Ethem ALPAYDIN
Professor in the
Department of Computer Engineering
Bogaziçi University.
Also affiliated with the Cognitive
Science Program
The MIT Press, October 2004
ISBN-13: 978-0-262-01211-9
German
language edition, translated by Simone Linke
Oldenbourg Verlag, May 2008
ISBN-13: 978-3-486-58114-0
机器学习导论
Chinese
language edition, translated by Ming Fan
Huazhang Press, June 2009
ISBN: 7111265246/9787111265245
Publications, Türkçe, Courses,
Short Biography, Details
- A.Ozen, M. Gonen,
E. Alpaydin, T. Haliloglu
(2009) "Machine
Learning Integration for Predicting the Effect of Single Amino Acid
Substitutions on Protein Stability,” BMC Structural Biology, 9(66).
- M.
Gonen, E. Alpaydin
(2009) "Multiple
Kernel Machines Using Localized Kernels," Pattern
Recognition in Bioinformatics (PRIB’09), Sheffield, England,
September.
- O. Aran, O. T. Yildiz, E. Alpaydin (2009) "An
Incremental Framework Based on Cross-Validation for Estimating the
Architecture of a Multilayer Perceptron,"
International Journal of Pattern Recognition and Artificial
Intelligence, 23(2),
159-190.
- A. Ulas, M. Semerci, O. T. Yildiz, E. Alpaydin (2009)
"Incremental
Construction of Classifier and Discriminant
Ensembles," Information
Sciences, 179, 1298-1318.
- M.
Gonen, E. Alpaydin
(2008) "Localized
Multiple Kernel Learning," ICML'08 , Helsinki, Finland,
July, 352-359.
- M.
Gonen, A. G. Tanugur,
E. Alpaydin (2008) "Multiclass Posterior Probability Support Vector
Machines," IEEE Transactions on Neural Networks, 19(1),
130-139.
- B. Gokberk, M. O. Irfanoglu, L. Akarun, E. Alpaydin (2007) "Learning
the Best Subset of Local Features for Face Recognition," Pattern
Recognition, 40(5), 1520-1532.
- O. T. Yildiz, E. Alpaydin (2006) "Ordering
and Finding the Best of K>2 Supervised Learning Algorithms,"
IEEE Transactions on Pattern Analysis and Machine Intelligence, 28(3),
392-402.
- C. Demir, E. Alpaydin
(2005) "Cost-Conscious
Classifier Ensembles," Pattern Recognition Letters, 26(14),
2206-2214.
- O T Yildiz, E Alpaydin (2005) "Model
Selection in Omnivariate Decision Trees,"
ECML'05, Porto Portugal,
October 2005.
- O. T. Yildiz, E. Alpaydin (2005) "Linear
Discriminant Trees," International
Journal of Pattern Recognition and Artificial Intelligence, 19(3),
323-353.
- A A Salah, E Alpaydin (2004)
"Incremental
Mixtures of Factor Analyzers," ICPR'04, Cambridge UK, August 2004.
- B Gokberk, M O Irfanoglu, L Akarun, E Alpaydin (2003) "Selection
of Location, Frequency, and Orientation Parameters of 2D Gabor Wavelets for Face Recognition," Summer
School on Biometrics, Italy, June 2003.
- O Aran, E Alpaydin (2003) "An
Incremental Neural Network Construction Algorithm for Training Multilayer Perceptrons," ICANN'03, Istanbul, June 2003.
- Z Barutcuoglu, E Alpaydin (2003) "A
Comparison of Model Aggregation Methods for Regression,'' Springer
LNCS Vol 2714, ICANN'03,
Istanbul,
June 2003.
- A. Baraldi, E. Alpaydin (2002) "Constructive
Feedforward ART Clustering Network - Part I,"
IEEE Transactions on Neural Networks, 13(3), 645-661.
- A. Baraldi, E. Alpaydin (2002) "Constructive
Feedforward ART Clustering Network - Part II,"
IEEE Transactions on Neural Networks, 13(3), 662-677.
- A. A. Salah, E. Alpaydin, L. Akarun (2002)
"A
Selective Attention-Based Method for Visual Pattern Recognition with
Application to Handwritten Digit Recognition and Face Recognition,"
IEEE Transactions on Pattern Analysis and Machine Intelligence, 24(3),
420-425 (Fig
1 erroneous in pdf; get the correct Fig here).
- O. T. Yildiz, E. Alpaydin (2001) "Omnivariate Decision Trees," IEEE
Transactions on Neural Networks, 12(6), 1539-1546.
- F. Alimoglu, E. Alpaydin (2001) "Combining
Multiple Representations for Pen-based Handwritten Digit Recognition,"
ELEKTRIK: Turkish Journal of Electrical Engineering and Computer
Sciences, 9(1), 1-12.
- F Koksal, E Alpaydin, G Dundar (2001)
"Weight
Quantization for Multilayer Perceptrons using
Soft Weight Sharing," Springer Vol LNCS
2130, ICANN'01, Vienna, Austria, August 2001.
- A A Salah,
E Alpaydin, L Akarun
(2001) "A
Selective Attention Based Method for Visual Pattern Recognition,"
23rd Annual Conference of
the Cognitive Science Society, Edinburgh, Scotland,
August 2001.
- E Alpaydin (2001) "Assessing
and Comparing Classification Algorithms," ISAS2001, Havana, Cuba,
March 2001.
- E Alpaydin, C Kaynak, F Alimoglu (2000)
"Cascading
Multiple Classifiers and Representations for Optical and Pen-Based
Handwritten Digit Recognition," IWFHR, Amsterdam, The Netherlands,
September 2000.
