikzlibrary{
  27 + % shapes,
  28 + % arrows,
  29 + % backgrounds,
  30 + positioning,
  31 +}
26 \tikzset{ 32 \tikzset{
27 -rrect/.style={  
28 - rectangle,  
29 - rounded corners,  
30 - fill=gray!10,  
31 - % minimum width=1em,  
32 - % text width=2em,  
33 - % draw=blue!75,  
34 - % very thick,  
35 - align=center,  
36 - } 33 + sm/.style={
  34 + rectangle,
  35 + rounded corners,
  36 + fill=teal!10,
  37 + align=center,
  38 + minimum height=1.5em,
  39 + },
  40 + sup/.style={
  41 + rectangle,
  42 + rounded corners,
  43 + fill=blue!10,
  44 + align=center,
  45 + minimum height=1.5em,
  46 + },
  47 + sub/.style={
  48 + rectangle,
  49 + rounded corners,
  50 + fill=red!10,
  51 + align=center,
  52 + minimum height=1.5em,
  53 + },
  54 + ind/.style={
  55 + align=center,
  56 + minimum height=1.5em,
  57 + },
37 } 58 }
38 59
39 -\usepackage{commath}  
40 -\usepackage{amssymb}  
41 \usepackage[T1]{fontenc} 60 \usepackage[T1]{fontenc}
42 \usepackage{hyperref} 61 \usepackage{hyperref}
43 \hypersetup{% 62 \hypersetup{%
44 colorlinks=true, 63 colorlinks=true,
45 allcolors=blue, 64 allcolors=blue,
46 } 65 }
  66 +\usepackage{commath}
  67 +\usepackage{amssymb}
47 % 68 %
48 % Local commands 69 % Local commands
49 % 70 %
@@ -89,11 +110,11 @@ rrect/.style={ @@ -89,11 +110,11 @@ rrect/.style={
89 % -------------------------------- 110 % --------------------------------
90 \item $\co{x} = 1 - x$. 111 \item $\co{x} = 1 - x$.
91 % -------------------------------- 112 % --------------------------------
92 - \item \textbf{Probabilistic Atomic Choice (PAC):} $\alpha :: a$ defines $a \lor \neg a$ and probabilities $\pr{a} = \alpha, \pr{\neg a} = \co{\alpha}$. 113 + \item \textbf{Probabilistic Atomic Choice (PAC):} $x :: a$ defines $a \lor \neg a$ and probabilities $\pr{a} = x, \pr{\neg a} = \co{x}$.
93 % -------------------------------- 114 % --------------------------------
94 - \item $\delta a$ denotes $a \lor \neg a$ and $\delta\! \set{\alpha :: a, a \in \fml{A}} = \set{\delta a, a \in \fml{A}}$ for a set of atoms $\fml{A}$. 115 + \item $\delta a$ denotes $a \lor \neg a$ and $\delta\! \set{x :: a, a \in \fml{A}} = \set{\delta a, a \in \fml{A}}$ for a set of atoms $\fml{A}$.
95 % -------------------------------- 116 % --------------------------------
96 - \item \textbf{Closed World Assumption:} $\naf x \models \neg x$. 117 + \item \textbf{Closed World Assumption:} $\naf p \models \neg p$.
97 % -------------------------------- 118 % --------------------------------
98 % \item Probabilistic choices and sub-goals are independent. 119 % \item Probabilistic choices and sub-goals are independent.
99 % -------------------------------- 120 % --------------------------------
@@ -106,25 +127,24 @@ rrect/.style={ @@ -106,25 +127,24 @@ rrect/.style={
106 \begin{itemize} 127 \begin{itemize}
107 % -------------------------------- 128 % --------------------------------
108 \item \textbf{Atoms} $\fml{A}$, 129 \item \textbf{Atoms} $\fml{A}$,
109 - $\overline{\fml{A}} = \cset{\neg a}{a \in \fml{A}}$, 130 + $\overline{\fml{A}} = \cset{\neg a}{a \in \fml{A}}$, and \textbf{literals} $\fml{L} = \fml{A} \cup \co{\fml{A}}$.
110 % -------------------------------- 131 % --------------------------------
111 - \item \textbf{Samples} $\fml{Z}$:  
112 - $$\fml{Z} = \cset{z = \alpha \cup \beta }{ \alpha \subseteq \fml{A} \land \beta \subseteq \overline{\fml{A}} }$$ 132 + \item \textbf{Samples} $z \in \fml{Z} \iff z \subseteq \fml{L}$.
113 % -------------------------------- 133 % --------------------------------
114 - \item \textbf{Interpretations} or \textit{consistent samples} $\fml{I}$ :  
115 - $$\fml{I} = \cset{z \in \fml{Z} }{ \forall a \in \fml{A}~\envert{\set{a,\neg a} \cap z} \leq 1}.$$ 134 + \item \textbf{Events} or \textit{consistent samples} $\fml{E}$ :
  135 + $$\fml{E} = \cset{z \in \fml{Z} }{ \forall a \in \fml{A}~\envert{\set{a,\neg a} \cap z} \leq 1}.$$
116 % -------------------------------- 136 % --------------------------------
117 \item \textit{PASP Problem} or \textbf{Specification:} $P = C \land F \land R$ where 137 \item \textit{PASP Problem} or \textbf{Specification:} $P = C \land F \land R$ where
118 % -------------------------------- 138 % --------------------------------
119 \begin{itemize} 139 \begin{itemize}
120 % -------------------------------- 140 % --------------------------------
121 - \item $C = C_P = \cset{\alpha_i :: a_i }{ i \in 1:n \land a_i \in \fml{A}}$ \textit{pacs}. 141 + \item $C = C_P = \cset{x_i :: a_i }{ i \in 1:n \land a_i \in \fml{A}}$ \textit{pacs}.
122 % -------------------------------- 142 % --------------------------------
123 \item $F = F_P$ \textit{facts}. 143 \item $F = F_P$ \textit{facts}.
124 % -------------------------------- 144 % --------------------------------
125 \item $R = R_P$ \textit{rules}. 145 \item $R = R_P$ \textit{rules}.
126 % -------------------------------- 146 % --------------------------------
127 - \item $\fml{A}_P, \fml{Z}_P$ and $\fml{I}_P$: \textit{atoms}, \textit{samples} and \textit{interpretations} of $P$. 147 + \item $\fml{A}_P, \fml{Z}_P$ and $\fml{E}_P$: \textit{atoms}, \textit{samples} and \textit{events} of $P$.
128 \end{itemize} 148 \end{itemize}
129 % -------------------------------- 149 % --------------------------------
130 \item \textbf{Stable Models} of $P$, $\fml{S} = \fml{S}_P$, are the stable models of $\delta P = \delta C + F + R$. 150 \item \textbf{Stable Models} of $P$, $\fml{S} = \fml{S}_P$, are the stable models of $\delta P = \delta C + F + R$.
@@ -137,7 +157,7 @@ rrect/.style={ @@ -137,7 +157,7 @@ rrect/.style={
137 % -------------------------------- 157 % --------------------------------
138 \begin{itemize} 158 \begin{itemize}
139 % -------------------------------- 159 % --------------------------------
140 - \item \textbf{Total Choices:} $\Theta = \Theta_C = \Theta_P$ elements are $\theta = \cset{t_c}{c \in C}$ where $c=\alpha::a$ and $t_c$ is $a$ or $\neg a$. 160 + \item \textbf{Total Choices:} $\Theta = \Theta_C = \Theta_P$ elements are $\theta = \cset{t_c}{c \in C}$ where $c=x::a$ and $t_c$ is $a$ or $\neg a$.
141 % -------------------------------- 161 % --------------------------------
142 %\item For $s\in\fml{S}$ let $\theta_s \subseteq s$ (unique \textit{total choice}) 162 %\item For $s\in\fml{S}$ let $\theta_s \subseteq s$ (unique \textit{total choice})
143 %\item Define $\fml{S}_\theta = \cset{s \in \fml{S}}{\theta \subset s}$. 163 %\item Define $\fml{S}_\theta = \cset{s \in \fml{S}}{\theta \subset s}$.
@@ -146,7 +166,7 @@ rrect/.style={ @@ -146,7 +166,7 @@ rrect/.style={
146 % -------------------------------- 166 % --------------------------------
147 \item \textbf{Total Choice Probability:} 167 \item \textbf{Total Choice Probability:}
148 \begin{equation} 168 \begin{equation}
149 - \pr{\theta} = \prod_{a \in \theta}\alpha \prod_{\neg a \in \theta}\co{\alpha}.\label{eq:prob.tc} 169 + \pr{\theta} = \prod_{a \in \theta}x \prod_{\neg a \in \theta}\co{x}.\label{eq:prob.tc}
150 \end{equation} 170 \end{equation}
151 % -------------------------------- 171 % --------------------------------
152 \end{itemize} 172 \end{itemize}
@@ -157,7 +177,7 @@ rrect/.style={ @@ -157,7 +177,7 @@ rrect/.style={
157 \begin{frame} 177 \begin{frame}
158 % -------------------------------- 178 % --------------------------------
159 \begin{block}{Problem Statement} 179 \begin{block}{Problem Statement}
160 - How to \textit{extend} probability from total choices to stable models, interpretations and samples? 180 + How to \textit{extend} probability from total choices to stable models, events and samples?
