Faruk Polat
Orcid: 0000-0003-0509-9153Affiliations:
- Middle East Technical University (METU), Department of Computer Engineering, Ankara, Turkey
- Bilkent University, Ankara, Turkey (PhD 1993)
According to our database1,
Faruk Polat
authored at least 120 papers
between 1992 and 2024.
Collaborative distances:
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Bibliography
2024
Faster MIL-based Subgoal Identification for Reinforcement Learning by Tuning Fewer Hyperparameters.
ACM Trans. Auton. Adapt. Syst., June, 2024
Knowl. Based Syst., 2024
Potential-based reward shaping using state-space segmentation for efficiency in reinforcement learning.
Future Gener. Comput. Syst., 2024
2023
Corrigendum to "Solving an industry-inspired generalization of lifelong MAPF problem including multiple delivery locations" [Adv. Eng. Inf. 57 (2023) 102026].
Adv. Eng. Informatics, October, 2023
Solving an industry-inspired generalization of lifelong MAPF problem including multiple delivery locations.
Adv. Eng. Informatics, August, 2023
Correction: Landmark based guidance for reinforcement learning agents under partial observability.
Int. J. Mach. Learn. Cybern., April, 2023
Landmark based guidance for reinforcement learning agents under partial observability.
Int. J. Mach. Learn. Cybern., April, 2023
2022
Using chains of bottleneck transitions to decompose and solve reinforcement learning tasks with hidden states.
Future Gener. Comput. Syst., 2022
Proceedings of the Advances in Practical Applications of Agents, Multi-Agent Systems, and Complex Systems Simulation. The PAAMS Collection, 2022
Proceedings of the 14th International Conference on Agents and Artificial Intelligence, 2022
2021
2020
Solving the area coverage problem with UAVs: A vehicle routing with time windows variation.
Robotics Auton. Syst., 2020
2019
Robotics Auton. Syst., 2019
Knowl. Eng. Rev., 2019
J. Inf. Sci., 2019
Int. J. Data Min. Bioinform., 2019
Adv. Complex Syst., 2019
Proceedings of the PRIMA 2019: Principles and Practice of Multi-Agent Systems, 2019
Proceedings of the 18th International Conference on Autonomous Agents and MultiAgent Systems, 2019
Reducing features to improve link prediction performance in location based social networks, non-monotonically selected subset from feature clusters.
Proceedings of the ASONAM '19: International Conference on Advances in Social Networks Analysis and Mining, 2019
2018
Correction to: Realizing drug repositioning by adapting a recommendation system to handle the process.
BMC Bioinform., 2018
Realizing drug repositioning by adapting a recommendation system to handle the process.
BMC Bioinform., 2018
Mining Individual Features to Enhance Link Prediction Efficiency in Location Based Social Networks.
Proceedings of the IEEE/ACM 2018 International Conference on Advances in Social Networks Analysis and Mining, 2018
2017
IEEE ACM Trans. Comput. Biol. Bioinform., 2017
Employing decomposable partially observable Markov decision processes to control gene regulatory networks.
Artif. Intell. Medicine, 2017
A Concept Filtering Approach for Diverse Density to Discover Subgoals in Reinforcement Learning.
Proceedings of the 29th IEEE International Conference on Tools with Artificial Intelligence, 2017
Using Transitional Bottlenecks to Improve Learning in Nearest Sequence Memory Algorithm.
Proceedings of the 29th IEEE International Conference on Tools with Artificial Intelligence, 2017
Proceedings of the 2017 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining 2017, Sydney, Australia, July 31, 2017
2016
MOD* Lite: An Incremental Path Planning Algorithm Taking Care of Multiple Objectives.
IEEE Trans. Cybern., 2016
Artif. Intell. Medicine, 2016
Appl. Intell., 2016
Local Roots: A Tree-Based Subgoal Discovery Method to Accelerate Reinforcement Learning.
Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2016
A History Tree Heuristic to Generate Better Initiation Sets for Options in Reinforcement Learning.
Proceedings of the ECAI 2016 - 22nd European Conference on Artificial Intelligence, 29 August-2 September 2016, The Hague, The Netherlands, 2016
Time preference aware dynamic recommendation enhanced with location, social network and temporal information.
