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@book{barber2012bayesian,
	Author = {Barber, David},
	Date-Added = {2014-09-05 08:31:53 +0000},
	Date-Modified = {2014-09-05 08:31:53 +0000},
	Publisher = {Cambridge University Press},
	Title = {Bayesian reasoning and machine learning},
	Year = {2012}}

@phdthesis{murphy2002dynamic,
	Author = {Murphy, Kevin Patrick},
	Date-Added = {2014-09-05 08:25:18 +0000},
	Date-Modified = {2014-09-05 08:25:18 +0000},
	School = {University of California, Berkeley},
	Title = {Dynamic bayesian networks: representation, inference and learning},
	Year = {2002}}

@book{murphy2012machine,
	Author = {Murphy, Kevin Patrick},
	Date-Added = {2014-09-05 08:23:30 +0000},
	Date-Modified = {2014-09-05 08:23:30 +0000},
	Publisher = {MIT press},
	Title = {Machine learning: a probabilistic perspective},
	Year = {2012}}

@book{koller2009probabilistic,
	Author = {Koller, Daphne and Friedman, Nir},
	Date-Added = {2013-08-01 14:01:17 +0000},
	Date-Modified = {2013-08-01 14:07:08 +0000},
	Publisher = {The MIT Press},
	Title = {Probabilistic graphical models: principles and techniques},
	Year = {2009}}

@incollection{dastani2007second,
	Author = {Dastani, Mehdi and Dix, J{\"u}rgen and Nov{\'a}k, Peter},
	Booktitle = {Computational Logic in Multi-Agent Systems},
	Date-Added = {2013-08-01 08:26:10 +0000},
	Date-Modified = {2013-08-01 08:26:10 +0000},
	Pages = {266--283},
	Publisher = {Springer},
	Title = {The second contest on multi-agent systems based on computational logic},
	Year = {2007}}

@book{russell2003artificial,
	Author = {Russell, Stuart},
	Date-Added = {2013-08-01 08:21:36 +0000},
	Date-Modified = {2013-08-01 08:21:36 +0000},
	Publisher = {Pearson Education India},
	Title = {Artificial intelligence: A modern approach, 2/E},
	Year = {2003}}

@incollection{hubner2008developing,
	Author = {H{\"u}bner, Jomi F and Bordini, Rafael H},
	Booktitle = {Programming Multi-Agent Systems},
	Date-Added = {2013-08-01 08:03:09 +0000},
	Date-Modified = {2013-08-01 08:03:09 +0000},
	Pages = {241--245},
	Publisher = {Springer},
	Title = {Developing a team of gold miners using Jason},
	Year = {2008}}

@book{jolliffe2005principal,
	Author = {Jolliffe, Ian},
	Date-Added = {2013-07-31 13:57:39 +0000},
	Date-Modified = {2013-07-31 13:57:39 +0000},
	Publisher = {Wiley Online Library},
	Title = {Principal component analysis},
	Year = {2005}}

@article{abdi2010principal,
	Author = {Abdi, Herv{\'e} and Williams, Lynne J},
	Date-Added = {2013-07-31 13:57:29 +0000},
	Date-Modified = {2013-08-01 10:53:34 +0000},
	Journal = {Wiley Interdisciplinary Reviews: Computational Statistics},
	Number = {4},
	Pages = {433--459},
	Publisher = {Wiley Online Library},
	Title = {{P}rincipal {C}omponent {A}nalysis},
	Volume = {2},
	Year = {2010}}

@article{hinton2007learning,
	Author = {Hinton, Geoffrey E},
	Date-Added = {2013-07-31 13:55:52 +0000},
	Date-Modified = {2013-07-31 13:55:52 +0000},
	Journal = {Trends in cognitive sciences},
	Number = {10},
	Pages = {428--434},
	Publisher = {Elsevier},
	Title = {Learning multiple layers of representation},
	Volume = {11},
	Year = {2007}}