161 \end{block} 181 \end{block}
162 % -------------------------------- 182 % --------------------------------
163 \begin{quotation} 183 \begin{quotation}
@@ -193,11 +213,11 @@ rrect/.style={ @@ -193,11 +213,11 @@ rrect/.style={
193 % -------------------------------- 213 % --------------------------------
194 \item $\pr{\set{\neg a}} = 0.7$ is straightforward. 214 \item $\pr{\set{\neg a}} = 0.7$ is straightforward.
195 % -------------------------------- 215 % --------------------------------
196 - \item But, no \textit{informed} choice for $\alpha\in\intcc{0,1}$ in 216 + \item But, no \textit{informed} choice for $x\in\intcc{0,1}$ in
197 $$ 217 $$
198 \begin{aligned} 218 \begin{aligned}
199 - \pr{\set{a, b}} &= 0.3 \alpha, \cr  
200 - \pr{\set{a, c}} &= 0.3 \co{\alpha}. 219 + \pr{\set{a, b}} &= 0.3 x, \cr
  220 + \pr{\set{a, c}} &= 0.3 \co{x}.
201 \end{aligned} 221 \end{aligned}
202 $$ 222 $$
203 % -------------------------------- 223 % --------------------------------
@@ -209,28 +229,43 @@ rrect/.style={ @@ -209,28 +229,43 @@ rrect/.style={
209 % -------------------------------- 229 % --------------------------------
210 \begin{itemize} 230 \begin{itemize}
211 % -------------------------------- 231 % --------------------------------
212 - \item The specification \textit{lacks information} to set $\alpha\in\intcc{0,1}$ in 232 + \item The specification \textit{lacks information} to set $x\in\intcc{0,1}$ in
213 $$ 233 $$
214 \begin{aligned} 234 \begin{aligned}
215 - \pr{\set{a, b}} &= 0.3 \alpha, \cr  
216 - \pr{\set{a, c}} &= 0.3 \co{\alpha}. 235 + \pr{\set{a, b}} &= 0.3 x, \cr
  236 + \pr{\set{a, c}} &= 0.3 \co{x}.
217 \end{aligned} 237 \end{aligned}
218 $$ 238 $$
219 - \item A \textit{random variable} captures this uncertainty: 239 + \item A \textit{random variable} captures this uncertainty, \alert{assuming} that the stable models are statistically independent:
220 $$ 240 $$
221 \begin{aligned} 241 \begin{aligned}
222 - \pr{\set{\neg a} \given A = \alpha } &= 0.7, \cr  
223 - \pr{\set{a, b} \given A = \alpha } &= 0.3 \alpha, \cr  
224 - \pr{\set{a, c} \given A = \alpha } &= 0.3 \co{\alpha}. 242 + \pr{\set{\neg a} \given X = x } &= 0.7, \cr
  243 + \pr{\set{a, b} \given X = x } &= 0.3 x, \cr
  244 + \pr{\set{a, c} \given X = x } &= 0.3 \co{x}.
225 \end{aligned} 245 \end{aligned}
226 $$ 246 $$
227 - \item Other uncertainties lead to further parameters: 247 + \item Other uncertainties may lead to further conditions:
228 $$ 248 $$
229 - \pr{s \given A_1 = \alpha_1, \ldots, A_n = \alpha_n }. 249 + \pr{s \given X_1 = x_1, \ldots, X_n = x_n }.
230 $$ 250 $$
231 % -------------------------------- 251 % --------------------------------
232 \end{itemize} 252 \end{itemize}
233 - Reducing \textbf{specification uncertainty}, \textit{e.g.} setting $A = 0.21$, must result from \textbf{observations}. 253 + Reducing \textbf{uncertainty}, \textit{e.g.} setting $X = 0.21$, must result from \textbf{external} sources, since the specification lacks information for further assertions.
  254 + % --------------------------------
  255 +\end{frame}
  256 +% ================================================================
  257 +\begin{frame}{Independence of Stable Models}
  258 + % --------------------------------
  259 +
  260 + \begin{itemize}
  261 + \item[Q:] Why are the stable models assumed statistically independent?
  262 + % --------------------------------
  263 + \item[A:] Because dependence can be \textit{explicitly} modelled.
  264 + % --------------------------------
  265 + \item So, it is assumed \textit{intention} of the \textit{modeller} to not explicit express such dependences.
  266 + % --------------------------------
  267 + \item \textbf{For example:} \todo{Some key examples}.
  268 + \end{itemize}
234 % -------------------------------- 269 % --------------------------------
235 \end{frame} 270 \end{frame}
236 % ================================================================ 271 % ================================================================
@@ -239,9 +274,9 @@ rrect/.style={ @@ -239,9 +274,9 @@ rrect/.style={
239 A \textit{random variable} captures this uncertainty: 274 A \textit{random variable} captures this uncertainty:
240 $$ 275 $$
241 \begin{aligned} 276 \begin{aligned}
242 - \pr{\set{\neg a} \given A = \alpha } &= 0.7, \cr  
243 - \pr{\set{a, b} \given A = \alpha } &= 0.3 \alpha, \cr  
244 - \pr{\set{a, c} \given A = \alpha } &= 0.3 \co{\alpha}. 277 + \pr{\set{\neg a} \given X = x } &= 0.7, \cr
  278 + \pr{\set{a, b} \given X = x } &= 0.3 x, \cr
  279 + \pr{\set{a, c} \given X = x } &= 0.3 \co{x}.
245 \end{aligned} 280 \end{aligned}
246 $$ 281 $$
247 % -------------------------------- 282 % --------------------------------
@@ -265,13 +300,13 @@ rrect/.style={ @@ -265,13 +300,13 @@ rrect/.style={
265 % -------------------------------- 300 % --------------------------------
266 \end{frame} 301 \end{frame}
267 % ================================================================ 302 % ================================================================
268 -\begin{frame}%{Specification, Data \& Evaluation} 303 +\begin{frame}{Leap into Inductive Programming}
269 % -------------------------------- 304 % --------------------------------
270 Given a method that produces a distribution of samples, $p$, from a specification, $P$ and: 305 Given a method that produces a distribution of samples, $p$, from a specification, $P$ and:
271 % -------------------------------- 306 % --------------------------------
272 \begin{itemize} 307 \begin{itemize}
273 % -------------------------------- 308 % --------------------------------
274 - \item $Z$, a dataset of samples. 309 + \item $Z$, a dataset (of samples).
275 % -------------------------------- 310 % --------------------------------
276 \item $e$, the respective empirical distribution. 311 \item $e$, the respective empirical distribution.
277 % -------------------------------- 312 % --------------------------------
@@ -279,8 +314,18 @@ rrect/.style={ @@ -279,8 +314,18 @@ rrect/.style={
279 % -------------------------------- 314 % --------------------------------
280 \end{itemize} 315 \end{itemize}
281 % -------------------------------- 316 % --------------------------------
282 - \begin{block}{Motivation}  
283 - Then $D\at{P} = D\at{e, p}$ is a \textbf{performance} measure of $P$ and can be used, \textit{e.g.} as fitness, by algorithms searching for \textbf{optimal specifications of a dataset}. 317 + \begin{block}{Specification Performance \& Inductive Programming}
  318 + % --------------------------------
  319 + \begin{itemize}
  320 + % --------------------------------
  321 + \item $D\at{P} = D\at{e, p}$ is a \textbf{performance} measure of $P$.
  322 + % --------------------------------
  323 + \item Predictor performance measures, such as accuracy, are common in \textit{Machine Learning} tasks.
  324 + % --------------------------------
  325 + \item For \textit{Inductive Programming} this performance can be used, \textit{e.g.} as fitness, by algorithms searching for \textbf{optimal specifications of a dataset}.
  326 + % --------------------------------
  327 + \end{itemize}
  328 + % --------------------------------
284 \end{block} 329 \end{block}
285 % -------------------------------- 330 % --------------------------------
286 \end{frame} 331 \end{frame}
@@ -290,18 +335,21 @@ rrect/.style={ @@ -290,18 +335,21 @@ rrect/.style={
290 \begin{frame}{Resolution Path} 335 \begin{frame}{Resolution Path}
291 Prior to \textit{conciliation} with data: 336 Prior to \textit{conciliation} with data:
292 \begin{enumerate} 337 \begin{enumerate}
293 - \item Use \textit{conditional parameters} to represent lack of knowledge \emph{e.g.} $\alpha$ in the disjunction example.  
294 - \item This extends probability from total choices to \textit{standard models} --- \alert{hopefully}.  
295 - \item Assume probability set on standard models; Extend it to \textit{interpretations}. \textbf{How?} Later.  
296 - \item Set $\pr{z} = 0$ for $z \in \fml{Z} \setminus \fml{I}$ (inconsistent samples). 338 + \item \alert{Hopefully}, \textit{conditional parameters} extend probability from total choices to \textit{standard models}.
  339 + \item \textbf{How} to extend it to \textit{events}?
  340 + \begin{itemize}
  341 + \item $\pr{x} = 0$ for $x$ \textit{excluded} by the specification, including \textit{inconsistent} samples.
  342 + \item $\pr{x}$ depends on the $s \in \fml{S}$ that contain/are contained in $x$.
  343 + \end{itemize}
297 \end{enumerate} 344 \end{enumerate}
298 - Assuming a conditional probability set on stable models, \textit{How to extend it to interpretations?} 345 + \alert{Consider probabilities \textbf{conditional} on the total choice!}
299 \end{frame} 346 \end{frame}
300 -\begin{frame}{Bounds of Interpretations} 347 +% ================================================================
  348 +\begin{frame}{Bounds of Events}
301 % -------------------------------- 349 % --------------------------------
302 \begin{itemize} 350 \begin{itemize}
303 % -------------------------------- 351 % --------------------------------
304 - \item For $x\in\fml{I}$: 352 + \item For $x\in\fml{E}$:
305 % -------------------------------- 353 % --------------------------------
306 \begin{itemize} 354 \begin{itemize}
307 % -------------------------------- 355 % --------------------------------
@@ -315,13 +363,25 @@ rrect/.style={ @@ -315,13 +363,25 @@ rrect/.style={
315 % -------------------------------- 363 % --------------------------------
316 \begin{enumerate} 364 \begin{enumerate}
317 % -------------------------------- 365 % --------------------------------
318 - \item\label{prop:lucases.a} $\lset{x} = \set{x} = \uset{x}$ and $x$ is a stable model. 366 + \item\label{prop:lucases.a} $\lset{x} = \set{x} = \uset{x}$ and $x$ is a stable model. Then:
  367 + \begin{equation}
  368 + \pr{x \given C = \theta_x} = d\at{x}.
  369 + \end{equation}
319 % -------------------------------- 370 % --------------------------------
320 - \item\label{prop:lucases.b} $\lset{x} \neq \emptyset \land \uset{x} = \emptyset$. 371 + \item\label{prop:lucases.b} $\lset{x} \neq \emptyset \land \uset{x} = \emptyset$. Then:
  372 + \begin{equation}
  373 + \pr{x \given C = \theta_s, s \in \lset{x}} = \prod_{s\in\lset{x}} d\at{s}.
  374 + \end{equation}
321 % -------------------------------- 375 % --------------------------------
322 - \item\label{prop:lucases.c} $\lset{x} = \emptyset \land \uset{x} \neq \emptyset$. 376 + \item\label{prop:lucases.c} $\lset{x} = \emptyset \land \uset{x} \neq \emptyset$. Then:
  377 + \begin{equation}
  378 + \pr{x \given C = \theta_s, s \in \uset{x}} = \sum_{s\in\uset{x}} d\at{s}.
  379 + \end{equation}
323 % -------------------------------- 380 % --------------------------------
324 - \item\label{prop:lucases.d} $\lset{x} = \emptyset = \uset{x}$. 381 + \item\label{prop:lucases.d} $\lset{x} = \emptyset = \uset{x}$. Then:
  382 + \begin{equation}
  383 + \pr{x} = 0.
  384 + \end{equation}
325 % -------------------------------- 385 % --------------------------------
326 \end{enumerate} 386 \end{enumerate}
327 because stable models are \textit{minimal}. 387 because stable models are \textit{minimal}.
@@ -330,57 +390,326 @@ rrect/.style={ @@ -330,57 +390,326 @@ rrect/.style={
330 % -------------------------------- 390 % --------------------------------
331 \end{frame} 391 \end{frame}
332 % ================================================================ 392 % ================================================================
333 -\begin{frame}{Disjunction Example | The Interpretation's Lattice} 393 +\begin{frame}{Conditional on Total Choices}
  394 + % --------------------------------
  395 + \begin{itemize}
  396 + % --------------------------------
  397 + \item A stable model is entailed by an atomic choice plus the facts and rules of the specification.
  398 + \item We express that entailment as a \textit{conditional}. For example:
  399 + $$\pr{\set{a,b} \given X = x} = \pr{b \given X = x, \Theta = a}\pr{\theta = a}$$
  400 + \item And now $\pr{b \given X = x, \Theta = a} = x$, since $X$ is a proxy for the stable models of the total choice $\theta = a$, we can further.
  401 + % --------------------------------
  402 + \end{itemize}
  403 + % --------------------------------
  404 +\end{frame}
  405 +% ================================================================
  406 +\begin{frame}{Disjunction Example | The Events Lattice}
334 \begin{center} 407 \begin{center}
335 \begin{tikzpicture} 408 \begin{tikzpicture}
  409 + % --------------------------------
  410 + %\draw [help lines, color=gray!20] grid (11,7);
  411 + % --------------------------------
  412 + \node at (7, 7) {$\pr{\Theta=a} = 0.3$};
  413 + \node at (7, 6) {$x = \pr{S = ab \given \Theta}$};
  414 + \node at (7, 5) {$\co{x} = \pr{S \not= ab \given \Theta}$};
  415 + \node at (7, 7.5) {$\pr{E = abc \given \Theta} = \pr{S = ab, S = ac \given \Theta }$};
  416 + % --------------------------------
  417 + % \node [rrect] (sub) at (2, 7) {sub};
  418 + % --------------------------------
  419 + % \node [ fill=gray!10] (sup) at (3, 7) {sup};
  420 + % --------------------------------
  421 + % \node (ind) at (4, 7) {ind};
  422 + % --------------------------------
336 % 423 %
337 - \draw [help lines, color=gray!20] grid (11,7);  
338 - %  
339 - \node [fill=gray!50] (sm) at (1, 7) {sm};  
340 - \node [draw,rrect] (sub) at (2, 7) {sub};  
341 - \node [draw, fill=gray!10] (sup) at (3, 7) {sup};  
342 - \node (ind) at (4, 7) {ind};  
343 - %  
344 - \node [draw, rrect] (E) at (5.5,0) {$\emptyset$}; 424 + % --------------------------------
  425 + \node [ sub,
  426 + pin=45:\textcolor{violet}{$1$} ]
  427 + (E) at (5.5,0) {$\emptyset$};
  428 + % --------------------------------
345 % 429 %
346 - \node [draw, rrect] (a) at (1.5,1.5) {$a$};  
347 - \node [draw, rrect] (b) at (0,1.5) {$b$};  
348 - \node [draw, rrect] (c) at (4.5,1.5) {$c$};  
349 - \node [fill=gray!50] (A) at (8.5,1.5) {$\co{a}$};  
350 - \node (B) at (9.5,1.5) {$\co{b}$};  
351 - \node (C) at (10.5,1.5) {$\co{c}$}; 430 + % --------------------------------
  431 + \node [ sub,
  432 + pin=0:\textcolor{blue!75}{$1$} ]
  433 + (a) at (1.5,1.5) {$a$};
  434 + % --------------------------------
  435 + \node [ sub,
  436 + pin=315:\textcolor{blue!50}{$x$}]
  437 + (b) at (0,1.5) {$b$};
  438 + % --------------------------------
  439 + \node [ sub,
  440 + pin=315:\textcolor{blue!50}{$\co{x}$}]
  441 + (c) at (4.5,1.5) {$c$};
  442 + % --------------------------------
  443 + % \node [ sm,
  444 + % pin=270:\textcolor{teal}{$1$}]
  445 + % (A) at (8.5,1.5) {$\co{a}$};
  446 + % % --------------------------------
  447 + % \node [ ind,
  448 + % pin=270:\textcolor{purple}{$0$}]
  449 + % (B) at (9.5, 1.5) {$\co{b}$};
  450 + % % --------------------------------
