Prof. Dr. FARUK POLAT

ADVANCES IN COMPLEX SYSTEMS , cilt.22, sa.2, 2019 (SCI-Expanded, Scopus)

15. A context aware model for autonomous agent stochastic planning

Ekmekci O., POLAT F.

ROBOTICS AND AUTONOMOUS SYSTEMS , cilt.112, ss.137-153, 2019 (SCI-Expanded, Scopus) Sürdürülebilir Kalkınma

16. Effective induction of gene regulatory networks using a novel recommendation method

INTERNATIONAL JOURNAL OF DATA MINING AND BIOINFORMATICS , cilt.22, sa.2, ss.91-112, 2019 (SCI-Expanded, Scopus) Sürdürülebilir Kalkınma

17. Realizing drug repositioning by adapting a recommendation system to handle the process

OZSOY M. G., Ozyer T., POLAT F., Alhajj R.

BMC BIOINFORMATICS , cilt.19, 2018 (SCI-Expanded, Scopus)

18. Employing decomposable partially observable Markov decision processes to control gene regulatory networks

Erdogdu U., POLAT F., Alhajj R.

ARTIFICIAL INTELLIGENCE IN MEDICINE , cilt.83, ss.14-34, 2017 (SCI-Expanded, Scopus)

19. Batch Mode TD(lambda) for Controlling Partially Observable Gene Regulatory Networks

Sirin U., POLAT F., Alhajj R.

IEEE-ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS , cilt.14, sa.6, ss.1214-1227, 2017 (SCI-Expanded, Scopus)

20. Making recommendations by integrating information from multiple social networks

APPLIED INTELLIGENCE , cilt.45, sa.4, ss.1047-1065, 2016 (SCI-Expanded, Scopus) Sürdürülebilir Kalkınma

21. Effective gene expression data generation framework based on multi-model approach

Sirin U., Erdogdu U., POLAT F., TAN M., Alhajj R.

ARTIFICIAL INTELLIGENCE IN MEDICINE , cilt.70, ss.41-61, 2016 (SCI-Expanded, Scopus)

22. **MOD* Lite: An Incremental Path Planning Algorithm Taking Care of Multiple Objectives**

Oral T., POLAT F.

IEEE TRANSACTIONS ON CYBERNETICS , cilt.46, sa.1, ss.245-257, 2016 (SCI-Expanded, Scopus)

23. Toward Generalization of Automated Temporal Abstraction to Partially Observable Reinforcement Learning

Cilden E., POLAT F.

IEEE TRANSACTIONS ON CYBERNETICS , cilt.45, sa.8, ss.1414-1425, 2015 (SCI-Expanded, Scopus)

24. Employment of an evolutionary heuristic to solve the target allocation problem efficiently

INFORMATION SCIENCES , cilt.222, ss.675-695, 2013 (SCI-Expanded, Scopus)

25. Subtree selection in kernels for graph classification

TAN M., POLAT F., Alhajj R.

INTERNATIONAL JOURNAL OF DATA MINING AND BIOINFORMATICS , cilt.8, sa.3, ss.294-310, 2013 (SCI-Expanded, Scopus)

26. Integrating machine learning techniques into robust data enrichment approach and its application to gene expression data

Erdogdu U., TAN M., Alhajj R., POLAT F., Rokne J., Demetrick D.

INTERNATIONAL JOURNAL OF DATA MINING AND BIOINFORMATICS , cilt.8, sa.3, ss.247-281, 2013 (SCI-Expanded, Scopus)

27. Revealing miRNA Regulation and miRNA Target Prediction Using Constraint-Based Learning

Alshalalfa M., TAN M., Naji G., Alhajj R., POLAT F., Rokne J.

IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART C-APPLICATIONS AND REVIEWS , cilt.42, sa.6, ss.1354-1364, 2012 (SCI-Expanded, Scopus)

28. Formation preserving path finding in 3-D terrains

Bayrak A. G., POLAT F.

APPLIED INTELLIGENCE , cilt.36, sa.2, ss.348-368, 2012 (SCI-Expanded, Scopus)

29. **Limited-Damage A*: A path search algorithm that considers damage as a feasibility criterion**

Bayili S., POLAT F.

