SOAR: an architecture for general intelligence
Artificial Intelligence
Case-based planning: viewing planning as a memory task
Case-based planning: viewing planning as a memory task
Explanation-based learning: a problem solving perspective
Artificial Intelligence
Connectionist learning procedures
Artificial Intelligence
Artificial Intelligence
Learning approximate control rules of high utility
Proceedings of the seventh international conference (1990) on Machine learning
Learning nonrecursive definitions of relations with LINUS
EWSL-91 Proceedings of the European working session on learning on Machine learning
Machine learning: an artificial intelligence approach volume III
Machine learning: an artificial intelligence approach volume III
Learning by experimentation: the operator refinement method
Machine learning
A validation-structure-based theory of plan modification and reuse
Artificial Intelligence
Learning to improve constraint-based scheduling
Artificial Intelligence - Special volume on constraint-based reasoning
DYNAMIC: a new role for training problems in EBL
ML92 Proceedings of the ninth international workshop on Machine learning
C4.5: programs for machine learning
C4.5: programs for machine learning
CADET: a case-based synthesis tool for engineering design
International Journal of Expert Systems - Special issue on case-based reasoning
Acquiring search-control knowledge via static analysis
Artificial Intelligence
Derivational Analogy in PRODIGY: Automating Case Acquisition, Storage, and Utilization
Machine Learning - Special issue on case-based reasoning
Theory refinement combining analytical and empirical methods
Artificial Intelligence
On-Line Learning from Search Failures
Machine Learning
Learning to act using real-time dynamic programming
Artificial Intelligence - Special volume on computational research on interaction and agency, part 1
Real-world robotics: learning to plan for robust execution
Machine Learning - Special issue on robot learning
Failure driven dynamic search control for partial order planners: an explanation based approach
Artificial Intelligence
Fast planning through planning graph analysis
Artificial Intelligence
Lazy Incremental Learning of Control Knowledge for EfficientlyObtaining Quality Plans
Artificial Intelligence Review - Special issue on lazy learning
Inductive learning of search control rules for planning
Artificial Intelligence
AAAI '98/IAAI '98 Proceedings of the fifteenth national/tenth conference on Artificial intelligence/Innovative applications of artificial intelligence
Inferring state constraints for domain-independent planning
AAAI '98/IAAI '98 Proceedings of the fifteenth national/tenth conference on Artificial intelligence/Innovative applications of artificial intelligence
A goal-dependent abstraction for legal reasoning by analogy
Artificial Intelligence and Law
Learning horn definitions: theory and an application to planning
New Generation Computing - Special issue on inductive logic programming 97
A simple, fast, and effective rule learner
AAAI '99/IAAI '99 Proceedings of the sixteenth national conference on Artificial intelligence and the eleventh Innovative applications of artificial intelligence conference innovative applications of artificial intelligence
Exploiting symmetry in the planning graph via explanation-guided search
AAAI '99/IAAI '99 Proceedings of the sixteenth national conference on Artificial intelligence and the eleventh Innovative applications of artificial intelligence conference innovative applications of artificial intelligence
AAAI '99/IAAI '99 Proceedings of the sixteenth national conference on Artificial intelligence and the eleventh Innovative applications of artificial intelligence conference innovative applications of artificial intelligence
Learning action strategies for planning domains
Artificial Intelligence
Using temporal logics to express search control knowledge for planning
Artificial Intelligence
Planning as constraint satisfaction: solving the planning graph by compiling it into CSP
Artificial Intelligence
Proceedings, the Fifth International Conference on Artificial Intelligence Planning and Scheduling
Proceedings, the Fifth International Conference on Artificial Intelligence Planning and Scheduling
Machine Learning Methods for Planning
Machine Learning Methods for Planning
Introduction to Reinforcement Learning
Introduction to Reinforcement Learning
Interactive Case-Based Planning for Forest Fire Management
Applied Intelligence
An Integrated Approach of Learning, Planning, and Execution
Journal of Intelligent and Robotic Systems
Learning Logical Definitions from Relations
Machine Learning
Learning to Predict by the Methods of Temporal Differences
Machine Learning
Explanation-Based Generalization: A Unifying View
Machine Learning
Machine Learning
Genetic Programming and Deductive-Inductive Learning: A Multi-Strategy Approach
ICML '98 Proceedings of the Fifteenth International Conference on Machine Learning
Combining Genetic Algorithms with Memory Based Reasoning
Proceedings of the 6th International Conference on Genetic Algorithms
Version Space Algebra and its Application to Programming by Demonstration
ICML '00 Proceedings of the Seventeenth International Conference on Machine Learning
Learning Declarative Control Rules for Constraint-BAsed Planning
ICML '00 Proceedings of the Seventeenth International Conference on Machine Learning
On the Role of Abstraction in Case-Based Reasoning
