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. Zehra Çataltepe


Zehra Çataltepe

Contact:

3301
+90-212-285-3551
cataltepe@itu.edu.tr
http://web.itu.edu.tr/cataltepe/
http://akademi.itu.edu.tr/cataltepe/

Research Areas:

Machine Learning, Machine Learning for Human Learning, Online Machine Learning, Classification in Social Networks, Semi-Supervised Machine Learning


Prof. Dr. Şule Gündüz Öğüdücü



Assoc. Prof. Dr. Hazım Kemal Ekenel


Hazım Kemal Ekenel

Contact:

2218
+90-212-285-7460
ekenel@itu.edu.tr
http://web.itu.edu.tr/ekenel/
http://akademi.itu.edu.tr/ekenel/

Research Areas:

Computer Vision and Pattern Recognition (Face Analysis / Human Perception)


Assoc. Prof. Dr. Ayşe Şima Etaner Uyar


Ayşe Şima Etaner Uyar

Contact:

3302
+90-212-285-6471
etaner@itu.edu.tr
http://web.itu.edu.tr/etaner/
http://akademi.itu.edu.tr/etaner/

Research Areas:

Artificial Intelligence, Decision Support Systems


Assoc. Prof. Dr. Ahmet Cüneyd Tantuğ


Ahmet Cüneyd Tantuğ

Contact:

3309
+90-212-285-3501
tantug@itu.edu.tr
http://tantug.com/
http://akademi.itu.edu.tr/tantug/

Research Areas:

Natural Language Processing, Data Mining, Pattern Recognition, Software Engineering


Assist. Prof. Dr. Gülşen Cebiroğlu Eryiğit


Gülşen Cebiroğlu Eryiğit

Contact:

3303
+90-212-285-3503
gulsenc@itu.edu.tr
http://web.itu.edu.tr/gulsenc/
http://akademi.itu.edu.tr/gulsenc/

Research Areas:

Natural Language Processing, Machine Learning


Assist. Prof. Dr. Yusuf Yaslan



Lect. Dr. Damien Jade Duff


Damien Jade Duff

Contact:

2316
-
djduff@itu.edu.tr
http://djduff.net/
http://akademi.itu.edu.tr/djduff/

Research Areas:

Robot Vision, Robot Learning, Computer Vision, Machine Learning, Artificial Intelligence, Sensory Augmentation


Res. Assist. Enes Albay


Enes Albay

Contact:

1203:  Computer Vision and Artificial Intelligence Lab.
-
albay@itu.edu.tr
http://akademi.itu.edu.tr/albay/

Research Areas:



Res. Assist. Resul Tugay


Resul Tugay

Contact:

5111
-
tugayr@itu.edu.tr
http://akademi.itu.edu.tr/tugayr/

Research Areas:

Data Mining, Web Mining


Res. Assist. İsmail Bilgen , ÖYP


İsmail Bilgen

Contact:

4311:  Learning from Data and Optimization Lab.
-
ibilgen@itu.edu.tr
http://akademi.itu.edu.tr/ibilgen/

Research Areas: