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ACM Transactions on Programming Languages and Systems (TOPLAS)
Introduction to mathematical logic (3rd ed.)
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SOAR: an architecture for general intelligence
Artificial Intelligence
Explanation-based learning: a survey of programs and perspectives
ACM Computing Surveys (CSUR)
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Advances in neural information processing systems 2
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Handbook of theoretical computer science (vol. B)
Object-oriented information systems: planning and implementation
Object-oriented information systems: planning and implementation
Pattern recognition and machine learning
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ECAI '92 Proceedings of the 10th European conference on Artificial intelligence
C4.5: programs for machine learning
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Variable precision rough set model
Journal of Computer and System Sciences
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Knowledge Acquisition - Special issue: Current issues in knowledge modeling
Object-oriented analysis and design with applications (2nd ed.)
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Handbook of logic in artificial intelligence and logic programming
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Artificial Intelligence - Special volume on planning and scheduling
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Layered Learning in Multiagent Systems: A Winning Approach to Robotic Soccer
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Planning and Learning by Analogical Reasoning
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Encyclopedia of Artificial Intelligence
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Rough Sets: Theoretical Aspects of Reasoning about Data
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Machine Learning
Introduction to Expert Systems
Introduction to Expert Systems
Pattern Recognition and Neural Networks
Pattern Recognition and Neural Networks
Incomplete Information: Rough Set Analysis
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The Theory and Practice of Concurrency
The Theory and Practice of Concurrency
Introduction to Reinforcement Learning
Introduction to Reinforcement Learning
Feature Extraction, Construction and Selection: A Data Mining Perspective
Feature Extraction, Construction and Selection: A Data Mining Perspective
Feature Selection for Knowledge Discovery and Data Mining
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Relational Data Mining
Induction: Processes of Inference, Learning, and Discovery
Induction: Processes of Inference, Learning, and Discovery
Rough-Neuro-Computing: Techniques for Computing with Words
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Rough Sets: Mathematical Foundations
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Incremental Induction of Decision Trees
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Proceedings of the Joint JSAI 2001 Workshop on New Frontiers in Artificial Intelligence
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RSCTC '98 Proceedings of the First International Conference on Rough Sets and Current Trends in Computing
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RSCTC '98 Proceedings of the First International Conference on Rough Sets and Current Trends in Computing
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RSCTC '00 Revised Papers from the Second International Conference on Rough Sets and Current Trends in Computing
An Algorithm for Induction of Decision Rules Consistent with the Dominance Principle
RSCTC '00 Revised Papers from the Second International Conference on Rough Sets and Current Trends in Computing
Rough Set Approach to the Survival Analysis
TSCTC '02 Proceedings of the Third International Conference on Rough Sets and Current Trends in Computing
A New Version of Rough Set Exploration System
TSCTC '02 Proceedings of the Third International Conference on Rough Sets and Current Trends in Computing
Toward the Formal Foundation of Ant Programming
ANTS '02 Proceedings of the Third International Workshop on Ant Algorithms
A survey of basic net models and modular net classes
Advances in Petri Nets 1992, The DEMON Project
Learning Hierarchical Skills from Observation
DS '02 Proceedings of the 5th International Conference on Discovery Science
Artificial Intelligence: A Modern Approach
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Data mining tasks and methods: Classification: multicriteria classification
Handbook of data mining and knowledge discovery
Face Recognition by Support Vector Machines
FG '00 Proceedings of the Fourth IEEE International Conference on Automatic Face and Gesture Recognition 2000
A Fast Automaton-Based Method for Detecting Anomalous Program Behaviors
SP '01 Proceedings of the 2001 IEEE Symposium on Security and Privacy
Integration of Contextual Information in Handwriting Recognition Systems
ICDAR '03 Proceedings of the Seventh International Conference on Document Analysis and Recognition - Volume 2
Learning Rules for Anomaly Detection of Hostile Network Traffic
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