  451 + % \node [ ind,
  452 + % pin=270:\textcolor{purple}{$0$}]
  453 + % (C) at (10.5, 1.5) {$\co{c}$};
  454 + % --------------------------------
352 % 455 %
353 - \node [fill=gray!50] (ab) at (0,4) {$ab$};  
354 - \node [fill=gray!50] (ac) at (3,4) {$ac$};  
355 - \node (aB) at (1,4) {$a\co{b}$};  
356 - \node (aC) at (2,4) {$a\co{c}$};  
357 - \node [draw, fill=gray!10] (Ab) at (4,4) {$\co{a}b$};  
358 - \node [draw, fill=gray!10] (Ac) at (5,4) {$\co{a}c$};  
359 - \node [draw, fill=gray!10] (AB) at (6,4) {$\co{a}\co{b}$};  
360 - \node [draw, fill=gray!10] (AC) at (7,4) {$\co{a}\co{c}$};  
361 - \node [fill=white] (bc) at (10,4) {$bc$};  
362 - \node [fill=white] (bC) at (11,4) {$b\co{c}$};  
363 - \node [fill=white] (Bc) at (12,4) {$\co{b}c$};  
364 - \node [fill=white] (BC) at (13,4) {$\co{b}\co{c}$}; 456 + % --------------------------------
  457 + \node [ sm,
  458 + pin=0:\textcolor{teal}{$x$}]
  459 + (ab) at (0,4) {$ab$};
  460 + % --------------------------------
  461 + \node [ sm,
  462 + pin=0:\textcolor{teal}{$\co{x}$}]
  463 + (ac) at (3,4) {$ac$};
  464 + % --------------------------------
  465 + % \node [ ind,
  466 + % pin=270:\textcolor{purple}{$0$}]
  467 + % (aB) at (1,4) {$a\co{b}$};
  468 + % % --------------------------------
  469 + % \node [ ind,
  470 + % pin=270:\textcolor{purple}{$0$}]
  471 + % (aC) at (2,4) {$a\co{c}$};
  472 + % --------------------------------
  473 + % \node [ sup,
  474 + % pin=90:\textcolor{blue!50}{$1$}]
  475 + % (Ab) at (4,4) {$\co{a}b$};
  476 + % % --------------------------------
  477 + % \node [ sup,
  478 + % pin=90:\textcolor{blue!50}{$1$}]
  479 + % (Ac) at (5,4) {$\co{a}c$};
  480 + % % --------------------------------
  481 + % \node [ sup,
  482 + % pin=90:\textcolor{blue!50}{$1$}]
  483 + % (AB) at (6,4) {$\co{a}\co{b}$};
  484 + % % --------------------------------
  485 + % \node [ sup,
  486 + % pin=90:\textcolor{blue!50}{$1$}]
  487 + % (AC) at (7,4) {$\co{a}\co{c}$};
  488 + % % --------------------------------
  489 + % \node [ ind,
  490 + % pin=270:\textcolor{purple}{$0$}]
  491 + % (bc) at (10,4) {$bc$};
  492 + % % --------------------------------
  493 + % \node [ ind,
  494 + % pin=270:\textcolor{purple}{$0$}]
  495 + % (bC) at (11,4) {$b\co{c}$};
  496 + % % --------------------------------
  497 + % \node [ ind,
  498 + % pin=270:\textcolor{purple}{$0$}]
  499 + % (Bc) at (9.5,3.5) {$\co{b}c$};
  500 + % % --------------------------------
  501 + % \node [ ind,
  502 + % pin=270:\textcolor{purple}{$0$}]
  503 + % (BC) at (10.5,3.5) {$\co{b}\co{c}$};
  504 + % --------------------------------
365 % 505 %
366 - \node [draw, fill=gray!10] (abc) at (1.5,6) {$abc$};  
367 - \node (abC) at (3,6) {$ab\co{c}$};  
368 - \node (aBc) at (4,6) {$a\co{b}c$};  
369 - \node (aBC) at (5,6) {$a\co{b}\co{c}$};  
370 - \node [draw, fill=gray!10] (Abc) at (7,6) {$\co{a}bc$};  
371 - \node [draw, fill=gray!10] (AbC) at (8,6) {$\co{a}b\co{c}$};  
372 - \node [draw, fill=gray!10] (ABc) at (9,6) {$\co{a}\co{b}c$};  
373 - \node [draw, fill=gray!10] (ABC) at (10,6) {$\co{a}\co{b}\co{c}$}; 506 + % --------------------------------
  507 + \node [ sup,
  508 + pin=45:\textcolor{blue!75}{$x\co{x}$}]
  509 + (abc) at (1.5,6)
  510 + {$abc$};
  511 + % --------------------------------
  512 + \node [ sup,
  513 + pin=45:\textcolor{blue!50}{$x$}]
  514 + (abC) at (0,6) {$ab\co{c}$};
  515 + % --------------------------------
  516 + \node [ sup,
  517 + pin=45:\textcolor{blue!50}{$\co{x}$}]
  518 + (aBc) at (3,6) {$a\co{b}c$};
  519 + % --------------------------------
  520 + % \node [ ind,
  521 + % pin=90:\textcolor{purple}{$0$}]
  522 + % (aBC) at (5,6) {$a\co{b}\co{c}$};
  523 + % --------------------------------
  524 + % \node [ sup,
  525 + % pin=90:\textcolor{blue!50}{$1$}]
  526 + % (Abc) at (7,6) {$\co{a}bc$};
  527 + % % --------------------------------
  528 + % \node [ sup,
  529 + % pin=270:\textcolor{blue!50}{$1$}]
  530 + % (AbC) at (8,6) {$\co{a}b\co{c}$};
  531 + % % --------------------------------
  532 + % \node [ sup,
  533 + % pin=270:\textcolor{blue!50}{$1$}]
  534 + % (ABc) at (9,6) {$\co{a}\co{b}c$};
  535 + % % --------------------------------
  536 + % \node [ sup,
  537 + % pin=270:\textcolor{blue!50}{$1$}]
  538 + % (ABC) at (10,6) {$\co{a}\co{b}\co{c}$};
  539 + % --------------------------------
374 % 540 %
  541 + % --------------------------------
375 \draw [->] (ab) to [out=270,in=180] (E); 542 \draw [->] (ab) to [out=270,in=180] (E);
376 \draw [->] (ab) to [out=270,in=90] (a); 543 \draw [->] (ab) to [out=270,in=90] (a);
377 \draw [->] (ab) to [out=270,in=90] (b); 544 \draw [->] (ab) to [out=270,in=90] (b);
378 \draw [->] (ab) to [out=90,in=270] (abc); 545 \draw [->] (ab) to [out=90,in=270] (abc);
  546 + \draw [->] (ab) to [out=90,in=270] (abC);
379 % 547 %
380 \draw [->] (ac) to [out=270,in=180] (E); 548 \draw [->] (ac) to [out=270,in=180] (E);
381 \draw [->] (ac) to [out=270,in=90] (a); 549 \draw [->] (ac) to [out=270,in=90] (a);
382 \draw [->] (ac) to [out=270,in=90] (c); 550 \draw [->] (ac) to [out=270,in=90] (c);
383 \draw [->] (ac) to [out=90,in=270] (abc); 551 \draw [->] (ac) to [out=90,in=270] (abc);
  552 + \draw [->] (ac) to [out=90,in=270] (aBc);
  553 + %
  554 + % \draw [->] (A) to [out=270,in=0] (E);
  555 + % %
  556 + % \draw [->] (A) to [out=90,in=270] (Abc);
  557 + % \draw [->] (A) to [out=90,in=270] (AbC);
  558 + % \draw [->] (A) to [out=90,in=270] (ABc);
  559 + % \draw [->] (A) to [out=90,in=270] (ABC);
  560 + % %
  561 + % \draw [->] (A) to [out=90,in=270] (Ab);
  562 + % \draw [->] (A) to [out=90,in=270] (Ac);
  563 + % \draw [->] (A) to [out=90,in=270] (AB);
  564 + % \draw [->] (A) to [out=90,in=270] (AC);
  565 + \end{tikzpicture}
  566 + \end{center}
  567 +\end{frame}
  568 +% ================================================================
  569 +\begin{frame}{Disjunction Example | The Events Lattice}
  570 + \begin{center}
  571 + \begin{tikzpicture}
  572 + % --------------------------------
  573 + %\draw [help lines, color=gray!20] grid (11,7);
  574 + % --------------------------------
  575 + \node [sm] (sm) at (5, 7) {$\pr{\Theta=\set{\co{a}}} = \co{0.3}$};
  576 + % --------------------------------
  577 + % \node [rrect] (sub) at (2, 7) {sub};
  578 + % --------------------------------
  579 + % \node [ fill=gray!10] (sup) at (3, 7) {sup};
  580 + % --------------------------------
  581 + % \node (ind) at (4, 7) {ind};
  582 + % --------------------------------
  583 + %
  584 + % --------------------------------
  585 + \node [ sub,
  586 + pin=45:\textcolor{violet}{$1$} ]
  587 + (E) at (5.5,0) {$\emptyset$};
  588 + % --------------------------------
  589 + %
  590 + % --------------------------------
  591 + % \node [ sub,
  592 + % pin=270:\textcolor{blue!75}{$1$} ]
  593 + % (a) at (1.5,1.5) {$a$};
  594 + % % --------------------------------
  595 + % \node [ sub,
  596 + % pin=270:\textcolor{blue!50}{$x$}]