@article{salakhutdinov2012efficient,
	Author = {Salakhutdinov, Ruslan and Hinton, Geoffrey E},
	Date-Added = {2013-07-31 13:55:41 +0000},
	Date-Modified = {2013-07-31 13:55:41 +0000},
	Journal = {Neural Computation},
	Number = {8},
	Pages = {1967--2006},
	Publisher = {MIT Press},
	Title = {An efficient learning procedure for deep Boltzmann machines},
	Volume = {24},
	Year = {2012}}

@inproceedings{socher2011parsing,
	Author = {Socher, Richard and Lin, Cliff C and Ng, Andrew and Manning, Chris},
	Booktitle = {Proceedings of the 28th International Conference on Machine Learning (ICML-11)},
	Date-Added = {2013-07-31 13:53:55 +0000},
	Date-Modified = {2013-07-31 13:53:55 +0000},
	Pages = {129--136},
	Title = {Parsing natural scenes and natural language with recursive neural networks},
	Year = {2011}}

@mastersthesis{rens2010belief,
	Author = {Rens, Gavin B},
	Date-Added = {2013-07-23 19:46:26 +0000},
	Date-Modified = {2013-08-02 11:50:39 +0000},
	School = {University of South Africa},
	Title = {A belief-desire-intention architechture with a logic-based planner for agents in stochastic domains},
	Year = {2010}}

@inproceedings{pereira2008constructing,
	Author = {Pereira, Diego Rodrigues and Gon{\c{c}}alves, Luciano Vargas and Dimuro, Gra{\c{c}}aliz Pereira and Costa, ACR},
	Booktitle = {Proc. of Conf. Latinoamerica de Inform{\'a}tica, CLEI},
	Date-Added = {2013-07-23 19:46:15 +0000},
	Date-Modified = {2018-05-01 15:09:40 +0000},
	Pages = {240--249},
	Title = {Constructing BDI plans from optimal POMDP policies, with an application to agentspeak programming},
	Volume = {8},
	Year = {2008}}

@book{witten2005data,
	Author = {Witten, Ian H and Frank, Eibe},
	Date-Added = {2013-07-22 15:17:10 +0000},
	Date-Modified = {2013-07-22 15:24:25 +0000},
	Publisher = {Morgan Kaufmann},
	Title = {{Data Mining}: Practical machine learning tools and techniques},
	Year = {2005}}

@article{dimov2007weka,
	Author = {Dimov, Rossen and Feld, Michael and Kipp, Dr Michael and Ndiaye, Dr Alassane and Heckmann, Dr Dominik},
	Date-Added = {2013-07-22 15:17:02 +0000},
	Date-Modified = {2013-07-22 15:17:02 +0000},
	Journal = {AI Tools SeminarUniversity of Saarland, WS},
	Number = {07},
	Title = {Weka: Practical machine learning tools and techniques with Java implementations},
	Volume = {6},
	Year = {2007}}

@article{bouckaert2010weka,
	Author = {Bouckaert, Remco R and Frank, Eibe and Hall, Mark A and Holmes, Geoffrey and Pfahringer, Bernhard and Reutemann, Peter and Witten, Ian H},
	Date-Added = {2013-07-22 14:59:27 +0000},
	Date-Modified = {2013-07-22 15:25:53 +0000},
	Journal = {The Journal of Machine Learning Research},
	Pages = {2533--2541},
	Publisher = {JMLR. org},
	Title = {{WEKA} --- Experiences with a Java Open-Source Project},
	Year = {2010}}

@article{hall2009weka,
	Author = {Hall, Mark and Frank, Eibe and Holmes, Geoffrey and Pfahringer, Bernhard and Reutemann, Peter and Witten, Ian H},
	Date-Added = {2013-07-22 14:59:13 +0000},
	Date-Modified = {2013-07-23 19:49:34 +0000},
	Journal = {ACM SIGKDD Explorations Newsletter},
	Number = {1},
	Pages = {10--18},
	Publisher = {ACM},
	Title = {The {WEKA} data mining software: an update},
	Volume = {11},
	Year = {2009}}

