Aynur Dayanık
Department of Computer Engineering
Bilkent
University
Contact Information:
Mail
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Bilkent University, Department
of Computer Engineering
06800 Bilkent, Ankara, TURKEY
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Office
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Engineering
Building, EA-426
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Phone
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+90 312 290 3441
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Fax
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+90 312 266 4047
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E-mail
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Education:
Ph.D., Rutgers University, New
Jersey, USA.
M.S. & B.S., Bilkent
University, Turkey.
Teaching:
Research Interests:
- Text mining,
information retrieval, machine learning, data mining.
Publications:
- A. Dayanik.
Learning feature-projection based classifiers. Expert Systems with Applications,
Vol. 39, pp. 4532-4544, 2012
- A. Dayanik.
Feature interval learning algorithms for classification. Knowledge-Based
Systems,
Vol. 23, No. 5, pp. 402-417, 2010
- A. Dayanik, D. Lewis, D. Madigan, V. Menkov, and A. Genkin.
Constructing informative prior distributions from domain knowledge in text
classification. In Proceedings
of the 31st International ACM SIGIR conference on Research and Development
in Information Retrieval,
Seattle, WA, 2006
- A. Dayanik, A. Genkin, P. Kantor,
D. Lewis, and D. Madigan. DIMACS at the TREC 2005 genomics track. In Proceedings
of the 14th Text Retrieval Conference, Gaithersburg, MD,
2005
- A. Anghelescu, A. Dayanik, D. Fradkin, A. Genkin, P.
Kantor, D. Lewis, D. Madigan, I. Muchnik, and F.
Roberts. Simulated entity resolution by diverse means: DIMACS work on the
KDD challenge of 2005. DIMACS
Technical Report 2005-42
- A. Dayanik, D. Fradkin, A. Genkin, P. Kantor, D. Lewis, D. Madigan, and V. Menkov. DIMACS at the TREC 2004 genomics track. In Proceedings
of the 13th Text Retrieval Conference, TREC-13, Gaithersburg, MD,
2004
- A. Dayanik and C. Nevill-Manning.
Clustering in relational biological data. In Proceedings of the ICML-2004 Workshop on Statistical Relational
Learning and its Connections to Other Fields, pages 42-48, Banff, Canada,
2004
- A. Dayanik, C. Nevill--Manning,
and R. Oughtred. Partitioning a graph of
sequences, structures and abstracts for information retrieval. In
Proceedings of the 12th Text Retrieval Conference, TREC-12, Gaithersburg, MD,
2003
- S. Macskassy, H. Hirsh, A. Banarjee,
and A. Dayanik. Converting numerical
classification into text classification. Artificial Intelligence,
143(1):51–77, 2003
- C.A. Kulikowski,
I. Muchnik,
H.J. Yun, A. Dayanik,
D. Zheng, Y. Song, and G.T. Montelione.
Protein structural domain parsing by consensus reasoning over multiple
knowledge sources and methods. In MedInfo 2001 -
10th World Congress on Health and Medical Informatics, pages 965-969,
2001
- S. Macskassy, H. Hirsh, A. Banarjee,
and A. Dayanik. Using text classifiers for
numerical classification. In Proceedings of the Seventeenth
International Joint Conference on Artificial Intelligence (IJCAI 2001),
Seattle, WA, August 2001
- S. Macskassy, A. Dayanik, and
H. Hirsh. Information valets for intelligent information access. In the AAAI Spring Symposia Series on
Adaptive User Interfaces (AUI 2000), 2000
- S. Macskassy, A. Dayanik, and H.
Hirsh. EmailValet: Learning user preferences for
wireless email. In Proceedings of IJCAI Workshops: Learning About Users and
Machine Learning for Information Filtering, 1999
- S. Macskassy, H. Hirsh, and A. Dayanik.
EmailValet: Learning email preferences for
wireless platforms. In Proceedings of Machine Learning for User
Modeling Workshop, 7th International Conference on User
Modeling, 1999
- H. Guvenir and A. Akkus.
Weighted k nearest neighbor classification on
feature projections. In Proceedings of the Twelfth International
Symposium on Computer and Information Sciences (ISCIS XII) S. Kuru, M.U. Caglayan and H.L.
Akin (Eds.), Antalya, Turkey, 44-51, 1997
- A. Akkus and H. Guvenir. K nearest neighbor classification on
feature projections. In Proceedings of ICML'96, Lorenza Saitta (Ed.), Morgan
Kaufmann, Bari, Italy, 12-19, 1996
Theses:
- A. Dayanik.
Using Domain Knowledge for Text Mining. Ph.D. thesis, Computer Science, Rutgers University, New Jersey, USA,
May 2006
- A. Akkus.
Batch Learning of Disjoint Feature Intervals. Master’s thesis, Computer
Engineering and Information Science, Bilkent
University, Ankara, Turkey, September 1996
Patent:
- C. Nevill--Manning, C.-M. Tan, A. Dayanik and P. Norvig.
Automatic generation of rewrite rules for URLs.
U.S.A.
,
US Patent No: 7,827,254, November 2010