Relational reinforcement learning

Relational reinforcement learning

Mutli-agents systems and applications

Speeding Up Relational Reinforcement Learning through the Use of an Incremental First Order Decision Tree Learner

EMCL '01 Proceedings of the 12th European Conference on Machine Learning

Relational Reinforcement Learning

EASSS '01 Selected Tutorial Papers from the 9th ECCAI Advanced Course ACAI 2001 and Agent Link's 3rd European Agent Systems Summer School on Multi-Agent Systems and Applications

Compact Representation of Knowledge Bases in Inductive Logic Programming

Machine Learning

Integrating Guidance into Relational Reinforcement Learning

Machine Learning

Exploiting first-order regression in inductive policy selection

UAI '04 Proceedings of the 20th conference on Uncertainty in artificial intelligence

A first order logic classifier system

GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation

Behavior transfer for value-function-based reinforcement learning

Proceedings of the fourth international joint conference on Autonomous agents and multiagent systems

Personalisation for user agents

Proceedings of the fourth international joint conference on Autonomous agents and multiagent systems

Thesis: relational reinforcement learning

AI Communications

Policy transfer with a relational learning classifier system

GECCO '05 Proceedings of the 7th annual workshop on Genetic and evolutionary computation

Combining model-based and instance-based learning for first order regression

ICML '05 Proceedings of the 22nd international conference on Machine learning

Relational temporal difference learning

ICML '06 Proceedings of the 23rd international conference on Machine learning

Learning goal hierarchies from structured observations and expert annotations

Machine Learning

Allocating time and location information to activity-travel patterns through reinforcement learning

Knowledge-Based Systems

Non-parametric policy gradients: a unified treatment of propositional and relational domains

Proceedings of the 25th international conference on Machine learning

Learning Control Knowledge for Forward Search Planning

The Journal of Machine Learning Research

Autonomous transfer for reinforcement learning

Proceedings of the 7th international joint conference on Autonomous agents and multiagent systems - Volume 1

Structured machine learning: the next ten years

Machine Learning

Reinforcement Learning in Nonstationary Environment Navigation Tasks

CAI '07 Proceedings of the 20th conference of the Canadian Society for Computational Studies of Intelligence on Advances in Artificial Intelligence

Graph-Based Domain Mapping for Transfer Learning in General Games

ECML '07 Proceedings of the 18th European conference on Machine Learning

Transfer Learning in Reinforcement Learning Problems Through Partial Policy Recycling

ECML '07 Proceedings of the 18th European conference on Machine Learning

A Learning Classifier System Approach to Relational Reinforcement Learning

Learning Classifier Systems

Reinforcement Learning with Markov Logic Networks

MICAI '08 Proceedings of the 7th Mexican International Conference on Artificial Intelligence: Advances in Artificial Intelligence

The factored policy-gradient planner

Artificial Intelligence

Practical solution techniques for first-order MDPs

Artificial Intelligence

An Inductive Logic Programming Approach to Statistical Relational Learning

Proceedings of the 2005 conference on An Inductive Logic Programming Approach to Statistical Relational Learning

Learning partially observable action schemas

AAAI'06 Proceedings of the 21st national conference on Artificial intelligence - Volume 1

Relevance Grounding for Planning in Relational Domains

ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part I

Value functions for RL-based behavior transfer: a comparative study

AAAI'05 Proceedings of the 20th national conference on Artificial intelligence - Volume 2

Approximate policy iteration with a policy language bias: solving relational Markov decision processes

Journal of Artificial Intelligence Research

First order decision diagrams for relational MDPs

Journal of Artificial Intelligence Research

Utile distinctions for relational reinforcement learning

IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence

Relational knowledge with predictive state representations

IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence

Transfer Learning for Reinforcement Learning Domains: A Survey

The Journal of Machine Learning Research

Compact representation of knowledge bases in ILP

ILP'02 Proceedings of the 12th international conference on Inductive logic programming

Learning in rich representations: inductive logic programming and computational scientific discovery

ILP'02 Proceedings of the 12th international conference on Inductive logic programming

Learning models of relational MDPs using graph kernels

MICAI'07 Proceedings of the artificial intelligence 6th Mexican international conference on Advances in artificial intelligence

Learning relational options for inductive transfer in relational reinforcement learning

ILP'07 Proceedings of the 17th international conference on Inductive logic programming

Relational reinforcement learning for agents in worlds with objects

Adaptive agents and multi-agent systems

Evolving Static Representations for Task Transfer

The Journal of Machine Learning Research

Exploration in relational worlds

ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part II

An alternative approach to the revision of ordinal conditional functions in the context of multi-valued logic

ICANN'10 Proceedings of the 20th international conference on Artificial neural networks: Part II

Automatic induction of bellman-error features for probabilistic planning

Journal of Artificial Intelligence Research

Learning the behavior model of a robot

Autonomous Robots

Planning with noisy probabilistic relational rules

Journal of Artificial Intelligence Research

Incremental learning of relational action models in noisy environments

ILP'10 Proceedings of the 20th international conference on Inductive logic programming

Probabilistic relational planning with first order decision diagrams

Journal of Artificial Intelligence Research

The thing that we tried didn't work very well: deictic representation in reinforcement learning

UAI'02 Proceedings of the Eighteenth conference on Uncertainty in artificial intelligence

Inductive policy selection for first-order MDPs

UAI'02 Proceedings of the Eighteenth conference on Uncertainty in artificial intelligence

Unique state and automatical action abstracting based on logical MDPs with negation

ICNC'06 Proceedings of the Second international conference on Advances in Natural Computation - Volume Part II

Machine learning of plan robustness knowledge about instances

ECML'05 Proceedings of the 16th European conference on Machine Learning

Guiding inference through relational reinforcement learning

ILP'05 Proceedings of the 15th international conference on Inductive Logic Programming

Abstraction and generalization in reinforcement learning: a summary and framework

ALA'09 Proceedings of the Second international conference on Adaptive and Learning Agents

An overview of cooperative and competitive multiagent learning

LAMAS'05 Proceedings of the First international conference on Learning and Adaption in Multi-Agent Systems

Multi-agent relational reinforcement learning

LAMAS'05 Proceedings of the First international conference on Learning and Adaption in Multi-Agent Systems

SmartGantt - An intelligent system for real time rescheduling based on relational reinforcement learning

Expert Systems with Applications: An International Journal

Reinforcement learning as heuristic for action-rule preferences

ProMAS'10 Proceedings of the 8th international conference on Programming Multi-Agent Systems

Handling ambiguous effects in action learning

EWRL'11 Proceedings of the 9th European conference on Recent Advances in Reinforcement Learning

Reinforcement learning with a bilinear q function

EWRL'11 Proceedings of the 9th European conference on Recent Advances in Reinforcement Learning

Active learning of relational action models

ILP'11 Proceedings of the 21st international conference on Inductive Logic Programming

Learning with configurable operators and RL-based heuristics

NFMCP'12 Proceedings of the First international conference on New Frontiers in Mining Complex Patterns

Distributed relational temporal difference learning

Proceedings of the 2013 international conference on Autonomous agents and multi-agent systems

Exploration in relational domains for model-based reinforcement learning

The Journal of Machine Learning Research

Active learning for teaching a robot grounded relational symbols

IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence

Learning from interpretation transition

Machine Learning

Towards a Self-Learning Agent: Using Ranking Functions as a Belief Representation in Reinforcement Learning

Neural Processing Letters