KNOWLEDGE-BASED SYSTEMS , cilt.24, sa.4, ss.501-512, 2011 (SCI-Expanded, Scopus)

30. Influence of Prior Knowledge in Constraint-Based Learning of Gene Regulatory Networks

TAN M., Alshalalfa M., Alhajj R., POLAT F.

IEEE-ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS , cilt.8, sa.1, ss.130-142, 2011 (SCI-Expanded, Scopus)

31. Improving reinforcement learning by using sequence trees

Girgin S., POLAT F., Alhajj R.

MACHINE LEARNING , cilt.81, sa.3, ss.283-331, 2010 (SCI-Expanded, Scopus)

32. Multi-agent real-time pursuit

Undeger C., POLAT F.

AUTONOMOUS AGENTS AND MULTI-AGENT SYSTEMS , cilt.21, sa.1, ss.69-107, 2010 (SCI-Expanded, Scopus)

33. Automated Large-Scale Control of Gene Regulatory Networks

Tan M., Alhajj R., POLAT F.

IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS , cilt.40, sa.2, ss.286-297, 2010 (SCI-Expanded, Scopus)

34. Scalable approach for effective control of gene regulatory networks

Tan M., Alhajj R., POLAT F.

ARTIFICIAL INTELLIGENCE IN MEDICINE , cilt.48, sa.1, ss.51-59, 2010 (SCI-Expanded, Scopus)

35. Real-Time Moving Target Evaluation Search

Undeger C., POLAT F.

IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART C-APPLICATIONS AND REVIEWS , cilt.39, sa.3, ss.366-372, 2009 (SCI-Expanded, Scopus)

36. A layered approach to learning coordination knowledge in multiagent environments

Erus G., Polat F.

APPLIED INTELLIGENCE , cilt.27, sa.3, ss.249-267, 2007 (SCI-Expanded, Scopus)

37. RTTES: Real-time search in dynamic environments

Undeger C., Polat F.

APPLIED INTELLIGENCE , cilt.27, sa.2, ss.113-129, 2007 (SCI-Expanded, Scopus)

38. Positive impact of state similarity on reinforcement learning performance

Girgin S., Polat F., Alhaj R.

IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS , cilt.37, sa.5, ss.1256-1270, 2007 (SCI-Expanded, Scopus)

39. Real-time edge follow: A real-time path search approach

Undeger C., Polat F.

IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART C-APPLICATIONS AND REVIEWS , cilt.37, sa.5, ss.860-872, 2007 (SCI-Expanded, Scopus)

40. A powerful approach for effective finding of significantly differentially expressed genes

Abul O., Alhajj R., Polat F.

IEEE-ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS , cilt.3, sa.3, ss.220-231, 2006 (SCI-Expanded, Scopus)

41. Effectiveness of considering state similarity for reinforcement learning

Girgin S., Polat F., Alhajj R.

INTELLIGENT DATA ENGINEERING AND AUTOMATED LEARNING - IDEAL 2006, PROCEEDINGS , cilt.4224, ss.163-171, 2006 (SCI-Expanded, Scopus)

42. Co-operation framework of case-based reasoning agents for automated product recommendation

Baykal M., Alhajj R., Polat F.

JOURNAL OF EXPERIMENTAL & THEORETICAL ARTIFICIAL INTELLIGENCE , cilt.17, sa.3, ss.201-220, 2005 (SCI-Expanded, Scopus)

43. Data management research at the Middle East Technical University

Cicekli N., Cosar A., Dogac A., Polat F., Senkul P., Toroslu I., et al.

SIGMOD RECORD , cilt.34, sa.3, ss.81-84, 2005 (SCI-Expanded, Scopus)

44. Multilevel graph partitioning: an evolutionary approach

Kucupetek S., Polat F., Oguztuzun H.

JOURNAL OF THE OPERATIONAL RESEARCH SOCIETY , cilt.56, sa.5, ss.549-562, 2005 (SCI-Expanded, SSCI, Scopus)

45. Views as first-class citizens in object-oriented databases

Alhajj R., Polat F., Yilmaz C.

VLDB JOURNAL , cilt.14, sa.2, ss.155-169, 2005 (SCI-Expanded, Scopus)

46. Finding differentially expressed genes for pattern generation

Abul O., Alhajj R., Polat F., Barker K.