Proceedings of the 2016 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining, 2016
Proceedings of the 2016 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining, 2016
2015
Toward Generalization of Automated Temporal Abstraction to Partially Observable Reinforcement Learning.
IEEE Trans. Cybern., 2015
Proceedings of the 2nd IEEE International Conference on Cybernetics, 2015
Inference of gene regulatory networks via multiple data sources and a recommendation method.
Proceedings of the 2015 IEEE International Conference on Bioinformatics and Biomedicine, 2015
Proceedings of the 2015 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining, 2015
2014
Employing Automatic Temporal Abstractions to Accelerate Utile Suffix Memory Algorithm.
Proceedings of the Multiagent System Technologies - 12th German Conference, 2014
Contextual Feature Analysis to Improve Link Prediction for Location Based Social Networks.
Proceedings of the 8th Workshop on Social Network Mining and Analysis, 2014
Proceedings of the 10th IEEE International Conference on Collaborative Computing: Networking, 2014
2013
Employment of an evolutionary heuristic to solve the target allocation problem efficiently.
Inf. Sci., 2013
Int. J. Data Min. Bioinform., 2013
Integrating machine learning techniques into robust data enrichment approach and its application to gene expression data.
Int. J. Data Min. Bioinform., 2013
Employing Batch Reinforcement Learning to Control Gene Regulation Without Explicitly Constructing Gene Regulatory Networks.
Proceedings of the IJCAI 2013, 2013
Generating Memoryless Policies Faster Using Automatic Temporal Abstractions for Reinforcement Learning with Hidden State.
Proceedings of the 25th IEEE International Conference on Tools with Artificial Intelligence, 2013
Proceedings of the Advances in Social Networks Analysis and Mining 2013, 2013
2012
Revealing miRNA Regulation and miRNA Target Prediction Using Constraint-Based Learning.
IEEE Trans. Syst. Man Cybern. Part C, 2012
Inf. Sci., 2012
Proceedings of the IEEE 24th International Conference on Tools with Artificial Intelligence, 2012
Proceedings of the 11th International Conference on Machine Learning and Applications, 2012
Proceedings of the 2012 IEEE/WIC/ACM International Conferences on Intelligent Agent Technology, 2012
Abstraction in Model Based Partially Observable Reinforcement Learning Using Extended Sequence Trees.
Proceedings of the 2012 IEEE/WIC/ACM International Conferences on Intelligent Agent Technology, 2012
2011
Influence of Prior Knowledge in Constraint-Based Learning of Gene Regulatory Networks.
IEEE ACM Trans. Comput. Biol. Bioinform., 2011
Limited-Damage A*: A path search algorithm that considers damage as a feasibility criterion.
Knowl. Based Syst., 2011
Proceedings of the 2011 IEEE/WIC/ACM International Conference on Intelligent Agent Technology, 2011
Employing Machine Learning Techniques for Data Enrichment: Increasing the Number of Samples for Effective Gene Expression Data Analysis.
Proceedings of the IEEE International Conference on Bioinformatics and Biomedicine, 2011
2010
IEEE Trans. Syst. Man Cybern. Part B, 2010
Artif. Intell. Medicine, 2010
Proceedings of the IEEE International Conference on Information Reuse and Integration, 2010
Proceedings of the 2010 IEEE International Conference on Bioinformatics and Biomedicine, 2010
2009
IEEE Trans. Syst. Man Cybern. Part C, 2009
Derivation of Transcriptional Regulatory Relationships by Partial Least Squares Regression.
Proceedings of the 2009 IEEE International Conference on Bioinformatics and Biomedicine, 2009
2008
Combining multiple types of biological data in constraint-based learning of gene regulatory networks.
Proceedings of the 2008 IEEE Symposium on Computational Intelligence in Bioinformatics and Computational Biology, 2008
Large-scale approximate intervention strategies for Probabilistic Boolean Networks as models of gene regulation.
Proceedings of the 8th IEEE International Conference on Bioinformatics and Bioengineering, 2008
2007
IEEE Trans. Syst. Man Cybern. Part C, 2007
IEEE Trans. Syst. Man Cybern. Part B, 2007
Appl. Intell., 2007
Proceedings of the Agent Computing and Multi-Agent Systems, 2007
Proceedings of the IJCAI 2007, 2007
Proceedings of the 7th IEEE International Conference on Bioinformatics and Bioengineering, 2007
Proceedings of the 6th International Joint Conference on Autonomous Agents and Multiagent Systems (AAMAS 2007), 2007
2006
A Powerful Approach for Effective Finding of Significantly Differentially Expressed Genes.
