Dr. Öğr. Üyesi

Tuğba Dalyan

+90 212 311 7506

Santralistanbul / E3-204

Akademik Geçmiş:

  • 2014, PhD., Bilgisayar Mühendisliği, Yıldız Teknik Üniversitesi
  • 2007, MSc., Bilgisayar Mühendisliği, Kocaeli Üniversitesi
  • 2003, BSc., Matematik ve Bilgisayar Bilimleri, Istanbul Bilgi Üniversitesi
  • 2003, BSc., Business Administration, Istanbul Bilgi Üniversitesi (Minor)

Araştırma Alanları:

  • Doğal Dil İşleme
  • Makine Öğrenmesi
  • Derin Öğrenme
  • Metin Madenciliği
  • Veri Bilimi
  • Büyük Veri Analizi


Danışmanlık ve Görevler:

  • 2021-Devam ediyor, Fakülte Yönetim Kurulu Üyesi, MDBF, İstanbul Bilgi Üniversitesi
  • 2019-Devam ediyor, Bilgisayar Mühendisliği Bölümü Başkanı, İstanbul Bilgi Üniversitesi
  • 2019-Devam ediyor, Fakülte Yönetim Kurulu Üyesi, MDBF, İstanbul Bilgi Üniversitesi
  • 2016-Devam ediyor, Dr. Öğretim Üyesi, Bilgisayar Mühendisliği MDBF, İstanbul Bilgi Üniversitesi
  • 2007-2016, Öğretim Görevlisi, Bilgisayar Bilimleri, FEF, İstanbul Bilgi Üniversitesi
  • 2003-2007, Araştırma Görevlisi, Bilgisayar Bilimleri, FEF, İstanbul Bilgi Üniversitesi
  • 2007-2008, Linux Seminerleri (Eğitmen), 2007-2008
  • 2006, Inforsense Turkey Datamining Counselling (Türk Ekonomi Bankası), 2006


Yayın Listesi:

SCI Index’li dergilerde yayınlanmış makale

Tuğba Dalyan, Özgür Özdemir, Hakan Ayral (2022), "A Comprehensive Study of Learning Approaches for Author Gender Identification", Information Technology and Control Journal (accepted).

Özgür Özdemir, Emre Salih Akın, Rıza Velioğlu, Tuğba Dalyan (2022), "A comparative study of neural machine translation models for Turkish language", Journal of Intelligent & Fuzzy Systems, DOI:10.3233/JIFS-211453.

Elena Battini Sönmez, Hasan Han, Oğuzcan Karadeniz, Tuğba Dalyan, Baykal Sarıoğlu (2021), "EMRES: A new EMotional RESpondent robot", IEEE Transactions on Cognitive and Developmental Systems, DOI 10.1109/TCDS.2021.3120562.

Tuğba Yıldız , Elena Battini Sönmez , Berk Dursun Yılmaz , Ali Emre Demir (2020), "Images captioning in Turkish language: database and model", Journal of the Faculty of Engineering and Architecture of Gazi University, 35 (4) : 2089 -2100.

Tuğba Yıldız (2019), "A comparative study of author gender identification", Turkish Journal of Electrical Engineering & Computer Science, DOI: 10.3906/elk-1806-185.

Tuğba Yıldız, Savaş Yıldırım, (2018), "A cascaded framework for identification and extraction of antonym for Turkish language", Soft Computing, DOI :10.1007/s00500-018-3417-1.

Savaş Yıldırım, Tuğba Yıldız, (2018), “Learning Turkish Hypernymy Using Word Embeddings”, International Journal of Computational Intelligence Systems, 11(1): 371-383.

Tuğba Yıldız, Banu Diri, Savaş Yıldırım, (2017). “Turkish synonym identification from multiple resources: monolingual corpus, mono/bilingual on-line dictionaries and WordNet”, Turkish Journal of Electrical Engineering & Computer Science, 25(2):752-760.

Tuğba Yıldız, Banu Diri, Savaş Yıldırım, (2016). “Acquisition of Turkish meronym based on classification of patterns”. Journal of Pattern Analysis and Applications, 19(2): 495–507.