BIOINFORMATICS , cilt.21, sa.4, ss.445-450, 2005 (SCI-Expanded, Scopus)

47. Multiple-agents to identify and separate touching digits in unconstrained handwritten Hindi numerals

JOURNAL OF EXPERIMENTAL & THEORETICAL ARTIFICIAL INTELLIGENCE , cilt.15, sa.4, ss.461-471, 2003 (SCI-Expanded, Scopus)

48. Implementing agent communication for a multi-agent simulation infrastructure on HLA

Gokturk E., Polat F.

COMPUTER AND INFORMATION SCIENCES - ISCIS 2003 , cilt.2869, ss.619-626, 2003 (SCI-Expanded, Scopus)

49. Rule-based schema evolution in object-oriented databases

KNOWLEDGE-BASED SYSTEMS , cilt.16, sa.1, ss.47-57, 2003 (SCI-Expanded, Scopus)

50. Learning intelligent behavior in a non-stationary and partially observable environment

Senkul S., Polat F.

ARTIFICIAL INTELLIGENCE REVIEW , cilt.18, sa.2, ss.97-115, 2002 (SCI-Expanded, Scopus)

51. Coordination of intelligent agents in real-time search

Cakir A., Polat F.

EXPERT SYSTEMS , cilt.19, sa.2, ss.80-87, 2002 (SCI-Expanded, Scopus)

52. Learning sequences of compatible actions among agents

Polat F., Abul O.

ARTIFICIAL INTELLIGENCE REVIEW , cilt.17, sa.1, ss.21-37, 2002 (SCI-Expanded, Scopus)

53. Semantic information-based alternative plan generation for multiple query optimization

Polat F., Cosar A., Alhajj R.

INFORMATION SCIENCES , cilt.137, sa.1-4, ss.103-133, 2001 (SCI-Expanded, Scopus)

54. Multiagent reinforcement learning using function approximation

Abul O., Polat F., Alhajj R.

IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART C-APPLICATIONS AND REVIEWS , cilt.30, sa.4, ss.485-497, 2000 (SCI-Expanded, Scopus)

55. Using object-oriented materialized views to answer selection-based complex queries

INFORMATION SCIENCES , cilt.118, ss.75-99, 1999 (SCI-Expanded, Scopus)

56. A multi-agent tuple-space based problem solving framework

Polat F., Alhajj R.

JOURNAL OF SYSTEMS AND SOFTWARE , cilt.47, sa.1, ss.11-17, 1999 (SCI-Expanded, Scopus) Sürdürülebilir Kalkınma

57. Incremental view maintenance in object-oriented databases

DATA BASE FOR ADVANCES IN INFORMATION SYSTEMS , cilt.29, sa.3, ss.52-64, 1998 (SCI-Expanded, Scopus)

58. Proper handling of query results towards maximizing reusability in object-oriented databases

INFORMATION SCIENCES , cilt.107, ss.247-272, 1998 (SCI-Expanded, Scopus)

59. View maintenance in object-oriented databases

DATABASE AND EXPERT SYSTEMS APPLICATIONS , cilt.1134, ss.153-162, 1996 (SCI-Expanded, Scopus)

Hakemli Bilimsel Toplantılarda Yayımlanmış Bildiriler 45

1. Evaluation of Task Assignment Strategies for Capacitated Multi-Agent Pickup and Delivery in Automated Sortation Systems

Çilden E., POLAT F.

18th International Conference on Agents and Artificial Intelligence, ICAART 2026, Marbella, İspanya, 5 - 08 Mart 2026, cilt.2, ss.1009-1016, (Tam Metin Bildiri)

2. Multiagent Pickup and Delivery for Capacitated Agents

Çilden E., POLAT F.

20th International Conference on Practical Applications of Agents and Multi-Agent Systems , PAAMS 2022, L'Aquila, İtalya, 13 - 15 Temmuz 2022, cilt.13616 LNAI, ss.76-87, (Tam Metin Bildiri)

3. LIMP: Incremental Multi-agent Path Planning with LPA*

Yorganci M. A., SEMİZ F., POLAT F.

14th International Conference on Agents and Artificial Intelligence (ICAART), ELECTR NETWORK, 3 - 05 Şubat 2022, ss.208-215, (Tam Metin Bildiri)

4. Compact Frequency Memory for Reinforcement Learning with Hidden States.

Polat F., Aydin H., Cilden E.