  597 + % (b) at (0,1.5) {$b$};
  598 + % % --------------------------------
  599 + % \node [ sub,
  600 + % pin=270:\textcolor{blue!50}{$\co{x}$}]
  601 + (c) at (4.5,1.5) {$c$};
  602 + % --------------------------------
  603 + \node [ sm,
  604 + pin=45:\textcolor{teal}{$1$}]
  605 + (A) at (8.5,1.5) {$\co{a}$};
  606 + % --------------------------------
  607 + % \node [ ind,
  608 + % pin=270:\textcolor{purple}{$0$}]
  609 + % (B) at (9.5, 1.5) {$\co{b}$};
  610 + % % --------------------------------
  611 + % \node [ ind,
  612 + % pin=270:\textcolor{purple}{$0$}]
  613 + % (C) at (10.5, 1.5) {$\co{c}$};
  614 + % --------------------------------
  615 + %
  616 + % --------------------------------
  617 + % \node [ sm,
  618 + % pin=90:\textcolor{teal}{$x$}]
  619 + % (ab) at (0,4) {$ab$};
  620 + % % --------------------------------
  621 + % \node [ sm,
  622 + % pin=90:\textcolor{teal}{$\co{x}$}]
  623 + % (ac) at (3,4) {$ac$};
  624 + % % --------------------------------
  625 + % \node [ ind,
  626 + % pin=270:\textcolor{purple}{$0$}]
  627 + % (aB) at (1,4) {$a\co{b}$};
  628 + % % --------------------------------
  629 + % \node [ ind,
  630 + % pin=270:\textcolor{purple}{$0$}]
  631 + % (aC) at (2,4) {$a\co{c}$};
  632 + % --------------------------------
  633 + \node [ sup,
  634 + pin=135:\textcolor{blue!50}{$1$}]
  635 + (Ab) at (4,4) {$\co{a}b$};
  636 + % --------------------------------
  637 + \node [ sup,
  638 + pin=135:\textcolor{blue!50}{$1$}]
  639 + (Ac) at (5,4) {$\co{a}c$};
  640 + % --------------------------------
  641 + \node [ sup,
  642 + pin=135:\textcolor{blue!50}{$1$}]
  643 + (AB) at (6,4) {$\co{a}\co{b}$};
  644 + % --------------------------------
  645 + \node [ sup,
  646 + pin=135:\textcolor{blue!50}{$1$}]
  647 + (AC) at (7,4) {$\co{a}\co{c}$};
  648 + % --------------------------------
  649 + % \node [ ind,
  650 + % pin=270:\textcolor{purple}{$0$}]
  651 + % (bc) at (10,4) {$bc$};
  652 + % % --------------------------------
  653 + % \node [ ind,
  654 + % pin=270:\textcolor{purple}{$0$}]
  655 + % (bC) at (11,4) {$b\co{c}$};
  656 + % % --------------------------------
  657 + % \node [ ind,
  658 + % pin=270:\textcolor{purple}{$0$}]
  659 + % (Bc) at (9.5,3.5) {$\co{b}c$};
  660 + % % --------------------------------
  661 + % \node [ ind,
  662 + % pin=270:\textcolor{purple}{$0$}]
  663 + % (BC) at (10.5,3.5) {$\co{b}\co{c}$};
  664 + % --------------------------------
  665 + %
  666 + % --------------------------------
  667 + % \node [ sup,
  668 + % pin=90:\textcolor{blue!75}{$x\co{x}$}]
  669 + % (abc) at (1.5,6)
  670 + % {$abc$};
  671 + % % --------------------------------
  672 + % \node [ sup,
  673 + % pin=90:\textcolor{blue!50}{$x$}]
  674 + % (abC) at (0,6) {$ab\co{c}$};
  675 + % % --------------------------------
  676 + % \node [ sup,
  677 + % pin=90:\textcolor{blue!50}{$\co{x}$}]
  678 + % (aBc) at (3,6) {$a\co{b}c$};
  679 + % % --------------------------------
  680 + % \node [ ind,
  681 + % pin=90:\textcolor{purple}{$0$}]
  682 + % (aBC) at (5,6) {$a\co{b}\co{c}$};
  683 + % --------------------------------
  684 + \node [ sup,
  685 + pin=45:\textcolor{blue!50}{$1$}]
  686 + (Abc) at (7,6) {$\co{a}bc$};
  687 + % --------------------------------
  688 + \node [ sup,
  689 + pin=45:\textcolor{blue!50}{$1$}]
  690 + (AbC) at (8,6) {$\co{a}b\co{c}$};
  691 + % --------------------------------
  692 + \node [ sup,
  693 + pin=45:\textcolor{blue!50}{$1$}]
  694 + (ABc) at (9,6) {$\co{a}\co{b}c$};
  695 + % --------------------------------
  696 + \node [ sup,
  697 + pin=45:\textcolor{blue!50}{$1$}]
  698 + (ABC) at (10,6) {$\co{a}\co{b}\co{c}$};
  699 + % --------------------------------
  700 + %
  701 + % --------------------------------
  702 + % \draw [->] (ab) to [out=270,in=180] (E);
  703 + % \draw [->] (ab) to [out=270,in=90] (a);
  704 + % \draw [->] (ab) to [out=270,in=90] (b);
  705 + % \draw [->] (ab) to [out=90,in=270] (abc);
  706 + % \draw [->] (ab) to [out=90,in=270] (abC);
  707 + % %
  708 + % \draw [->] (ac) to [out=270,in=180] (E);
  709 + % \draw [->] (ac) to [out=270,in=90] (a);
  710 + % \draw [->] (ac) to [out=270,in=90] (c);
  711 + % \draw [->] (ac) to [out=90,in=270] (abc);
  712 + % \draw [->] (ac) to [out=90,in=270] (aBc);
384 % 713 %
385 \draw [->] (A) to [out=270,in=0] (E); 714 \draw [->] (A) to [out=270,in=0] (E);
386 % 715 %
@@ -415,22 +744,22 @@ rrect/.style={ @@ -415,22 +744,22 @@ rrect/.style={
415 w_d\at{x} = 0.\label{def:w.inconsistent} 744 w_d\at{x} = 0.\label{def:w.inconsistent}
416 \end{equation} 745 \end{equation}
417 % 746 %
418 - \item $z$ is an interpretation and $\lset{z} = \set{z} = \uset{z}$. Then $z$ is a stable model and \textbf{define} 747 + \item $z$ is an event and $\lset{z} = \set{z} = \uset{z}$. Then $z$ is a stable model and \textbf{define}
419 \begin{equation} 748 \begin{equation}
420 w_d\at{z} = w\at{z} = d\at{z} \pr{\theta_z}.\label{eq:prob.sm} 749 w_d\at{z} = w\at{z} = d\at{z} \pr{\theta_z}.\label{eq:prob.sm}
421 \end{equation} 750 \end{equation}
422 % 751 %
423 - \item $z$ is an interpretation and $\lset{z} \neq \emptyset \land \uset{x} = \emptyset$. Then \textbf{define} 752 + \item $z$ is an event and $\lset{z} \neq \emptyset \land \uset{x} = \emptyset$. Then \textbf{define}
424 \begin{equation} 753 \begin{equation}
425 w_d\at{z} = \sum_{s \in \lset{z}} w_d\at{s}.\label{def:w.disj} 754 w_d\at{z} = \sum_{s \in \lset{z}} w_d\at{s}.\label{def:w.disj}
426 \end{equation} 755 \end{equation}
427 % 756 %
428 - \item $z$ is an interpretation and $\lset{z} = \emptyset \land \uset{z} \neq \emptyset$. Then \textbf{define} 757 + \item $z$ is an event and $\lset{z} = \emptyset \land \uset{z} \neq \emptyset$. Then \textbf{define}
429 \begin{equation} 758 \begin{equation}
430 w_d\at{z} = \prod_{s \in \uset{z}} w_d\at{s}.\label{def:w.conj} 759 w_d\at{z} = \prod_{s \in \uset{z}} w_d\at{s}.\label{def:w.conj}
431 \end{equation} 760 \end{equation}
432 % 761 %
433 - \item $z$ is an interpretation and $\lset{z} = \emptyset \land \uset{z} = \emptyset$. Then \textbf{define} 762 + \item $z$ is an event and $\lset{z} = \emptyset \land \uset{z} = \emptyset$. Then \textbf{define}
434 \begin{equation} 763 \begin{equation}
435 w_d\at{z} = 0.\label{def:w.empty} 764 w_d\at{z} = 0.\label{def:w.empty}
436 \end{equation} 765 \end{equation}
@@ -442,7 +771,7 @@ rrect/.style={ @@ -442,7 +771,7 @@ rrect/.style={
442 % 771 %
443 \item The last point defines a ``weight'' function on the samples that depends not only on the total choices and stable models of a PASP but also on a certain function $d$ that must respect some conditions. To simplify the notation we use the subscript in $w_d$ only when necessary. 772 \item The last point defines a ``weight'' function on the samples that depends not only on the total choices and stable models of a PASP but also on a certain function $d$ that must respect some conditions. To simplify the notation we use the subscript in $w_d$ only when necessary.
