Learning from Data

As the use of computers increase, so does the volume of data produced. The aim of this research area is designing computers that can learn from various data sources, including, documents, video, images, web sites, music, bioinformatics and time series data. Studies are conducted on training different types of machine learning models (Artificial Neural Networks, Support Vector Machines, Decision Trees etc.) by using data gathered from various sources. The group also works actively on social networks, feature selection, active learning, combining different types of classifiers, face recognition, video annotation, and machine learning theory. There is also a recent set of works on applying machine learning methods to help humans, especially people with disabilities, learn better.

People working in this area


Prof. Dr. Eşref Adalı, Retired

esref_adali

Office: 4322
Phone: (+90 212) 2853586
E-mail: adali [AT] itu edu tr
Research Interests:
Web page: http://akademi.itu.edu.tr/adali/


Prof. Dr. Zehra Çataltepe

zehra-cataltepe

Office: 3301
Phone: (+90 212) 2853551
E-mail: cataltepe[AT] itu edu tr
Research Interests: Yapay öğrenme, insan öğrenmesi için yapay öğrenme, çevrimiçi yapay öğrenme, sosyal ağlarda sınıflandırma, yarı-denetimli yapay öğrenme
Web page: http://akademi.itu.edu.tr/cataltepe/


Prof. Dr. Şule Gündüz Öğüdücü

sule-gunduz-oguducu

Office: 3305
Phone: (+90 212) 2853597
E-mail: sgunduz [AT] itu edu tr
Research Interests:
Web page: http://akademi.itu.edu.tr/sgunduz/


Assoc. Prof. Dr. Hazım Ekenel

hazim-ekenel

Office: 2218
Phone: (+90 212)2857460
E-mail: ekenel [AT] itu edu tr
Research Interests: Computer vision and Pattern recognition (face analysis/human perception)
Web page: http://akademi.itu.edu.tr/ekenel/


Assoc. Prof. Dr. A. Şima Etaner Uyar

a-sima-etaner-uyar

Office: 3302
Phone: (+90 212) 2856471
E-mail: etaner [AT] itu edu tr
Research Interests:
Web page: http://akademi.itu.edu.tr/etaner/


Assoc. Prof. Dr. A. Cüneyd Tantuğ

a-cuneyd-tantug

Office: 3309
Phone: (+90 212) 2853501
E-mail: tantug [AT] itu edu tr
Research Interests:
Web page: http://akademi.itu.edu.tr/tantug/


Asst. Prof. Dr. Ömer Sinan Saraç

omer-sinan-sarac

Office: 4324
Phone: (+90 212) 2856706
E-mail: ssarac [AT] itu edu tr
Research Interests:
Web page: http://akademi.itu.edu.tr/ssarac/



Asst. Prof. Dr. Gülşen Cebiroğlu Eryiğit

gülşen-eryiğit

Office: 3303
Phone: (+90 212) 2853503
E-mail: gulsenc [AT] itu edu tr
Research Interests:
Web page: http://akademi.itu.edu.tr/gulsenc/


Asst.. Prof. Dr. Yusuf Yaslan

yusuf-yaslan

Office: 2216
Phone: (+90 212)2857544
E-mail: yyaslan [AT] itu edu tr
Research Interests:
Web page: http://akademi.itu.edu.tr/yyaslan/


Lect. Dr. Damien Jade Duff

damien-jade-duff

Office: 2316
Phone:
E-mail: djduff [AT] itu edu tr
Research Interests: Robot Vision, Robot Learning, Computer Vision, Machine Learning, Artificial Intelligence, Sensory Augmentation
Web page: http://akademi.itu.edu.tr/djduff/


Mahiye Öztürk

mahiye-ozturk

Office: Research Lab-2
Phone:
E-mail: muluyagmur [AT] itu edu tr
Research Interests:

Web page: http://akademi.itu.edu.tr/muluyagmur/




Resul Tugay

resul-tugay

Office: Research Lab-2
Phone:
E-mail: tugayr[AT] itu edu tr
Research Interests: Data Mining, Web Mining
Web page: http://akademi.itu.edu.tr/tugayr/


Enes Albay

enes-albay

Office: Research Lab-3
Phone:
E-mail: albay [AT] itu edu tr
Research Interests:
Web page: http://akademi.itu.edu.tr/albay/




İsmail Bilgen

ismail-bilgen

Office: Research Lab-2
Phone:
E-mail: ibilgen [AT] itu edu tr
Research Interests:
Web page: http://akademi.itu.edu.tr/ibilgen/


Hakan Gündüz

hakan-gunduz

Office: Research Lab-2
Phone:
E-mail: hakangunduz [AT] itu edu tr
Research Interests:
Web page: http://akademi.itu.edu.tr/hakangunduz/