PRIMA 2019: Principles and Practice of Multi-Agent Systems - 22nd International Conference, Taranto, İtalya, 28 - 31 Ekim 2019, ss.425-433, (Tam Metin Bildiri)

5. Reducing Features to Improve Link Prediction Performance in Location Based Social Networks, Non-Monotonically Selected Subset from Feature Clusters

IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM), Vancouver, Kanada, 27 - 30 Ağustos 2019, ss.809-815, (Tam Metin Bildiri)

6. Landmark Based Reward Shaping in Reinforcement Learning with Hidden States

18th International Conference on Autonomous Agents and MultiAgent Systems (AAMAS), Montreal, Kanada, 13 - 17 Mayıs 2019, ss.1922-1924, (Tam Metin Bildiri)

7. Mining Individual Features to Enhance Link Prediction Efficiency in Location Based Social Networks

Bayrak A. E., Polat F.

IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM), Barcelona, İspanya, 28 - 31 Ağustos 2018, ss.920-925, (Tam Metin Bildiri)

8. A Concept Filtering Approach for Diverse Density to Discover Subgoals in Reinforcement Learning

IEEE 29th International Conference on Tools with Artificial Intelligence (ICTAI), Massachusetts, Amerika Birleşik Devletleri, 6 - 08 Kasım 2017, ss.1-5, (Tam Metin Bildiri)

9. Using Transitional Bottlenecks to Improve Learning in Nearest Sequence Memory Algorithm

AYDIN H., Cilden E., POLAT F.

IEEE 29th International Conference on Tools with Artificial Intelligence (ICTAI), Massachusetts, Amerika Birleşik Devletleri, 6 - 08 Kasım 2017, ss.147-152, (Tam Metin Bildiri)

10. Autonomous Intelligent Agents and Multi-Agent Systems

POLAT F.

International Symposium on Engineering, Artificial Intelligence and Applications (ISEAIA 2017), 1 - 03 Kasım 2017, (Özet Bildiri)

11. An Evolutionary Approach for Detecting Communities in Social Networks

POLAT F., Ozturk K., Ozyer T.

Proceedings of the 2017 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining 2017 - ASONAM ’xx17, Sydney, Australia, 31 Temmuz - 03 Ağustos 2017, (Tam Metin Bildiri)

12. Local Roots A Tree Based Subgoal Discovery Method to Accelerate Reinforcement Learning

Demir A., POLAT F., Cilden E.

Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2016, 19 - 23 Eylül 2016, (Tam Metin Bildiri)

13. A History Tree Heuristic to Generate Better Initiation Sets for Options in Reinforcement Learning

22nd European Conference on Artificial Intelligence (ECAI), Hague, Hollanda, 29 Ağustos - 02 Eylül 2016, cilt.285, ss.1644-1645, (Tam Metin Bildiri)

14. Time Preference aware Dynamic Recommendation Enhanced with Location, Social Network and Temporal Information

8th IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM), San-Francisco, Kostarika, 18 - 21 Ağustos 2016, ss.909-916, (Tam Metin Bildiri)

15. Examining Place Categories for Link Prediction in Location Based Social Networks

8th IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM), San-Francisco, Kostarika, 18 - 21 Ağustos 2016, ss.976-979, (Tam Metin Bildiri) Sürdürülebilir Kalkınma

16. Inference of Gene Regulatory Networks Via Multiple Data Sources and a Recommendation Method

IEEE International Conference on Bioinformatics and Biomedicine, Washington, Kiribati, 9 - 12 Kasım 2015, ss.661-664, (Tam Metin Bildiri)

17. Modeling Individuals and Making Recommendations Using Multiple Social Networks

IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM), Paris, Fransa, 25 - 28 Ağustos 2015, ss.1184-1191, (Tam Metin Bildiri)

18. Memory Efficient Factored Abstraction for Reinforcement Learning

Sahin C., Cilden E., POLAT F.

IEEE 2nd International Conference on Cybernetics (CYBCONF), Gdynia, Polonya, 24 - 26 Haziran 2015, ss.18-23, (Tam Metin Bildiri)

19. Multi-Objective Optimization Based Location and Social Network Aware Recommendation

10th IEEE International Conference on Collaborative Computing Networking Applications and Worksharing, Florida, Amerika Birleşik Devletleri, 22 - 25 Ekim 2014, ss.233-242, (Tam Metin Bildiri)

20. Contextual Feature Analysis to Improve Link Prediction for Location Based Social Networks