Faruk Polat

Orcid: 0000-0003-0509-9153

Affiliations:
  • 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 117 papers between 1992 and 2023.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

Legend:

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Bibliography

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

Multiagent Pickup and Delivery for Capacitated Agents.
Proceedings of the Advances in Practical Applications of Agents, Multi-Agent Systems, and Complex Systems Simulation. The PAAMS Collection, 2022

LIMP: Incremental Multi-agent Path Planning with LPA.
Proceedings of the 14th International Conference on Agents and Artificial Intelligence, 2022

2021
Incremental multi-agent path finding.
Future Gener. Comput. Syst., 2021

2020
Solving the area coverage problem with UAVs: A vehicle routing with time windows variation.
Robotics Auton. Syst., 2020

2019
A context aware model for autonomous agent stochastic planning.
Robotics Auton. Syst., 2019

Automatic landmark discovery for learning agents under partial observability.
Knowl. Eng. Rev., 2019

Effective feature reduction for link prediction in location-based social networks.
J. Inf. Sci., 2019

Effective induction of gene regulatory networks using a novel recommendation method.
Int. J. Data Min. Bioinform., 2019

Generating Effective Initiation Sets for Subgoal-Driven options.
Adv. Complex Syst., 2019

Compact Frequency Memory for Reinforcement Learning with Hidden States.
Proceedings of the PRIMA 2019: Principles and Practice of Multi-Agent Systems, 2019

Landmark Based Reward Shaping in Reinforcement Learning with Hidden States.
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
Batch Mode TD(λ) for Controlling Partially Observable Gene Regulatory Networks.
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

An Evolutionary Approach for Detecting Communities in Social Networks.
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

Effective gene expression data generation framework based on multi-model approach.
Artif. Intell. Medicine, 2016

Making recommendations by integrating information from multiple social networks.
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

Examining place categories for link prediction in Location Based Social Networks.
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

Memory efficient factored abstraction for reinforcement learning.
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

Modeling Individuals and Making Recommendations Using Multiple Social Networks.
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

Multi-objective optimization based location and social network aware recommendation.
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

Subtree selection in kernels for graph classification.
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

Trust based recommendation systems.
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

TempoXML: Nested bitemporal relationship modeling and conversion tool for fuzzy XML.
Inf. Sci., 2012

Formation preserving path finding in 3-D terrains.
Appl. Intell., 2012

Partially Observable Gene Regulatory Network Control without a Boundary on Horizon.
Proceedings of the IEEE 24th International Conference on Tools with Artificial Intelligence, 2012

Effective Enrichment of Gene Expression Data Sets.
Proceedings of the 11th International Conference on Machine Learning and Applications, 2012

A Multi-objective Incremental Path Planning Algorithm for Mobile Agents.
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

The Benefit of Decomposing POMDP for Control of Gene Regulatory Networks.
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
Automated Large-Scale Control of Gene Regulatory Networks.
IEEE Trans. Syst. Man Cybern. Part B, 2010

Improving reinforcement learning by using sequence trees.
Mach. Learn., 2010

Scalable approach for effective control of gene regulatory networks.
Artif. Intell. Medicine, 2010

Multi-agent real-time pursuit.
Auton. Agents Multi Agent Syst., 2010

The power of genetic algorithm in automated assessment of school readiness.
Proceedings of the IEEE International Conference on Information Reuse and Integration, 2010

Feature selection for graph kernels.
Proceedings of the 2010 IEEE International Conference on Bioinformatics and Biomedicine, 2010

2009
Real-Time Moving Target Evaluation Search.
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
Real-Time Edge Follow: A Real-Time Path Search Approach.
IEEE Trans. Syst. Man Cybern. Part C, 2007

Positive Impact of State Similarity on Reinforcement Learning Performance.
IEEE Trans. Syst. Man Cybern. Part B, 2007

