People

Faculty Members

  • Dr. Murat Can Ganiz
  • Dr. Berna Altınel
  • Dr. Aydın Gerek
  • Dr. Bilge Sipal

Student Members

  • Halil İbrahim Çelenli, Masters Student
  • Gökhan Kocaman
  • Selin Değirmenci
  • Oğuzhan Kemal
  • Talha Öztürk
  • Mehmet Can Yüney
  • Erencan Erkaya

Publications


Projects

Current Projects

Previous Projects

  • Large Scale Supervised Learning for Unstructured Big Data Analytics
    Murat Can Ganiz
  • Deep learning Algorithms for Supervised Word Embeddings
    Murat Can Ganiz, Fırat Doğan, Peter Schüller
  • Social Media Bot Detection using Big Data Analytics
    Murat Can Ganiz
  • A Deep Learning based Word Embedding Framework for Mining of Turkish Documents
  • A Preprocessing Framework for Twitter Bot Detection using NoSql DBs and Python based Data Engineering Tools
  • A Data Collection and Preprocessing Framework for Opinion Mining and Sentiment Analysis using NoSql DBs and Python based Data Engineering Tools
    Murat Can Ganiz, Musab Bozkurt, Orhan Arslan (BS graduate project)
  • Concept based aspect aware Sentiment Analysis using NoSql DBs and Python based Data Engineering Tools or Machine Learning Libraries for Big Data (Apache Spark / MLLib / Mahout)
    Murat Can Ganiz
  • University Student Profiling and Comparison from Twitter using NoSql DBs and Python based Data Engineering Tools
    Murat Can Ganiz, Musab Bozkurt, Orhan Arslan (BS graduate project)
  • Class Based Semantics for Supervised Word Sense Disambiguation (WSD)
    Murat Can Ganiz, Berna Altınel
  • Opinion Leader Detection on Social Networks
    Berna Altınel, Murat Can Ganiz
  • Semantic Supervised and Unsupervised Term Weighting Metrics
    Berna Altınel, Murat Can Ganiz
  • Semi-Supervised Semantic Text Classification Algorithms (Random Walk Algorithms, Manifold Regularization)
    Murat Can Ganiz, Berna Altınel
  • Concept-level Analysis of Natural Language (bag-of-concepts based language processing systems)
    Murat Can Ganiz, Berna Altınel
  • Information Extraction, specifically Named Entity Recognition (NER) algorithms for Highly Noisy and Short Turkish Texts (Tweets)
    Murat Can Ganiz
  • HR Analytics using NoSql DBs and Python based Data Engineering Tools or Machine Learning Libraries for Big Data (Apache Spark / MLLib / Mahout)
    Murat Can Ganiz
  • TÜBİTAK 3501 Career Award, 111E239, Development of Semantic Semi-Supervised Algorithms for Textual Data Mining (Successfully completed with several SCI Journal and International Conference publications)
    Murat Can Ganiz (Principle Investigator) , Berna Altınel (Research Assistant, PhD student)
  • Using Domain Knowledge for Improving Text Mining Algorithms
    Mithat Poyraz , Burak Görener , Murat Diker
  • Semantic Smoothing Algorithms for Text Mining
    Dilara Torunoğlu (COME MS), Abdülkerim Canbay (COME), Hamdi Atacan Oğul (COME)
  • Smoothing Methods for Bayesian Algorithms
    Zeynep Hilal Kilimci (COME MS), Işıl Çoşkun (ISE-graduated with honors)
  • Semi-supervised Learning Algorithms for Text Mining
    İsmail Murat Engün (ISE-graduated with honors), Süleyman Kaan Yeloğlu (ISE), Abdülhadi Çelenlioğlu (ISE)
  • Concept Ranking Algorithms for Natural Language Processing
    Mithat Poyraz , Çağla Şahinli
  • Abnormal Event Detection on BGP Traffic
    Erkan Köşlük (ISE-graduated), Inigo Ortiz de Urbina (COME Erasmus)
  • Intelligent Focused Web Crawler Project
    Mithat Poyraz (COME MS), Duygu Taylan (COME-graduated with honors)
  • Preprocessing Methods for Turkish Text Classification
  • Spectral Algorithms for Document Clustering

 

Datasets

Contact

  • murat.ganiz(@]marmara.edu.tr
  • +90 (0216) 347 28 59 - 1287
  • M.Ü. Göztepe Kampüsü 34722 Kadıköy / İstanbul, TR