Faruk Polat

ORCID

Publication Activity (10 Years)

Years Active: 1991-2024
Publications (10 Years): 40

Top Venues

ASONAM

Future Gener. Comput. Syst.

Adv. Eng. Informatics

ICTAI

Publications

Melis Ilayda Bal, Hüseyin Aydin, Cem Iyigün, Faruk Polat
Potential-based reward shaping using state-space segmentation for efficiency in reinforcement learning. Future Gener. Comput. Syst. 157 (2024)
Emre Ergüven, Faruk Polat
Relative distances approach for multi-traveling salesmen problem. Knowl. Based Syst. 300 (2024)
Saim Sunel, Erkin Çilden, Faruk Polat
Faster MIL-based Subgoal Identification for Reinforcement Learning by Tuning Fewer Hyperparameters. ACM Trans. Auton. Adapt. Syst. 19 (2) (2024)
Fatih Semiz, Mücahit Alkan Yorganci, Faruk Polat
Corrigendum to "Solving an industry-inspired generalization of lifelong MAPF problem including multiple delivery locations" [Adv. Eng. Inf. 57 (2023) 102026]. Adv. Eng. Informatics 58 (2023)
Alper Demir, Erkin Çilden, Faruk Polat
Correction: Landmark based guidance for reinforcement learning agents under partial observability. Int. J. Mach. Learn. Cybern. 14 (4) (2023)
Fatih Semiz, Mücahit Alkan Yorganci, Faruk Polat
Solving an industry-inspired generalization of lifelong MAPF problem including multiple delivery locations. Adv. Eng. Informatics 57 (2023)
Alper Demir, Erkin Çilden, Faruk Polat
Landmark based guidance for reinforcement learning agents under partial observability. Int. J. Mach. Learn. Cybern. 14 (4) (2023)
Hüseyin Aydin, Erkin Çilden, Faruk Polat
Using chains of bottleneck transitions to decompose and solve reinforcement learning tasks with hidden states. Future Gener. Comput. Syst. 133 (2022)
Mücahit Alkan Yorganci, Fatih Semiz, Faruk Polat
LIMP: Incremental Multi-agent Path Planning with LPA. ICAART (1) (2022)
Evren Çilden, Faruk Polat
Multiagent Pickup and Delivery for Capacitated Agents. PAAMS (2022)
Fatih Semiz, Faruk Polat
Incremental multi-agent path finding. Future Gener. Comput. Syst. 116 (2021)
Fatih Semiz, Faruk Polat
Solving the area coverage problem with UAVs: A vehicle routing with time windows variation. Robotics Auton. Syst. 126 (2020)
Fatih Semiz, Faruk Polat
Solving Area Coverage Problem with UAVs: A Vehicle Routing with Time Windows Variation. CoRR (2020)
Hüseyin Aydin, Erkin Çilden, Faruk Polat
Compact Frequency Memory for Reinforcement Learning with Hidden States. PRIMA (2019)
Makbule Gulcin Ozsoy, Faruk Polat, Reda Alhajj
Effective induction of gene regulatory networks using a novel recommendation method. Int. J. Data Min. Bioinform. 22 (2) (2019)
Omer Ekmekci, Faruk Polat
A context aware model for autonomous agent stochastic planning. Robotics Auton. Syst. 112 (2019)
Alper Demir, Erkin Çilden, Faruk Polat
Generating Effective Initiation Sets for Subgoal-Driven options. Adv. Complex Syst. 22 (2) (2019)
Ahmet Engin Bayrak, Faruk Polat
Reducing features to improve link prediction performance in location based social networks, non-monotonically selected subset from feature clusters. ASONAM (2019)
Ahmet Engin Bayrak, Faruk Polat
Effective feature reduction for link prediction in location-based social networks. J. Inf. Sci. 45 (5) (2019)
Alper Demir, Erkin Çilden, Faruk Polat
Landmark Based Reward Shaping in Reinforcement Learning with Hidden States. AAMAS (2019)
Alper Demir, Erkin Çilden, Faruk Polat
Automatic landmark discovery for learning agents under partial observability. Knowl. Eng. Rev. 34 (2019)
Makbule Gulcin Ozsoy, Tansel Özyer, Faruk Polat, Reda Alhajj
Realizing drug repositioning by adapting a recommendation system to handle the process. BMC Bioinform. 19 (1) (2018)
Ahmet Engin Bayrak, Faruk Polat
Mining Individual Features to Enhance Link Prediction Efficiency in Location Based Social Networks. ASONAM (2018)
