README.md
Probabilistic ILP
Check Conformal prediction.
Introduction
- How pILP relates to:
- ILP?
- ASP?
- RML?
- What
- tools?
- methods?
- theory?
- Distributed semantics
- applications?
Overview of Bibliography and State of the Art
Recursion; Predicate Invention; Higher order, ASP Hypotheses; Optimality; Prolog, ASP, NNs
Context
Kanren
Inductive Logic Programming
Answer Set Programming
Relational Machine Learning
SAT Solvers
Tools
- (mini)kanren
- in Julia: MuKanren, YA microkanren in Julia!.
- metagol | archive superseeded by popper.
- ILP: popper
- ASP: ILASP
- Inspire | Kazmi et al. 2017
- ASP: Potassco: clingo, clasp, ...
- cplint (on SWISH)
- exact probabilistic inference (PITA)
- Fabrizio Riguzzi and Terrance Swift. Well-definedness and efficient inference for probabilistic logic programming under the distribution semantics. Theory and Practice of Logic Programming, 13(Special Issue 02 - 25th Annual GULP Conference):279-302, © Cambridge University Press, March 2013.
- Monte Carlo inference (MCINTYRE)
- Fabrizio Riguzzi. MCINTYRE: A Monte Carlo system for probabilistic logic programming. Fundamenta Informaticae, 124(4):521-541, © IOS Press, 2013.
- Metropolis/Hastings sampling
- Arun Nampally and C. R. Ramakrishnan. Adaptive MCMC-Based Inference in Probabilistic Logic Programs. arXiv preprint arXiv:1403.6036, 2014.
- parameter learning (EMBLEM)
- Elena Bellodi and Fabrizio Riguzzi. Expectation Maximization over binary decision diagrams for probabilistic logic programs. Intelligent Data Analysis, 17(2):343-363, © IOS Press, 2013.
- SLIPCOVER algorithm for structure learning
- Elena Bellodi and Fabrizio Riguzzi. Structure learning of probabilistic logic programs by searching the clause space. Theory and Practice of Logic Programming, 15(2):169-212, © Cambridge University Press, 2015.
- LEMUR algorithm for structure learning
- Nicola Di Mauro, Elena Bellodi, and Fabrizio Riguzzi. Bandit-based Monte-Carlo structure learning of probabilistic logic programs. Machine Learning, 100(1):127-156, © Springer International Publishing, July 2015.