EWCBR '96 Proceedings of the Third European Workshop on Advances in Case-Based Reasoning
Reasoning with Reasons in Case-Based Comparisons
ICCBR '95 Proceedings of the First International Conference on Case-Based Reasoning Research and Development
SHOP: Simple Hierarchical Ordered Planner
IJCAI '99 Proceedings of the Sixteenth International Joint Conference on Artificial Intelligence
Unifying SAT-based and Graph-based Planning
IJCAI '99 Proceedings of the Sixteenth International Joint Conference on Artificial Intelligence
The Detection and Exploitation of Symmetry in Planning Problems
IJCAI '99 Proceedings of the Sixteenth International Joint Conference on Artificial Intelligence
The LPSAT Engine & Its Application to Resource Planning
IJCAI '99 Proceedings of the Sixteenth International Joint Conference on Artificial Intelligence
A Bayesian Approach to Tackling Hard Computational Problems
UAI '01 Proceedings of the 17th Conference in Uncertainty in Artificial Intelligence
An Iterative Algorithm for Synthesizing Invariants
Proceedings of the Seventeenth National Conference on Artificial Intelligence and Twelfth Conference on Innovative Applications of Artificial Intelligence
Ignoring Irrelevant Facts and Operators in Plan Generation
ECP '97 Proceedings of the 4th European Conference on Planning: Recent Advances in AI Planning
Planning graph as a (dynamic) CSP: exploiting EBL, DDB and other CSP search techniques in Graphplan
Journal of Artificial Intelligence Research
Accelerating partial-order planners: some techniques for effective search control and pruning
Journal of Artificial Intelligence Research
Storing and indexing plan derivations through explanation-based analysis of retrieval failures
Journal of Artificial Intelligence Research
The automatic inference of state invariants in TIM
Journal of Artificial Intelligence Research
A domain-independent algorithm for plan adaptation
Journal of Artificial Intelligence Research
Reasoning symbolically about partially matched cases
IJCAI'97 Proceedings of the 15th international joint conference on Artifical intelligence - Volume 1
Acquiring case adaptation knowledge: a hybrid approach
AAAI'96 Proceedings of the thirteenth national conference on Artificial intelligence - Volume 1
Multi-strategy learning of search control for partial-order planning
AAAI'96 Proceedings of the thirteenth national conference on Artificial intelligence - Volume 1
Design and implementation of a replay framework based on a partial order planner
AAAI'96 Proceedings of the thirteenth national conference on Artificial intelligence - Volume 1
KNOW Why your access was denied: regulating feedback for usable security
Proceedings of the 11th ACM conference on Computer and communications security
HAPRC: an automatically configurable planning system
AI Communications
Learning hierarchical task networks by observation
ICML '06 Proceedings of the 23rd international conference on Machine learning
PLTOOL: A knowledge engineering tool for planning and learning
The Knowledge Engineering Review
Learning Control Knowledge for Forward Search Planning
The Journal of Machine Learning Research
Combining Macro-operators with Control Knowledge
Inductive Logic Programming
Case-based Planning of Treatment of Infants with Respiratory Failure
Fundamenta Informaticae - Concurrency Specification and Programming (CS&P)
Assisting Data Mining through Automated Planning
MLDM '09 Proceedings of the 6th International Conference on Machine Learning and Data Mining in Pattern Recognition
AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 2
Journal of Artificial Intelligence Research
Transferring learned control-knowledge between planners
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Learning Linear Ranking Functions for Beam Search with Application to Planning
The Journal of Machine Learning Research
RECYCLE: Learning looping workflows from annotated traces
ACM Transactions on Intelligent Systems and Technology (TIST)
Autonomous discovery of abstract concepts by a robot
ICANNGA'11 Proceedings of the 10th international conference on Adaptive and natural computing algorithms - Volume Part I
Scaling up heuristic planning with relational decision trees
Journal of Artificial Intelligence Research
Improving control-knowledge acquisition for planning by active learning
ECML'06 Proceedings of the 17th European conference on Machine Learning
iFALCON: A neural architecture for hierarchical planning
Neurocomputing
Case-based Planning of Treatment of Infants with Respiratory Failure
Fundamenta Informaticae - Concurrency Specification and Programming (CS&P)
Online speedup learning for optimal planning
Journal of Artificial Intelligence Research
Goal distance estimation for automated planning using neural networks and support vector machines
Natural Computing: an international journal
The actor's view of automated planning and acting: A position paper
Artificial Intelligence
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This article reports on an extensive survey and analysis of research work related to machine learning as it applies to automated planning over the past 30 years. Major research contributions are broadly characterized by learning method and then descriptive subcategories. Survey results reveal learning techniques that have extensively been applied and a number that have received scant attention. We extend the survey analysis to suggest promising avenues for future research in learning based on both previous experience and current needs in the planning community.