Ulakbim Tarafından Taranan TR Indexli Dergiler:

İslam Mayda, Banu Diri, Tuğba Dalyan, (2021), " Türkçe Tweetler üzerinde Makine Öğrenmesi ile Nefret Söylemi, Avrupa Bilim ve Teknoloji Dergisi,24: 328-334, https://doi.org/10.31590/ejosat.903854.

Savaş Yıldırım, Tuğba Yıldız, (2018), "Türkçe için karşılaştırmalı metin sınıflandırma analizi", Pamukkale Üniversitesi Mühendislik Bilimleri Dergisi, DOI: 10.5505/pajes.2018.15931.

Savaş Yıldırım, Tuğba Yıldız, (2018), "A Comparison of Different Approaches to Document Representation in Turkish Language", Süleyman Demirel Üniversitesi Fen Bilimleri Enstitüsü Dergisi, DOI: 10.19113/sdufbed.15893.

SCI Index’li olmayan dergilerde yayınlanmış makale 

Gurkan Sahin, Banu Diri, Tugba Yildiz, (2016). Extraction of Turkish Semantic Relation Pairs using Corpus Analysis Tool. International Journal of Computer and Information Technology, 5(6): 491-499.

Savas Yildirim, Tugba Yildiz, (2015). An Unsupervised Text Normalization Architecture for Turkish Language. Research in Computing Science, 90: 183-194.

Kitap Bölümleri:

Tuğba Yıldız, İrem Otay, Tuğba Yıldız,  (2020) "Multi-criteria Cloud Computing Service Provider Selection Employing Pythagorean Fuzzy AHP and VIKOR", INFUS: International Conference on Intelligent and Fuzzy Systems, Intelligent and Fuzzy Techniques: Smart and Innovative Solutions, Advances in Intelligent Systems and Computing, Springer, 423-431.

Tuğba Yıldız, Savaş Yıldırım, Banu Diri,  (2016) "A Study on Turkish Meronym Extraction Using a Variety of Lexico-Syntactic Patterns". In: Vetulani Z., Uszkoreit H., Kubis M. (eds) Human Language Technology. Challenges for Computer Science and Linguistics. LTC 2013. Lecture Notes in Computer Science, vol 9561, pp 386-394. Springer, Cham.

Tuğba Yıldız, Banu Diri, Savaş Yıldırım, (2014). “An Integrated Approach to Automatic Synonym Detection in Turkish Corpus”, 9th International Conference on Natural Language Processing, POLTAL, Proceedings Part I, LNAI 8686, Springer International Publishing Switzerland, pp. 116-127.

Tuğba Yıldız, Savaş Yıldırım, Banu Diri, (2013). “Extraction of Part-Whole Relations from Turkish Corpora”, CICLing 2013: Computational Linguistics and Intelligent Text Processing, LNCS 7816, Springer Berlin/Heidelberg, pp. 126-138.

Savaş Yıldırım, Tuğba Yıldız, (2012). “Corpus-Driven Hyponym Acquisition for Turkish Language”, CICLing 2012: Computational Linguistics and Intelligent Text Processing, Proceedings Part I, LNCS 7181, Springer Berlin/Heidelberg, pp. 29-41.

Savaş Yıldırım, Yılmaz Kılıçaslan, Tuğba Yıldız, (2009). “Pronoun Resolution in Turkish Using Decision Tree and Rule-Based Learning Algorithms”, LNCS 5603, Springer Berlin/Heidelberg, pp. 270-278

Uluslararası Konferans Bildirileri:

Hasan Han, Oğuzcan Karadeniz, Elena Battini Sönmez,Tuğba Dalyan, Baykal Sarıoğlu (2021), Facial Expression Recognition in the Wild with Application in Robot, 2021 6th International Conference on Computer Science and Engineering (UBMK), IEEE Explore, Ankara, Turkey.

 Berk Dursun Yılmaz, Ali Emre Demir, Elena Battini Sönmez and Tuğba Yıldız, (2019) "Image Captioning in Turkish Language,"  Innovations in Intelligent Systems and Applications Conference (ASYU), Izmir, Turkey.