444 % 773 %
445 - \item At first, it may seem counter-intuitive that $w\at{\emptyset} = \sum_{s\in\fml{S}} w\at{s}$ is the largest ``weight'' in the lattice. But $\emptyset$, as an interpretation, sets zero restrictions on the ``compatible'' stable models. The ``complement'' of $\bot = \emptyset$ is the \emph{maximal inconsistent} sample $\top = \fml{A} \cup \cset{\neg a }{ a \in \fml{A}}$. 774 + \item At first, it may seem counter-intuitive that $w\at{\emptyset} = \sum_{s\in\fml{S}} w\at{s}$ is the largest ``weight'' in the lattice. But $\emptyset$, as an event, sets zero restrictions on the ``compatible'' stable models. The ``complement'' of $\bot = \emptyset$ is the \emph{maximal inconsistent} sample $\top = \fml{A} \cup \cset{\neg a }{ a \in \fml{A}}$.
446 % 775 %
447 \item \textbf{We haven't yet defined a probability measure.} To do so we must define a set of samples $\Omega$, a set of events $F\subseteq \pset{\Omega}$ and a function $P:F\to\intcc{0,1}$ such that: 776 \item \textbf{We haven't yet defined a probability measure.} To do so we must define a set of samples $\Omega$, a set of events $F\subseteq \pset{\Omega}$ and a function $P:F\to\intcc{0,1}$ such that:
448 \begin{enumerate} 777 \begin{enumerate}
@@ -511,12 +840,12 @@ rrect/.style={ @@ -511,12 +840,12 @@ rrect/.style={
511 \end{frame} 840 \end{frame}
512 % ================================================================ 841 % ================================================================
513 \begin{frame} 842 \begin{frame}
514 - Suppose that we add an annotation $\alpha :: a$, which entails $\co{\alpha} :: \neg a$. This is enough to get $w\at{s_1} = \co{\alpha}$ but, on the absence of further information, no fixed probability can be assigned to either model $s_2, s_3$ except that the respective sum must be $\alpha$. So, expressing our lack of knowledge using a parameter $d \in \intcc{0, 1}$ we get: 843 + Suppose that we add an annotation $x :: a$, which entails $\co{x} :: \neg a$. This is enough to get $w\at{s_1} = \co{x}$ but, on the absence of further information, no fixed probability can be assigned to either model $s_2, s_3$ except that the respective sum must be $x$. So, expressing our lack of knowledge using a parameter $d \in \intcc{0, 1}$ we get:
515 $$ 844 $$
516 \begin{cases} 845 \begin{cases}
517 - w\at{s_1 } = &\co{\alpha}\cr  
518 - w\at{s_2 } = &d\alpha\cr  
519 - w\at{s_3} = &\co{d}\alpha. 846 + w\at{s_1 } = &\co{x}\cr
  847 + w\at{s_2 } = &dx\cr
  848 + w\at{s_3} = &\co{d}x.
520 \end{cases} 849 \end{cases}
521 $$ 850 $$
522 \end{frame} 851 \end{frame}
@@ -527,19 +856,19 @@ rrect/.style={ @@ -527,19 +856,19 @@ rrect/.style={
527 \begin{itemize} 856 \begin{itemize}
528 \item Negations are represented as \emph{e.g.} $\co{a}$ instead of $\neg a$; Stable models are denoted by shaded nodes as \tikz{\node[fill=gray!50] {$ab$}}. 857 \item Negations are represented as \emph{e.g.} $\co{a}$ instead of $\neg a$; Stable models are denoted by shaded nodes as \tikz{\node[fill=gray!50] {$ab$}}.
529 858
530 - \item Interpretations in $\lset{x}$ are \emph{e.g.} \tikz{\node[draw, circle] {$a$}} and those in $\uset{x}$ are \emph{e.g.} \tikz{\node[draw] {$\co{a}b$}}. The remaining are simply denoted by \emph{e.g.} \tikz{\node {$a\co{b}$}}. 859 + \item Events in $\lset{x}$ are \emph{e.g.} \tikz{\node[ circle] {$a$}} and those in $\uset{x}$ are \emph{e.g.} \tikz{\node[draw] {$\co{a}b$}}. The remaining are simply denoted by \emph{e.g.} \tikz{\node {$a\co{b}$}}.
531 860
532 - \item The edges connect stable models with related interpretations. Up arrow indicate links to $\uset{s}$ and down arrows to $\lset{s}$. 861 + \item The edges connect stable models with related events. Up arrow indicate links to $\uset{s}$ and down arrows to $\lset{s}$.
533 862
534 \item The \emph{weight propagation} sets: 863 \item The \emph{weight propagation} sets:
535 $$ 864 $$
536 \begin{aligned} 865 \begin{aligned}
537 - w\at{abc} &= w\at{ab} w\at{ac} = \alpha^2d\co{d}, \cr  
538 - w\at{\co{a}\cdot\cdot} &= w\at{\neg a} = \co{\alpha}, \cr  
539 - w\at{a} &= w\at{ab} + w\at{ac} = \alpha(d + \co{d}) = \alpha, \cr  
540 - w\at{b} &= w\at{ab} = d\alpha, \cr  
541 - w\at{c} &= w\at{ac} = \co{d}\alpha, \cr  
542 - w\at{\emptyset} &= w\at{ab} + w\at{ac} + w\at{\neg a} = d\alpha + \co{d}\alpha + \co{\alpha} = 1, \cr 866 + w\at{abc} &= w\at{ab} w\at{ac} = x^2d\co{d}, \cr
  867 + w\at{\co{a}\cdot\cdot} &= w\at{\neg a} = \co{x}, \cr
  868 + w\at{a} &= w\at{ab} + w\at{ac} = x(d + \co{d}) = x, \cr
  869 + w\at{b} &= w\at{ab} = dx, \cr
  870 + w\at{c} &= w\at{ac} = \co{d}x, \cr
  871 + w\at{\emptyset} &= w\at{ab} + w\at{ac} + w\at{\neg a} = dx + \co{d}x + \co{x} = 1, \cr
543 w\at{a\co{b}} &= 0. 872 w\at{a\co{b}} &= 0.
544 \end{aligned} 873 \end{aligned}
545 $$ 874 $$
@@ -551,16 +880,16 @@ rrect/.style={ @@ -551,16 +880,16 @@ rrect/.style={
551 &+ w\at{a}+ w\at{b}+ w\at{c}\cr 880 &+ w\at{a}+ w\at{b}+ w\at{c}\cr
552 &+ w\at{\emptyset}\cr 881 &+ w\at{\emptyset}\cr
553 % 882 %
554 - &= - \alpha^{2} d^{2} + \alpha^{2} d + 2 \alpha d - 7 \alpha + 10 883 + &= - x^{2} d^{2} + x^{2} d + 2 x d - 7 x + 10
555 \end{aligned} 884 \end{aligned}
556 $$ 885 $$
557 - \item Now, if $\alpha$ has an annotation to \emph{e.g.} $0.3$ we get 886 + \item Now, if $x$ has an annotation to \emph{e.g.} $0.3$ we get
558 $$ 887 $$
559 Z = - 0.09 d^{2} + 0.69 d + 7.9 888 Z = - 0.09 d^{2} + 0.69 d + 7.9
560 $$ 889 $$
561 \item Now some statistics are possible. For example we get 890 \item Now some statistics are possible. For example we get
562 $$ 891 $$
563 - \pr{abc \mid \alpha = 0.3} = \frac{0.09 d \left(d - 1\right)}{0.09 d^{2} - 0.69 d - 7.9} 892 + \pr{abc \mid x = 0.3} = \frac{0.09 d \left(d - 1\right)}{0.09 d^{2} - 0.69 d - 7.9}
564 $$. 893 $$.
565 894
566 \item This expression can be plotted for $d\in\intcc{0,1}$ 895 \item This expression can be plotted for $d\in\intcc{0,1}$
@@ -571,7 +900,7 @@ rrect/.style={ @@ -571,7 +900,7 @@ rrect/.style={
571 \item If a data set $E$ entails \emph{e.g.} $\pr{abc \mid E} = 0.0015$ we can numerically solve 900 \item If a data set $E$ entails \emph{e.g.} $\pr{abc \mid E} = 0.0015$ we can numerically solve
572 $$ 901 $$
573 \begin{aligned} 902 \begin{aligned}
574 - \pr{abc \mid \alpha = 0.3} &= \pr{abc \mid E} \cr 903 + \pr{abc \mid x = 0.3} &= \pr{abc \mid E} \cr
575 \iff\cr 904 \iff\cr
576 \frac{0.09 d \del{d - 1}}{0.09 d^{2} - 0.69 d - 7.9} &= 0.0015 905 \frac{0.09 d \del{d - 1}}{0.09 d^{2} - 0.69 d - 7.9} &= 0.0015
577 \end{aligned} 906 \end{aligned}
@@ -613,9 +942,9 @@ rrect/.style={ @@ -613,9 +942,9 @@ rrect/.style={
613 % ================================================================ 942 % ================================================================
614 \begin{frame} 943 \begin{frame}
615 944
616 - Looking into probabilistic interpretations of the program and/or its models, we define $\alpha = \pr{\Theta = \theta_1}\in\intcc{0, 1}$ and $\pr{\Theta = \theta_2} = \co{\alpha}$. 945 + Looking into probabilistic events of the program and/or its models, we define $x = \pr{\Theta = \theta_1}\in\intcc{0, 1}$ and $\pr{\Theta = \theta_2} = \co{x}$.