@inproceedings{bordini2010semantics,
	Author = {Bordini, Rafael H and H{\"u}bner, Jomi Fred},
	Booktitle = {ECAI},
	Date-Added = {2013-07-22 14:55:49 +0000},
	Date-Modified = {2013-07-22 15:25:07 +0000},
	Pages = {635--640},
	Title = {Semantics for the {Jason} Variant of {AgentSpeak} (Plan Failure and some Internal Actions).},
	Year = {2010}}

@incollection{bordini2006bdi,
	Author = {Bordini, Rafael H and H{\"u}bner, Jomi F},
	Booktitle = {Computational logic in multi-agent systems},
	Date-Added = {2013-07-22 14:54:40 +0000},
	Date-Modified = {2013-07-22 15:24:12 +0000},
	Pages = {143--164},
	Publisher = {Springer},
	Title = {{BDI} agent programming in {AgentSpeak} using {Jason}},
	Year = {2006}}

@inproceedings{bordini2002agentspeak,
	Author = {Bordini, Rafael H and Bazzan, Ana LC and de O Jannone, Rafael and Basso, Daniel M and Vicari, Rosa M and Lesser, Victor R},
	Booktitle = {Proceedings of the first international joint conference on Autonomous agents and multiagent systems: part 3},
	Date-Added = {2013-07-22 14:53:38 +0000},
	Date-Modified = {2013-07-22 15:23:42 +0000},
	Organization = {ACM},
	Pages = {1294--1302},
	Title = {Agent{S}peak ({XL}): Efficient intention selection in {BDI} agents via decision-theoretic task scheduling},
	Year = {2002}}

@incollection{rao1996agentspeak,
	Author = {Rao, Anand S},
	Booktitle = {Agents Breaking Away},
	Date-Added = {2013-07-22 14:52:59 +0000},
	Date-Modified = {2013-07-22 15:27:06 +0000},
	Pages = {42--55},
	Publisher = {Springer},
	Title = {{AgentSpeak (L)}: {BDI} agents speak out in a logical computable language},
	Year = {1996}}

@article{behrens2011special,
	Author = {Behrens, T and Dix, J and K{\"o}ster, M and H{\"u}bner, J},
	Date-Added = {2013-07-22 14:50:55 +0000},
	Date-Modified = {2013-07-22 15:22:51 +0000},
	Journal = {Annals of Mathematics and Artificial Intelligence},
	Publisher = {Springer, Netherlands},
	Title = {Special Issue about Multi-Agent-Contest {II}},
	Volume = {61},
	Year = {2011}}

@incollection{bordini2007using,
	Author = {Bordini, Rafael H and H{\"u}bner, Jomi F and Tralamazza, Daniel M},
	Booktitle = {Computational Logic in Multi-Agent Systems},
	Date-Added = {2013-07-19 09:50:56 +0000},
	Date-Modified = {2013-07-22 15:24:47 +0000},
	Pages = {304--313},
	Publisher = {Springer},
	Title = {Using {Jason} to implement a team of gold miners},
	Year = {2007}}

@inproceedings{sato2011general,
	Author = {Sato, Taisuke},
	Booktitle = {Proceedings of the Twenty-Second international joint conference on Artificial Intelligence-Volume Volume Two},
	Date-Added = {2013-07-19 07:23:11 +0000},
	Date-Modified = {2013-07-22 15:18:43 +0000},
	Organization = {AAAI Press},
	Pages = {1472--1477},
	Title = {A general {MCMC} method for Bayesian inference in logic-based probabilistic modeling},
	Year = {2011}}

@inproceedings{sato2007inside,
	Author = {Sato, Taisuke},
	Booktitle = {IJCAI},
	Date-Added = {2013-07-19 07:22:43 +0000},
	Date-Modified = {2013-07-19 07:22:43 +0000},
	Pages = {2605--2610},
	Title = {Inside-Outside Probability Computation for Belief Propagation.},
	Year = {2007}}