Makbule Gulcin Ozsoy, Tansel Özyer, Faruk Polat, Reda Alhajj
Correction to: Realizing drug repositioning by adapting a recommendation system to handle the process. BMC Bioinform. 19 (1) (2018)
Alper Demir, Erkin Çilden, Faruk Polat
A Concept Filtering Approach for Diverse Density to Discover Subgoals in Reinforcement Learning. ICTAI (2017)
Utku Sirin, Faruk Polat, Reda Alhajj
Batch Mode TD(λ) for Controlling Partially Observable Gene Regulatory Networks. IEEE ACM Trans. Comput. Biol. Bioinform. 14 (6) (2017)
Hüseyin Aydin, Erkin Çilden, Faruk Polat
Using Transitional Bottlenecks to Improve Learning in Nearest Sequence Memory Algorithm. ICTAI (2017)
Koray Ozturk, Faruk Polat, Tansel Özyer
An Evolutionary Approach for Detecting Communities in Social Networks. ASONAM (2017)
Utku Erdogdu, Faruk Polat, Reda Alhajj
Employing decomposable partially observable Markov decision processes to control gene regulatory networks. Artif. Intell. Medicine 83 (2017)
Makbule Gulcin Ozsoy, Faruk Polat, Reda Alhajj
Time preference aware dynamic recommendation enhanced with location, social network and temporal information. ASONAM (2016)
Utku Sirin, Utku Erdogdu, Faruk Polat, Mehmet Tan, Reda Alhajj
Effective gene expression data generation framework based on multi-model approach. Artif. Intell. Medicine 70 (2016)
Alper Demir, Erkin Çilden, Faruk Polat
A History Tree Heuristic to Generate Better Initiation Sets for Options in Reinforcement Learning. ECAI (2016)
Makbule Gulcin Ozsoy, Faruk Polat, Reda Alhajj
Making recommendations by integrating information from multiple social networks. Appl. Intell. 45 (4) (2016)
Ahmet Engin Bayrak, Faruk Polat
Examining place categories for link prediction in Location Based Social Networks. ASONAM (2016)
Tugcem Oral, Faruk Polat
MOD* Lite: An Incremental Path Planning Algorithm Taking Care of Multiple Objectives. IEEE Trans. Cybern. 46 (1) (2016)
Alper Demir, Erkin Çilden, Faruk Polat
Local Roots: A Tree-Based Subgoal Discovery Method to Accelerate Reinforcement Learning. ECML/PKDD (2) (2016)
Makbule Gulcin Ozsoy, Faruk Polat, Reda Alhajj
Inference of gene regulatory networks via multiple data sources and a recommendation method. BIBM (2015)
Erkin Çilden, Faruk Polat
Toward Generalization of Automated Temporal Abstraction to Partially Observable Reinforcement Learning. IEEE Trans. Cybern. 45 (8) (2015)
Makbule Gulcin Ozsoy, Faruk Polat, Reda Alhajj
Modeling Individuals and Making Recommendations Using Multiple Social Networks. ASONAM (2015)
Coskun Sahin, Erkin Çilden, Faruk Polat
Memory efficient factored abstraction for reinforcement learning. CYBCONF (2015)
Ahmet Engin Bayrak, Faruk Polat
Contextual Feature Analysis to Improve Link Prediction for Location Based Social Networks. SNAKDD (2014)
Makbule Gulcin Ozsoy, Faruk Polat, Reda Alhajj
Multi-objective optimization based location and social network aware recommendation. CollaborateCom (2014)
Erkin Çilden, Faruk Polat
Employing Automatic Temporal Abstractions to Accelerate Utile Suffix Memory Algorithm. MATES (2014)
Makbule Gulcin Ozsoy, Faruk Polat
Trust based recommendation systems. ASONAM (2013)
Ahmet Engin Bayrak, Faruk Polat
Employment of an evolutionary heuristic to solve the target allocation problem efficiently. Inf. Sci. 222 (2013)
Erkin Çilden, Faruk Polat
Generating Memoryless Policies Faster Using Automatic Temporal Abstractions for Reinforcement Learning with Hidden State. ICTAI (2013)
Utku Erdogdu, Mehmet Tan, Reda Alhajj, Faruk Polat, Jon G. Rokne, Douglas J. Demetrick
Integrating machine learning techniques into robust data enrichment approach and its application to gene expression data. Int. J. Data Min. Bioinform. 8 (3) (2013)
Mehmet Tan, Faruk Polat, Reda Alhajj