617 946
618 - Since $s_1$ is the only stable model that results from $\Theta = \theta_1$, it is natural to extend $\pr{ s_1 } = \pr{\Theta = \theta_1} = \alpha$. However, there is no clear way to assign $\pr{s_2}, \pr{s_3}$ since \emph{both models result from the single total choice} $\Theta = \theta_2$. Clearly, 947 + Since $s_1$ is the only stable model that results from $\Theta = \theta_1$, it is natural to extend $\pr{ s_1 } = \pr{\Theta = \theta_1} = x$. However, there is no clear way to assign $\pr{s_2}, \pr{s_3}$ since \emph{both models result from the single total choice} $\Theta = \theta_2$. Clearly,
619 $$\pr{s_2 \mid \Theta} + \pr{s_3 \mid \Theta} = 948 $$\pr{s_2 \mid \Theta} + \pr{s_3 \mid \Theta} =
620 \begin{cases} 949 \begin{cases}
621 0 & \text{if}~\Theta = \theta_1\cr 950 0 & \text{if}~\Theta = \theta_1\cr
@@ -639,13 +968,13 @@ rrect/.style={ @@ -639,13 +968,13 @@ rrect/.style={
639 \begin{array}{cc|l} 968 \begin{array}{cc|l}
640 A, B, C& P & \text{Obs.}\cr 969 A, B, C& P & \text{Obs.}\cr
641 \hline 970 \hline
642 - a, \neg b, c & \alpha & s_1, \Theta=\theta_1\cr  
643 - \neg a, b, \neg c & \co{\alpha}\beta & s_2, \Theta=\theta_2\cr  
644 - \neg a, \neg b, c & \co{\alpha}\co{\beta} & s_3, \Theta=\theta_2\cr 971 + a, \neg b, c & x & s_1, \Theta=\theta_1\cr
  972 + \neg a, b, \neg c & \co{x}\beta & s_2, \Theta=\theta_2\cr
  973 + \neg a, \neg b, c & \co{x}\co{\beta} & s_3, \Theta=\theta_2\cr
645 \ast & 0&\text{not stable models} 974 \ast & 0&\text{not stable models}
646 \end{array} 975 \end{array}
647 $$ 976 $$
648 - where $\alpha, \beta\in\intcc{0,1}$. 977 + where $x, \beta\in\intcc{0,1}$.
649 \end{frame} 978 \end{frame}
650 % ================================================================ 979 % ================================================================
651 \section{Conclusions} 980 \section{Conclusions}
@@ -680,14 +1009,14 @@ rrect/.style={ @@ -680,14 +1009,14 @@ rrect/.style={
680 1009
681 \item The \deft{Herbrand base} of a program is the set of ground literals that result from combining all the predicates and constants of the program. 1010 \item The \deft{Herbrand base} of a program is the set of ground literals that result from combining all the predicates and constants of the program.
682 \begin{itemize} 1011 \begin{itemize}
683 - \item An \deft{interpretation} is a consistent subset (\emph{i.e.} doesn't contain $\set{a, \neg a}$) of the Herbrand base.  
684 - \item Given an interpretation $I$, a ground literal $a$ is \deft{true}, $I \models a$, if $a \in I$; otherwise the literal is \deft{false}. 1012 + \item An \deft{event} is a consistent subset (\emph{i.e.} doesn't contain $\set{a, \neg a}$) of the Herbrand base.
  1013 + \item Given an event $I$, a ground literal $a$ is \deft{true}, $I \models a$, if $a \in I$; otherwise the literal is \deft{false}.
685 \item A ground subgoal, $\naf b$, where $b$ is a ground literal, is \deft{true}, $I \models \naf b$, if $b \not\in I$; otherwise, if $b \in I$, it is \deft{false}. 1014 \item A ground subgoal, $\naf b$, where $b$ is a ground literal, is \deft{true}, $I \models \naf b$, if $b \not\in I$; otherwise, if $b \in I$, it is \deft{false}.
686 - \item A ground rule $r = h_1 \vee \cdots \vee h_m \leftarrow b_1 \wedge \cdots \wedge b_n$ is \deft{satisfied} by the interpretation $I$, \emph{i.e.} $I \models r$, iff 1015 + \item A ground rule $r = h_1 \vee \cdots \vee h_m \leftarrow b_1 \wedge \cdots \wedge b_n$ is \deft{satisfied} by the event $I$, \emph{i.e.} $I \models r$, iff
687 $$ 1016 $$
688 \forall j \exists i~I \models b_j \implies I \models h_i. 1017 \forall j \exists i~I \models b_j \implies I \models h_i.
689 $$ 1018 $$
690 - \item A \deft{model} of a program is an interpretation that satisfies all its rules. Denote $\fml{M}_P$ the set of all models of $P$. 1019 + \item A \deft{model} of a program is an event that satisfies all its rules. Denote $\fml{M}_P$ the set of all models of $P$.
691 \end{itemize} 1020 \end{itemize}
692 1021
693 \item The \deft{dependency graph} of a program is a digraph where: 1022 \item The \deft{dependency graph} of a program is a digraph where:
@@ -701,16 +1030,16 @@ rrect/.style={ @@ -701,16 +1030,16 @@ rrect/.style={
701 \end{itemize} 1030 \end{itemize}
702 \item Every \emph{definite program} has a unique minimal model: its \deft{semantic}. 1031 \item Every \emph{definite program} has a unique minimal model: its \deft{semantic}.
703 \item Programs with negation may have no unique minimal model. 1032 \item Programs with negation may have no unique minimal model.
704 - \item Given a program $P$ and an interpretation $I$, their \deft{reduct}, $P^I$, is the propositional program that results from 1033 + \item Given a program $P$ and an event $I$, their \deft{reduct}, $P^I$, is the propositional program that results from
705 \begin{enumerate} 1034 \begin{enumerate}
706 \item Removing all the rules with $\naf b$ in the body where $b \in I$. 1035 \item Removing all the rules with $\naf b$ in the body where $b \in I$.
707 \item Removing all the $\naf b$ subgoals from the remaining rules. 1036 \item Removing all the $\naf b$ subgoals from the remaining rules.
708 \end{enumerate} 1037 \end{enumerate}
709 - \item A \deft{stable model} (or \deft{answer set}) of the program $P$ is an interpretation $I$ that is the minimal model of the reduct $P^I$. 1038 + \item A \deft{stable model} (or \deft{answer set}) of the program $P$ is an event $I$ that is the minimal model of the reduct $P^I$.
710 \item Denote $\fml{S}_P$ the set of all stable models of program $P$. The \deft{semantics} (or \deft{answer sets}) of a program $P$ is the set $\fml{S}_P$. 1039 \item Denote $\fml{S}_P$ the set of all stable models of program $P$. The \deft{semantics} (or \deft{answer sets}) of a program $P$ is the set $\fml{S}_P$.
711 \begin{itemize} 1040 \begin{itemize}
712 \item Some programs, such as $a \leftarrow \naf a$, have no stable models. 1041 \item Some programs, such as $a \leftarrow \naf a$, have no stable models.
713 - \item A stable model is an interpretation closed under the rules of the program. 1042 + \item A stable model is an event closed under the rules of the program.