@article{fierens2012inference,
	Author = {Fierens, Daan and Broeck, Guy Van den and Thon, Ingo and Gutmann, Bernd and De Raedt, Luc},
	Date-Added = {2013-07-18 13:44:09 +0000},
	Date-Modified = {2013-07-22 15:05:38 +0000},
	Journal = {arXiv},
	Pages = {1202.3719},
	Title = {Inference in probabilistic logic programs using weighted {CNF}'s},
	Url = {http://arxiv.org/abs/1202.3719},
	Year = {2012},
	Bdsk-Url-1 = {http://arxiv.org/abs/1202.3719}}

@inproceedings{fagundes2009deliberation,
	Author = {Fagundes, Moser Silva and Vicari, Rosa Maria and Coelho, Helder},
	Booktitle = {Agent Computing and Multi-Agent Systems},
	Date-Added = {2013-07-18 13:37:18 +0000},
	Date-Modified = {2013-07-22 15:07:07 +0000},
	Pages = {207--218},
	Publisher = {Springer},
	Title = {Deliberation process in a {BDI} model with Bayesian networks},
	Year = {2009}}

@inproceedings{kieling2011insertion,
	Author = {Kieling, Gustavo Luiz and Vicari, Rosa Maria},
	Booktitle = {Complex, Intelligent and Software Intensive Systems (CISIS), 2011 International Conference on},
	Date-Added = {2013-07-18 13:36:38 +0000},
	Date-Modified = {2013-07-18 13:47:35 +0000},
	Organization = {IEEE},
	Pages = {115--122},
	Title = {Insertion of Probabilistic Knowledge into {BDI} Agents Construction Modeled in Bayesian Networks},
	Year = {2011}}

@inproceedings{luzalternatives,
	Author = {Luz, Bernardo and Meneguzzi, Felipe and Vicari, Rosa},
	Booktitle = {1st International Workshop on Engineering Multi-Agent Systems},
	Date-Added = {2013-07-18 13:35:59 +0000},
	Date-Modified = {2013-07-22 15:10:49 +0000},
	Pages = {208-223},
	Title = {Alternatives to Threshold-Based Desire Selection in Bayesian {BDI} Agents},
	Year = {2013}}

@book{bordini2007programming,
	Author = {Bordini, Rafael H and H{\"u}bner, Jomi Fred and Wooldridge, Michael},
	Date-Added = {2013-07-18 13:34:20 +0000},
	Date-Modified = {2013-07-18 14:18:25 +0000},
	Publisher = {Wiley},
	Title = {Programming multi-agent systems in {AgentSpeak} using {Jason}},
	Year = {2007}}

@article{kimmig2011implementation,
	Author = {Kimmig, Angelika and Demoen, Bart and De Raedt, Luc and Costa, V{\'\i}tor Santos and Rocha, Ricardo},
	Date-Added = {2013-07-18 13:33:45 +0000},
	Date-Modified = {2013-07-18 13:47:56 +0000},
	Journal = {Theory and Practice of Logic Programming},
	Number = {2-3},
	Pages = {235--262},
	Publisher = {Cambridge Univ Press},
	Title = {On the implementation of the probabilistic logic programming language {ProbLog}},
	Volume = {11},
	Year = {2011}}

@inproceedings{domingos2006unifying,
	Author = {Domingos, Pedro and Kok, Stanley and Poon, Hoifung and Richardson, Matthew and Singla, Parag},
	Booktitle = {AAAI},
	Date-Added = {2013-07-18 13:32:52 +0000},
	Date-Modified = {2013-07-18 13:46:44 +0000},
	Pages = {2--7},
	Title = {Unifying Logical and Statistical {AI}.},
	Volume = {6},
	Year = {2006}}