Subtree selection in kernels for graph classification. Int. J. Data Min. Bioinform. 8 (3) (2013)
Utku Sirin, Faruk Polat, Reda Alhajj
Employing Batch Reinforcement Learning to Control Gene Regulation Without Explicitly Constructing Gene Regulatory Networks. IJCAI (2013)
Erkin Çilden, Faruk Polat
Abstraction in Model Based Partially Observable Reinforcement Learning Using Extended Sequence Trees. IAT (2012)
Tugcem Oral, Faruk Polat
A Multi-objective Incremental Path Planning Algorithm for Mobile Agents. IAT (2012)
Ali Galip Bayrak, Faruk Polat
Formation preserving path finding in 3-D terrains. Appl. Intell. 36 (2) (2012)
Utku Erdogdu, Faruk Polat, Reda Alhajj
Partially Observable Gene Regulatory Network Control without a Boundary on Horizon. ICTAI (2012)
Mohammed Al-Shalalfa, Mehmet Tan, Ghada Naji, Reda Alhajj, Faruk Polat, Jon G. Rokne
Revealing miRNA Regulation and miRNA Target Prediction Using Constraint-Based Learning. IEEE Trans. Syst. Man Cybern. Part C 42 (6) (2012)
Utku Sirin, Utku Erdogdu, Mehmet Tan, Faruk Polat, Reda Alhajj
Effective Enrichment of Gene Expression Data Sets. ICMLA (1) (2012)
Ömer Özgün Isikman, Tansel Özyer, Omar Zarour, Reda Alhajj, Faruk Polat
TempoXML: Nested bitemporal relationship modeling and conversion tool for fuzzy XML. Inf. Sci. 193 (2012)
Utku Erdogdu, Mehmet Tan, Reda Alhajj, Faruk Polat, Douglas J. Demetrick, Jon G. Rokne
Employing Machine Learning Techniques for Data Enrichment: Increasing the Number of Samples for Effective Gene Expression Data Analysis. BIBM (2011)
Utku Erdogdu, Reda Alhajj, Faruk Polat
The Benefit of Decomposing POMDP for Control of Gene Regulatory Networks. IAT (2011)
Mehmet Tan, Mohammed Al-Shalalfa, Reda Alhajj, Faruk Polat
Influence of Prior Knowledge in Constraint-Based Learning of Gene Regulatory Networks. IEEE ACM Trans. Comput. Biol. Bioinform. 8 (1) (2011)
Serhat Bayili, Faruk Polat
Limited-Damage A*: A path search algorithm that considers damage as a feasibility criterion. Knowl. Based Syst. 24 (4) (2011)
Mehmet Tan, Reda Alhajj, Faruk Polat
Automated Large-Scale Control of Gene Regulatory Networks. IEEE Trans. Syst. Man Cybern. Part B 40 (2) (2010)
Mehmet Tan, Reda Alhajj, Faruk Polat
Scalable approach for effective control of gene regulatory networks. Artif. Intell. Medicine 48 (1) (2010)
Cagatay Undeger, Faruk Polat
Multi-agent real-time pursuit. Auton. Agents Multi Agent Syst. 21 (1) (2010)
Sertan Girgin, Faruk Polat, Reda Alhajj
Improving reinforcement learning by using sequence trees. Mach. Learn. 81 (3) (2010)
Mehmet Tan, Faruk Polat, Reda Alhajj
Feature selection for graph kernels. BIBM (2010)
Iyad Suleiman, Tamer Salman, Shang Gao, Faruk Polat, Maha Arslan, Reda Alhajj, Mick J. Ridley
The power of genetic algorithm in automated assessment of school readiness. IRI (2010)
Mehmet Tan, Faruk Polat, Reda Alhajj
Derivation of Transcriptional Regulatory Relationships by Partial Least Squares Regression. BIBM (2009)
Cagatay Undeger, Faruk Polat
Real-Time Moving Target Evaluation Search. IEEE Trans. Syst. Man Cybern. Part C 39 (3) (2009)
Mehmet Tan, Reda Alhajj, Faruk Polat
Large-scale approximate intervention strategies for Probabilistic Boolean Networks as models of gene regulation. BIBE (2008)
Mehmet Tan, Mohammed Al-Shalalfa, Reda Alhajj, Faruk Polat
Combining multiple types of biological data in constraint-based learning of gene regulatory networks. CIBCB (2008)
Güray Erus, Faruk Polat
A layered approach to learning coordination knowledge in multiagent environments. Appl. Intell. 27 (3) (2007)
Cagatay Undeger, Faruk Polat
Real-Time Moving Target Search. PRIMA (2007)
Cagatay Undeger, Faruk Polat
RTTES: Real-time search in dynamic environments. Appl. Intell. 27 (2) (2007)