- C Kaynak, E Alpaydin (2000) "MultiStage Cascading of Multiple Classifiers: One
Man's Noise is Another Man's Data," ICML2K, Stanford Univ, USA,
June 2000.
- O T Yildiz, E Alpaydin (2000) "Linear
Discriminant Trees," ICML2K, Stanford Univ, USA,
June 2000.
- E. Alpaydin (1999) "Combined
5x2cv F Test for Comparing Supervised Classification Learning Algorithms,"
Neural Computation, 11(8), 1885-1892.
- I. Bayraktaroglu, A. S. Ogrenci, G. Dundar, S. Balkir, E. Alpaydin (1999) "ANNSyS: An Analog Neural Network Synthesis System,"
Neural Networks, 12(2), 325-338.
- E. Alpaydin, Ed. (1999)
Special Issue on Engineering of Intelligent Systems, Artificial
Intelligence in Engineering, "Guest
Editorial," 13(4).
- E Alpaydin, E Mayoraz
(1999) "Learning
Error-Correcting Output Codes from Data," ICANN'99, Edinburgh, UK, September 1999.
- E Mayoraz, E Alpaydin
(1999) "Support
Vector Machines for Multi-Class Classification," IWANN'99, Alicante, Spain, June 1999.
- E Alpaydin, C Kaynak
(1998) "Cascading
Classifiers," Kybernetika, 34(4),
369-374.
- E Alpaydin (1998) "Soft
Vector Quantization and the EM Algorithm," Neural Networks,
11(3), 467-477.
- E Alpaydin (1998) " Techniques
for Combining Multiple Learners," Engineering of
Intelligent Systems EIS'98, Teneriffe, Spain,
February 1998.
- E Alpaydin F Gurgen
(1998) " Comparison
of Statistical and Neural Classifiers and Their Applications to Optical
Character Recognition and Speech Classification," Neural
Network Systems Techniques and Applications vol
5, Image Processing and Pattern Recognition, C.T. Leondes
(Ed.) Academic Press, 61-88.
- E Alpaydin (1997) "Voting
over Multiple Condensed Nearest Neighbors," Artificial Intelligence
Review, 11, 115-132 (Special Issue on Lazy
Learning).
- F. Alimoglu, E. Alpaydin
(1997) "Combining
Multiple Representations and Classifiers for Pen-based Handwritten Digit
Recognition," Fourth International Conference on Document
Analysis and Recognition (ICDAR 97), Ulm, Germany, August 1997.
- E Alpaydin, I K Altinel, N Aras (1996) "Parametric
Distance Functions vs Nonparametric Neural
Networks for Estimating Road Travel Distances," European
Journal on Operational Research (Special Issue
on Neural Networks), 93(2), 230-243.
- E Alpaydin, M I Jordan (1996) "Local
Linear Perceptrons for Classification,"
IEEE Transactions on Neural Networks, 7(3), 788-792.
- E Alpaydin (1996) " Selective
Attention for Handwritten Digit Recognition," Advances in
Neural Information Processing Systems 8, D.S. Touretzky,
M.C. Mozer, M.E. Hasselmo
(Eds.) MIT Press, 771-777.
- E Alpaydin, F Gurgen
(1995) "Comparison
of Kernel Estimators, Perceptrons, and
Radial-Basis Functions for OCR and Speech Classification," Neural
Computing and Applications, 3, 38-49.
- F Gurgen, R Alpaydin, U Unluakin, E Alpaydin (1994)
"Distributed and Local Neural Classifiers for Phoneme
Recognition," Pattern Recognition Letters, 15,
1111-1118.
- E Alpaydin, S Aratma, M Yagci (1994) "Recognition of Handwritten Digits
using Neural Networks," ELEKTRIK: Turkish Journal of Electrical
Engineering and Computer Sciences, 2, 20-31.
- E Alpaydin (1994) "GAL: Networks that
Grow when they Learn and Shrink when they Forget," International
Journal of Pattern Recognition and Artificial Intelligence , 8,
391-414.
Türkçe (In
Turkish)
Courses
(Fall 2009-2010)
Past
Courses
Ethem
ALPAYDIN received his BSc from the Department
of Computer Engineering of Bogazici University in 1987 and the degree of Docteur es Sciences from Ecole Polytechnique
Fédérale de Lausanne in 1990. He did his
postdoctoral work at the International
Computer Science Institute, Berkeley in 1991 and afterwards was appointed
as Assistant Professor at the Department
of Computer Engineering of Bogazici University. He was promoted to Associate
Professor in 1996 and Professor in 2002 in the same department. As visiting
researcher, he worked at the Department of
Brain and Cognitive Sciences of MIT in
1994, the International Computer Science
Institute, Berkeley in 1997 and IDIAP,
Switzerland in 1998. He was a Fulbright
Senior Scholar in 1997/1998 and received the Research Excellence Award from
the Bogazici
University Foundation in 1998 and 2008, the Young Scientist Award from the Turkish Academy of Sciences in 2001 and the
Scientific Encouragement Award from the Turkish
Scientific and Technical Research Council in 2002. His book Introduction to Machine
Learning was published by The
MIT Press in October 2004. Its German edition was published by Oldenbourg Verlag in May 2008,
and its Chinese edition was
published by Huazhang Press in June 2009. The Turkish
edition is in preparation. He is a senior member of the IEEE, an editorial board member of The Computer Journal (Oxford
University Press) and an associate editor of Pattern Recognition (Elsevier).
Email: alpaydin AT
boun.edu.tr
Phone: +90 (212) 359-6862
Fax: +90 (212) 287-2461
Postal address:
Ethem Alpaydin, Department
of Computer Engineering, Bogazici
University, TR-34342 Istanbul Turkey