IEEE ACM Trans. Comput. Biol. Bioinform., 2006
Asymptotical Lower Limits on Required Number of Examples for Learning Boolean Networks.
Proceedings of the Computer and Information Sciences, 2006
Proceedings of the Intelligent Data Engineering and Automated Learning, 2006
Learning by Automatic Option Discovery from Conditionally Terminating Sequences.
Proceedings of the ECAI 2006, 17th European Conference on Artificial Intelligence, August 29, 2006
Proceedings of the Sixth IEEE International Symposium on BioInformatics and BioEngineering (BIBE 2006), 2006
Proceedings of the 5th International Joint Conference on Autonomous Agents and Multiagent Systems (AAMAS 2006), 2006
Proceedings of the 5th International Joint Conference on Autonomous Agents and Multiagent Systems (AAMAS 2006), 2006
2005
Co-operation framework of case-based reasoning agents for automated product recommendation.
J. Exp. Theor. Artif. Intell., 2005
Option Discovery in Reinforcement Learning using Frequent Common Subsequences of Actions.
Proceedings of the 2005 International Conference on Computational Intelligence for Modelling Control and Automation (CIMCA 2005), 2005
Proceedings of the Encyclopedia of Database Technologies and Applications, 2005
Proceedings of the Encyclopedia of Database Technologies and Applications, 2005
2004
Proceedings of the 2004 ACM Symposium on Applied Computing (SAC), 2004
Automated Product Recommendation by Employing Case-Based Reasoning Agents.
Proceedings of the ICEIS 2004, 2004
Markov Decision Processes Based Optimal Control Policies for Probabilistic Boolean Network.
Proceedings of the 4th IEEE International Symposium on BioInformatics and BioEngineering (BIBE 2004), 2004
2003
Multiple-agents to identify and separate touching digits in unconstrained handwritten Hindi numerals.
J. Exp. Theor. Artif. Intell., 2003
Proceedings of the IEEE International Conference on Systems, 2003
Proceedings of the Computer and Information Sciences, 2003
2002
Expert Syst. J. Knowl. Eng., 2002
Learning Intelligent Behavior in a Non-stationary and Partially Observable Environment.
Artif. Intell. Rev., 2002
Proceedings of the Database and Expert Systems Applications, 13th International Conference, 2002
2001
Semantic information-based alternative plan generation for multiple query optimization.
Inf. Sci., 2001
Reengineering Relational Databases to Object-Oriented: Constructing the Class Hierarchy and Migrating the Data.
Proceedings of the Eighth Working Conference on Reverse Engineering, 2001
Transferring database contents from a conventional information systemto a corresponding existing object oriented information system.
Proceedings of the 2001 ACM Symposium on Applied Computing (SAC), 2001
Real-Time Edge Follow: A New Paradigm to Real-Time Path Search.
Proceedings of the 2nd International Conference on Intelligent Games and Simulation (GAME-ON 2001), November 30, 2001
2000
IEEE Trans. Syst. Man Cybern. Part C, 2000
Employing multi-agents to identify touching of adjacent digits in handwritten Hindi numerals.
Proceedings of the IEEE International Conference on Systems, 2000
Maximizing Reuseability: Seeking Appropriate Positions for Derived Classes Within the Class Hierarchy.
Proceedings of the Applied Computing 2000, 2000
Proceedings of the 12th IEEE International Conference on Tools with Artificial Intelligence (ICTAI 2000), 2000
1999
Inf. Sci., 1999
1998
Proper Handling of Query Results towards Maximizing Reusability in Object_oriented Databases.
Inf. Sci., 1998
1996
Proceedings of the Database and Expert Systems Applications, 7th International Conference, 1996
1994
Proceedings of the Third International Conference on Information and Knowledge Management (CIKM'94), Gaithersburg, Maryland, USA, November 29, 1994
1993
A Negatiation platform for cooperating multi-agents systems (Yardımlaşan akıllı sistemler için bir model)
PhD thesis, 1993
1992
Proceedings of the Artificial Social Systems, 1992