ITU Faculty of Computer and Informatics Engineering
 

Learning from Data

ML

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

People

  • Prof. Dr. Eşref Adalı, Retired

    Eşref Adalı
    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 Çataltepe
    Office: 3301
    Phone: (+90 212) 2853551
    E-mail: cataltepe [AT] itu edu tr
    Research Interests: Machine learning, online machine learning, classification in social networks, semi-supervised learning
    Web page: http://akademi.itu.edu.tr/cataltepe/

  • Prof. Dr. Şule Gündüz Öğüdücü

    Şule Gündüz Öğüdücü
    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

    Hazım 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. Şima 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. Cüneyd Tantuğ
    Office: 3309
    Phone: (+90 212) 2853501
    E-mail: tantug [AT] itu edu tr
    Research Interests:
    Web page: http://www.tantug.com

  • Asst. Prof. Dr. Ömer Sinan Saraç

    Ömer Sinan Saraç
    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 Öztürk
    Office: 5111
    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

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