A survey of kernels for structured data
ACM SIGKDD Explorations Newsletter
Neighborhood based detection of anomalies in high dimensional spatio-temporal sensor datasets
Proceedings of the 2004 ACM symposium on Applied computing
Automated Planning: Theory & Practice
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Fundamenta Informaticae - Special issue on the 9th international conference on rough sets, fuzzy sets, data mining and granular computing (RSFDGrC 2003)
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ICML '04 Proceedings of the twenty-first international conference on Machine learning
Naive Bayesian Classification of Structured Data
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IAT '05 Proceedings of the IEEE/WIC/ACM International Conference on Intelligent Agent Technology
Motor primitive and sequence self-organization in a hierarchical recurrent neural network
Neural Networks - 2004 Special issue: New developments in self-organizing systems
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Pattern Recognition Letters - Special issue: ROC analysis in pattern recognition
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AI Magazine - Special issue on achieving human-level AI through integrated systems and research
ICPR '06 Proceedings of the 18th International Conference on Pattern Recognition - Volume 01
Service-Oriented Science: Scaling eScience Impact
IAT '06 Proceedings of the IEEE/WIC/ACM international conference on Intelligent Agent Technology
Advances in Verification of Time Petri Nets and Timed Automata: A Temporal Logic Approach (Studies in Computational Intelligence)
Feature Extraction: Foundations and Applications (Studies in Fuzziness and Soft Computing)
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Synchronization Algorithms and Concurrent Programming
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Planning Algorithms
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AI Communications
Temporal abstraction in intelligent clinical data analysis: A survey
Artificial Intelligence in Medicine
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Fundamenta Informaticae - Concurrency Specification and Programming (CS&P 2003)
Fundamenta Informaticae - Concurrency Specification and Programming (CS&P 2003)
Discovery of Asynchronous Concurrent Models from Experimental Tables
Fundamenta Informaticae - International Conference on Soft Computing and Distributed Processing (SCDP'2002)
Fundamenta Informaticae - Contagious Creativity - In Honor of the 80th Birthday of Professor Solomon Marcus
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Fundamenta Informaticae - Concurrency Specification and Programming (CS&P 2004)
Spatio-Temporal Approximate Reasoning over Complex Objects
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Reinforcement Learning with Approximation Spaces
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Toward knowledge-rich data mining
Data Mining and Knowledge Discovery
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RSEISP '07 Proceedings of the international conference on Rough Sets and Intelligent Systems Paradigms
On Granular Rough Computing with Missing Values
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On-Line elimination of non-relevant parts of complex objects in behavioral pattern identification
PReMI'05 Proceedings of the First international conference on Pattern Recognition and Machine Intelligence
Automatic planning of treatment of infants with respiratory failure through rough set modeling
RSCTC'06 Proceedings of the 5th international conference on Rough Sets and Current Trends in Computing
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Behavioral pattern identification through rough set modelling
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Fundamenta Informaticae - Understanding Computers' Intelligence Celebrating the 100th Volume of Fundamenta Informaticae in Honour of Helena Rasiowa
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Transactions on Rough Sets XI
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Transactions on Rough Sets XV
Case-based Planning of Treatment of Infants with Respiratory Failure
Fundamenta Informaticae - Concurrency Specification and Programming (CS&P)
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The aim of the paper is to present rough set methods of constructing hierarchical classifiers for approximation of complex concepts. Classifiers are constructed on the basis of experimental data sets and domain knowledge that are mainly represented by concept ontology. Information systems, decision tables and decision rules are basic tools for modeling and constructing such classifiers. The general methodology presented here is applied to approximate spatial complex concepts and spatio-temporal complex concepts defined for (un)structured complex objects, to identify the behavioral patterns of complex objects, and to the automated behavior planning for such objects when the states of objects are represented by spatio-temporal concepts requiring approximation. We describe the results of computer experiments performed on real-life data sets from a vehicular traffic simulator and on medical data concerning the infant respiratory failure.