@incollection{gutmann2011learning,
	Author = {Gutmann, Bernd and Thon, Ingo and De Raedt, Luc},
	Booktitle = {Machine Learning and Knowledge Discovery in Databases},
	Date-Added = {2013-07-18 13:32:01 +0000},
	Date-Modified = {2013-07-18 13:32:01 +0000},
	Pages = {581--596},
	Publisher = {Springer},
	Title = {Learning the parameters of probabilistic logic programs from interpretations},
	Year = {2011}}

@mastersthesis{fagundes2007integrating,
	Author = {Fagundes, Moser Silva},
	Date-Added = {2013-07-18 13:31:03 +0000},
	Date-Modified = {2013-07-22 15:15:11 +0000},
	School = {Universidade Federal do Rio Grande do Sul},
	Title = {Integrating {BDI} model and {B}ayesian {N}etworks},
	Year = {2007}}

@inproceedings{silva2011agentspeak,
	Author = {Silva, Diego Gon{\c{c}}alves and Gluz, Jo{\~a}o Carlos},
	Booktitle = {Information Science and Applications (ICISA), 2011 International Conference on},
	Date-Added = {2013-07-18 13:30:49 +0000},
	Date-Modified = {2013-07-18 13:48:24 +0000},
	Organization = {IEEE},
	Pages = {1--7},
	Title = {{AgentSpeak(PL)}: A New Programming Language for {BDI} Agents with Integrated Bayesian Network Model},
	Year = {2011}}

@inproceedings{sato1995statistical,
	Author = {Sato, Taisuke},
	Booktitle = {Proceedings of the 12th International Conference on Logic Programming (ICLP'95)},
	Date-Added = {2013-07-18 13:29:48 +0000},
	Date-Modified = {2013-07-18 14:15:45 +0000},
	Organization = {Citeseer},
	Title = {A statistical learning method for logic programs with distribution semantics},
	Year = {1995}}

@article{Fierens:2013fk,
	Abstract = {Probabilistic logic programs are logic programs in which some of the facts are annotated with probabilities. This paper investigates how classical inference and learning tasks known from the graphical model community can be tackled for probabilistic logic programs. Several such tasks such as computing the marginals given evidence and learning from (partial) interpretations have not really been addressed for probabilistic logic programs before.},
	Author = {Fierens, Daan and den Broeck, Guy Van and Renkens, Joris and Shterionov, Dimitar and Gutmann, Bernd and Thon, Ingo and Janssens, Gerda and Raedt, Luc De},
	Date-Added = {2013-07-18 13:24:27 +0000},
	Date-Modified = {2013-07-22 15:03:27 +0000},
	Eprint = {1304.6810},
	Journal = {arXiv},
	Month = {04},
	Pages = {1304.6810},
	Title = {Inference and learning in probabilistic logic programs using weighted Boolean formulas},
	Url = {http://arxiv.org/abs/1304.6810},
	Year = {2013},
	Bdsk-Url-1 = {http://arxiv.org/abs/1304.6810}}

@inproceedings{Alechina:2006:BRA:1160633.1160868,
	Address = {New York, NY, USA},
	Author = {Alechina, Natasha and Bordini, Rafael H and H\"{u}bner, Jomi Fred and Jago, Mark and Logan, Brian},
	Booktitle = {Proceedings of the Fifth International Joint Conference on Autonomous Agents and Multiagent Systems},
	Doi = {10.1145/1160633.1160868},
	Isbn = {1-59593-303-4},
	Keywords = {AgentSpeak,BDI,Jason,belief revision},
	Pages = {1288--1290},
	Publisher = {ACM},
	Series = {AAMAS '06},
	Title = {{Belief Revision for AgentSpeak Agents}},
	Url = {http://doi.acm.org/10.1145/1160633.1160868},
	Year = {2006},
	Bdsk-Url-1 = {http://doi.acm.org/10.1145/1160633.1160868},
	Bdsk-Url-2 = {http://dx.doi.org/10.1145/1160633.1160868}}