714 \end{itemize} 1043 \end{itemize}
715 \end{itemize} 1044 \end{itemize}
716 \end{frame} 1045 \end{frame}
text/00_PASP.toc
@@ -1,6 +0,0 @@ @@ -1,6 +0,0 @@
1 -\beamer@sectionintoc {1}{Introduction}{2}{0}{1}  
2 -\beamer@sectionintoc {2}{Extending Probability to Samples}{11}{0}{2}  
3 -\beamer@sectionintoc {3}{Cases \& Examples}{18}{0}{3}  
4 -\beamer@subsectionintoc {3}{1}{Programs with disjunctive heads}{19}{0}{3}  
5 -\beamer@subsectionintoc {3}{2}{Non-stratified programs}{23}{0}{3}  
6 -\beamer@sectionintoc {4}{Conclusions}{28}{0}{4}  
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@@ -0,0 +1,134 @@ @@ -0,0 +1,134 @@
  1 +\documentclass[a4paper]{article}
  2 +\usepackage{hyperref}
  3 +\hypersetup{
  4 + colorlinks=true,
  5 + linkcolor=blue,
  6 +}
  7 +\usepackage{commath}
  8 +\usepackage{amssymb}
  9 +%
  10 +% Local commands
  11 +%
  12 +\newcommand{\todo}[1]{{\color{orange}TODO #1}}
  13 +\newcommand{\naf}{\ensuremath{\sim\!}}
  14 +\newcommand{\larr}{\ensuremath{\leftarrow}}
  15 +\newcommand{\at}[1]{\ensuremath{\!\del{#1}}}
  16 +\newcommand{\co}[1]{\ensuremath{\overline{#1}}}
  17 +\newcommand{\fml}[1]{\ensuremath{{\cal #1}}}
  18 +\newcommand{\deft}[1]{\textbf{#1}}
  19 +\newcommand{\pset}[1]{\ensuremath{\mathbb{P}\at{#1}}}
  20 +\newcommand{\ent}{\ensuremath{\lhd}}
  21 +\newcommand{\cset}[2]{\ensuremath{\set{#1,~#2}}}
  22 +\newcommand{\langof}[1]{\ensuremath{\fml{L}\at{#1}}}
  23 +\newcommand{\uset}[1]{\ensuremath{\left|{#1}\right>}}
  24 +\newcommand{\lset}[1]{\ensuremath{\left<{#1}\right|}}
  25 +\newcommand{\pr}[1]{\ensuremath{\mathrm{p}\at{#1}}}
  26 +\newcommand{\given}{\ensuremath{~\middle|~}}
  27 +
  28 +\title{Zugzwang\\\textit{Logic and Artificial Intelligence}}
  29 +\author{Francisco Coelho\\ \texttt{fc@uevora.pt}}
  30 +
  31 +\begin{document}
  32 +\maketitle
  33 +
  34 +\begin{abstract}
  35 + A major limitation of logical representations is the implicit assumption that the Background Knowledge (BK) is perfect. This assumption is problematic if data is noisy, which is often the case. Here we aim to explore how ASP specifications with probabilistic facts can lead to characterizations of probability functions on the specification's domain.
  36 +\end{abstract}
  37 +
  38 +\section{Introduction and Motivation }
  39 +
  40 +Answer Set Programming (ASP) is a logic programming paradigm based on the Stable Model semantics of Normal Logic Programs (NP) that can be implemented using the latest advances in SAT solving technology. ASP is a truly declarative language that supports language constructs such as disjunction in the head of a clause, choice rules, and hard and weak constraints.
  41 +
  42 +The Distribution Semantics (DS) is a key approach to extend logical representations with probabilistic reasoning. Probabilistic Facts (PF) are the most basic stochastic DS primitive and they take the form of logical facts, $a$, labelled with a probability, such as $p::a$; Each probabilistic fact represents a boolean random variable that is true with probability $p$ and false with probability $1 - p$. A (consistent) combination of the PFs defines a \textit{total choice} $c = \set{p::a, \ldots}$ such that
  43 +
  44 +\begin{equation}
  45 + P(c) = \prod_{a\in c} p \prod_{a \not\in c} (1- p).
  46 +\end{equation}
  47 +
  48 +Our goal is to extend this probability, from total choices, to cover the specification domain. We can foresee two key applications of this extended probability:
  49 +
  50 +\begin{enumerate}
  51 + \item Support any probabilistic reasoning/task on the specification domain.
  52 + \item Also, given a dataset and a divergence measure, now the specification can be scored (by the divergence w.r.t. the \emph{empiric} distribution of the dataset), and sorted amongst other specifications. This is a key ingredient in algorithms searching, for example, an \textit{optimal specification} of the dataset.
  53 +\end{enumerate}
  54 +
  55 +This goal faces a critical problem concerning situations where \textit{multiple} standard models result from a given total choice, illustrated by the following example. The specification
  56 +$$
  57 +\begin{aligned}
  58 + 0.3::a&,\cr
  59 + b \vee c& \leftarrow a.
  60 +\end{aligned}
  61 +$$
  62 +has three stable models, $\set{\neg a}, \set{a, b}$ and $\set{a, c}$. While it is straightforward to set $P(\neg a)=0.7$, there is \textit{no further information} to assign values to $P(a,b)$ and $P(a,c)$. At best, we can use a parameter $\alpha$ such that
  63 +$$
  64 +\begin{aligned}
  65 +P(a,b) &= 0.3 \alpha,\cr
  66 +P(a,c) &= 0.3 (1 - \alpha).
  67 +\end{aligned}
  68 +$$
  69 +
  70 +This uncertainty in inherent to the specification, but can be mitigated with the help of a dataset: the parameter $\alpha$ can be estimated from the empirical distribution.
  71 +
  72 +In summary, if an ASP specification is intended to describe some system that can be observed then:
  73 +
  74 +\begin{enumerate}
  75 + \item The observations can be used to estimate the value of the parameters (such as $\alpha$ above and others entailed from further clauses).
  76 + \item With a probability set for the stable models, we want to extend it to all the samples (\textit{i.e.} consistent sets of literals) of the specification.
  77 + \item This extended probability can then be related to the \textit{empirical distribution}, using a probability divergence, such as Kullback-Leibler; and the divergence value used as a \textit{performance} measure of the specification with respect to the observations.
  78 + \item If that specification is only but one of many possible candidates then that performance measure can be used, \textit{e.g.} as fitness, by algorithms searching (optimal) specifications of a dataset of observations.
  79 +\end{enumerate}
  80 +
  81 +Currently, we are on the step two above: Extending a probability function (with parameters such as $\alpha$), defined on the stable sets of a specification, to all the samples of the specification. This extension must, of course, respect the axioms of probability so that probabilistic reasoning is consistent with the ASP specification.
  82 +
  83 +\section{Extending Probabilities}
  84 +
  85 +Given an ASP specification, we look at the \textit{total choices} $\fml{C}$, \textit{stable models} $\fml{S}$, \textit{atoms} and \textit{literals} $\fml{A}, \fml{L}$, \textit{samples} $z \in \fml{Z} \iff z \subseteq \fml{L}$ and \textit{events} $\fml{E}$ (consistent samples).
  86 +
  87 +\begin{enumerate}
  88 + \item \textbf{Given} $\pr{C = c}$ from the specification. Each total choice $C = c$ (together with the specification facts and rules) entails some stable models, $S_c$.
  89 + \item \textbf{Given} $\pr{S = s \given C = c}$ such that its value is zero if $s \not\in S_c$.
  90 + \item Each event $E = e$ either:
  91 + \begin{enumerate}
  92 + \item Is a stable model. Then
  93 + \begin{equation}
  94 + \pr{E = e \given C = c} = \pr{S = e \given C = c}.
  95 + \end{equation}
  96 + \item \textit{Is contained} in some stable models. Then
  97 + \begin{equation}
  98 + \pr{E = e \given C = c} = \sum_{s \supseteq e}\pr{S = s \given C = c}.
  99 + \end{equation}
  100 + \item \textit{Contains} some stable models. Then
  101 + \begin{equation}
  102 + \pr{E = e \given C = c} = \prod_{s \subseteq e}\pr{S = s \given C = c}.
  103 + \end{equation}
  104 + \item Neither contains nor is contained by a stable model. Then
  105 + \begin{equation}
  106 + \pr{E = e \given C = c} = 0.
  107 + \end{equation}
  108 + \end{enumerate}
  109 + \item For each sample $Z = z$
  110 + \begin{equation}
  111 + \pr{Z = z \given C = c} = \begin{cases}
  112 + \pr{E = z \given C = c} & z \in \fml{E}, \cr
  113 + 0 & \text{otherwise}.
  114 + \end{cases}
  115 + \end{equation}
  116 +\end{enumerate}
  117 +
  118 +\begin{quotation}\marginpar{Todo} Prove the four event cases, and support the sum/product options, with the independence assumptions.
  119 +\end{quotation}
  120 +
  121 +
  122 +
  123 +\section*{References}
  124 +
  125 +
  126 +\begin{enumerate}
  127 + \item Victor Verreet, Vincent Derkinderen, Pedro Zuidberg Dos Martires, Luc De Raedt, Inference and Learning with Model Uncertainty in Probabilistic Logic Programs (2022)
  128 + \item Andrew Cropper, Sebastijan Dumancic, Richard Evans, Stephen H. Muggleton, Inductive logic programming at 30 (2021)
  129 + \item Fabio Gagliardi Cozman, Denis Deratani Mauá, The joy of Probabilistic Answer Set Programming: Semantics - complexity, expressivity, inference (2020)
  130 + \item Fabrizio Riguzzi, Foundations of Probabilistic Logic Programming Languages, Semantics, Inference and Learning. Rivers Publishers (2018)
  131 + \item Martin Gebser, Roland Kaminski, Benjamin Kaufmann, and Torsten Schaub, Answer Set Solving in Practice, Morgan \& Claypool Publishers (2013)
  132 +\end{enumerate}
  133 +
  134 +\end{document}
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