Sertan Girgin, Faruk Polat, Reda Alhajj
State Similarity Based Approach for Improving Performance in RL. IJCAI (2007)
Cagatay Undeger, Faruk Polat
Real-Time Edge Follow: A Real-Time Path Search Approach. IEEE Trans. Syst. Man Cybern. Part C 37 (5) (2007)
Cagatay Undeger, Faruk Polat
Moving target search in grid worlds. AAMAS (2007)
Mehmet Tan, Faruk Polat, Reda Alhajj
Feature Reduction for Gene Regulatory Network Control. BIBE (2007)
Sertan Girgin, Faruk Polat, Reda Alhajj
Positive Impact of State Similarity on Reinforcement Learning Performance. IEEE Trans. Syst. Man Cybern. Part B 37 (5) (2007)
Osman Abul, Reda Alhajj, Faruk Polat
A Powerful Approach for Effective Finding of Significantly Differentially Expressed Genes. IEEE ACM Trans. Comput. Biol. Bioinform. 3 (3) (2006)
Cagatay Undeger, Faruk Polat
Real time target evaluation search. AAMAS (2006)
Sertan Girgin, Faruk Polat, Reda Alhajj
Effectiveness of Considering State Similarity for Reinforcement Learning. IDEAL (2006)
Sertan Girgin, Faruk Polat, Reda Alhajj
Learning by Automatic Option Discovery from Conditionally Terminating Sequences. ECAI (2006)
Osman Abul, Reda Alhajj, Faruk Polat
Asymptotical Lower Limits on Required Number of Examples for Learning Boolean Networks. ISCIS (2006)
Utku Erdogdu, Faruk Polat
Dynamic cooperation using resource based planning. AAMAS (2006)
Osman Abul, Reda Alhajj, Faruk Polat
Optimal Multi-Objective Control Method for Discrete Genetic Regulatory Networks. BIBE (2006)
M. Özgür Baykal, Reda Alhajj, Faruk Polat
Co-operation framework of case-based reasoning agents for automated product recommendation. J. Exp. Theor. Artif. Intell. 17 (3) (2005)
Osman Abul, Reda Alhajj, Faruk Polat, Ken Barker
Finding differentially expressed genes for pattern generation. Bioinform. 21 (4) (2005)
S. Küçükpetek, Faruk Polat, Halit Oguztüzün
Multilevel graph partitioning: an evolutionary approach. J. Oper. Res. Soc. 56 (5) (2005)
Reda Alhajj, Faruk Polat, Cem Yílmaz
Views as first-class citizens in object-oriented databases. VLDB J. 14 (2) (2005)
Nihan Kesim Cicekli, Ahmet Cosar, Asuman Dogac, Faruk Polat, Pinar Senkul, Ismail Hakki Toroslu, Adnan Yazici
Data management research at the Middle East Technical University. SIGMOD Rec. 34 (3) (2005)
Sertan Girgin, Faruk Polat
Option Discovery in Reinforcement Learning using Frequent Common Subsequences of Actions. CIMCA/IAWTIC (2005)
Osman Abul, Reda Alhajj, Faruk Polat
Markov Decision Processes Based Optimal Control Policies for Probabilistic Boolean Network. BIBE (2004)
M. Özgür Baykal, Reda Alhajj, Faruk Polat
Automated Product Recommendation by Employing Case-Based Reasoning Agents. ICEIS (2) (2004)
Osman Abul, Reda Alhajj, Faruk Polat, Ken Barker
Finding differentially expressed genes: pattern generation using Q-values. SAC (2004)
Reda Alhajj, Faruk Polat
Rule-based schema evolution in object-oriented databases. Knowl. Based Syst. 16 (1) (2003)
Osman Abul, Anthony Chiu Wa Lo, Reda Alhajj, Faruk Polat, Ken Barker
Cluster validity analysis using subsampling. SMC (2003)
Reda Alhajj, Faruk Polat
Multiple-agents to identify and separate touching digits in unconstrained handwritten Hindi numerals. J. Exp. Theor. Artif. Intell. 15 (4) (2003)
Erek Göktürk, Faruk Polat
Implementing Agent Communication for a Multi-agent Simulation Infrastructure on HLA. ISCIS (2003)
Mehmet Kaya, Reda Alhajj, Faruk Polat, Ahmet Arslan
Efficient Automated Mining of Fuzzy Association Rules. DEXA (2002)
Selguk Senkul, Faruk Polat
Learning Intelligent Behavior in a Non-stationary and Partially Observable Environment. Artif. Intell. Rev. 18 (2) (2002)

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Publication Activity (10 Years)

Top Topics

Top Venues

Faruk Polat