RTTES: Real-time search in dynamic environments.
Appl. Intell., 2007

A layered approach to learning coordination knowledge in multiagent environments.
Appl. Intell., 2007

Real-Time Moving Target Search.
Proceedings of the Agent Computing and Multi-Agent Systems, 2007

State Similarity Based Approach for Improving Performance in RL.
Proceedings of the IJCAI 2007, 2007

Feature Reduction for Gene Regulatory Network Control.
Proceedings of the 7th IEEE International Conference on Bioinformatics and Bioengineering, 2007

Moving target search in grid worlds.
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

Effectiveness of Considering State Similarity for Reinforcement Learning.
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

Optimal Multi-Objective Control Method for Discrete Genetic Regulatory Networks.
Proceedings of the Sixth IEEE International Symposium on BioInformatics and BioEngineering (BIBE 2006), 2006

Real time target evaluation search.
Proceedings of the 5th International Joint Conference on Autonomous Agents and Multiagent Systems (AAMAS 2006), 2006

Dynamic cooperation using resource based planning.
Proceedings of the 5th International Joint Conference on Autonomous Agents and Multiagent Systems (AAMAS 2006), 2006

2005
Views as first-class citizens in object-oriented databases.
VLDB J., 2005

Data management research at the Middle East Technical University.
SIGMOD Rec., 2005

Multilevel graph partitioning: an evolutionary approach.
J. Oper. Res. Soc., 2005

Co-operation framework of case-based reasoning agents for automated product recommendation.
J. Exp. Theor. Artif. Intell., 2005

Finding differentially expressed genes for pattern generation.
Bioinform., 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

Proper Placement of Derived Classes in the Class Hierarchy.
Proceedings of the Encyclopedia of Database Technologies and Applications, 2005

Converting a Legacy Database to Object-Oriented Database.
Proceedings of the Encyclopedia of Database Technologies and Applications, 2005

2004
Finding differentially expressed genes: pattern generation using Q-values.
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
Rule-based schema evolution in object-oriented databases.
Knowl. Based Syst., 2003

Multiple-agents to identify and separate touching digits in unconstrained handwritten Hindi numerals.
J. Exp. Theor. Artif. Intell., 2003

Cluster validity analysis using subsampling.
Proceedings of the IEEE International Conference on Systems, 2003

Implementing Agent Communication for a Multi-agent Simulation Infrastructure on HLA.
Proceedings of the Computer and Information Sciences, 2003

2002
Coordination of intelligent agents in real-time search.
Expert Syst. J. Knowl. Eng., 2002

Learning Intelligent Behavior in a Non-stationary and Partially Observable Environment.
Artif. Intell. Rev., 2002

Learning Sequences of Compatible Actions Among Agents.
Artif. Intell. Rev., 2002

Efficient Automated Mining of Fuzzy Association Rules.
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
Multiagent reinforcement learning using function approximation.
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

Function approximation based multi-agent reinforcement learning.
Proceedings of the 12th IEEE International Conference on Tools with Artificial Intelligence (ICTAI 2000), 2000

1999
A multi-agent tuple-space based problem solving framework.
J. Syst. Softw., 1999

Using Object-Oriented Materialized Views to Answer Selection-Based Complex Queries.
Inf. Sci., 1999

1998
Proper Handling of Query Results towards Maximizing Reusability in Object_oriented Databases.
Inf. Sci., 1998

Incrementalk View Maintenance in Object-Oriented Databases.
Data Base, 1998

1996
View Maintenance in Object-Oriented Databases.
Proceedings of the Database and Expert Systems Applications, 7th International Conference, 1996

1994
Closure Maintenance in An Object-Oriented Query Model.
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

UVT: A Unification-Based Tool for Knowledge Base Verification.
IEEE Expert, 1993

1992
A Conflict Resolution-Based Decentralized Multi-Agent Problem Solving Model.
Proceedings of the Artificial Social Systems, 1992


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