Eimal Dorani, Nevcihan Duru and Tuğba Yıldız, (2019) "An Empirical Investigation of Performances of Different Word Embedding Algorithms in Comment Clustering," 2019 Innovations in Intelligent Systems and Applications Conference (ASYU), Izmir, Turkey.

Salih Emre Akın, Tuğba Yıldız, (2019) "Sentiment Analysis through Transfer Learning for Turkish Language", International Symposium on INnovations in Intelligent SysTems and Applications (INISTA 2019), IEEE Explore, Sofia, Bulgaria.

Rıza Velioğlu, Tuğba Yıldız, Savaş Yıldırım, (2018) "Sentiment Analysis Using Learning Approaches over Emojis for Turkish Tweets", III. Uluslararası Bilgisayar Bilimleri ve Mühendisliği Konferansı (UBMK 2018), IEEE Explore,

Cenk Anıl Bahçevan, Emirhan Kutlu, Tuğba Yıldız, (2018) "Deep Neural Network Architecture for Part-of-Speech Tagging for Turkish Language", III. Uluslararası Bilgisayar Bilimleri ve Mühendisliği Konferansı (UBMK 2018), IEEE Explore.

Ahmet Süerdem, Tuğba Yıldız, Savaş Yıldırım, (2018). “Detection of different senses of AI in popular discourse via word embeddings”, 19th International Conference on Computational Linguistics and Intelligent Text Processing, pp. 219-220.

Tuğba Yıldız, Savaş Yıldırım, Özge Şamlı, (2017). “Question Classificaition via Deep Neural Network”, 8th Language & Technology Conference, Human Language Technologies
as a Challenge for Computer Science and Linguistics, pp. 219-220.

Gürkan Şahin, Banu Diri, Tuğba Yıldız, (2016). “A hybrid method for extracting Turkish part-whole relation pairs from corpus”, 24th Signal Processing and Communication Application Conference (SIU), pp. 1037-1040.

Gürkan Şahin, Banu Diri, Tuğba Yıldız, (2015). “Analysis of Lexico Syntactic Patterns for Antonym Pair Extraction from a Turkish Corpus”, 4th International Conference on Advanced Information Technologies and Applications, ICAITA, Dubai, UAE, pp. 11-17.

Gürkan Şahin, Banu Diri, Tuğba Yıldız, (2015). “Pattern and semantic similarity based automatic extraction of hyponym-hypernym relation from Turkish corpus, 23nd Signal Processing and Communications Applications Conference (SIU), pp. 674-677.

Tuğba Yıldız, Banu Diri, SavaşYıldırım, (2013).  “Analysis of Lexico-Syntactic Patterns for Meronym Extraction from a Turkish Corpus”, 6th Language and Technology Conference, Human Language Technologies as a Challenge for Computer Science and Linguistics, LTC, Poland.

Tuğba Yıldız, Savaş Yıldırım, (2012). “Association rule based acquisition of hyponym and hypernym relation from a Turkish corpus”, Innovations in Intelligent Systems and Applications (INISTA), Trabzon/Turkey.

Savaş Yıldırım, Yılmaz Kılıçaslan, Tuğba Yıldız, A Decision Tree and Rule-based Learning Model for Anaphora Resolution in Turkish, 3rd Language & Technology Conference: Human Language Technologies as a Challenge for Computer Science and Linguistics October 5-7, 2007, Poznań, Poland, pp.89-93.

Savaş Yıldırım, Yılmaz Kılıçaslan, Tuğba Yıldız, A Decision Tree and Rule-based Learning Model for Anaphora Resolution in Turkish, 3rd Language & Technology Conference: Human Language Technologies as a Challenge for Computer Science and Linguistics October 5-7, 2007, Poznań, Poland, pp.89-93.

Ulusal Konferans Bildirileri:

Tugba Dalyan, Nevcihan Duru, (2006).  “A Novel 1R Approach To Derive Rules”, in TAINN Turkish Artificial Intelligence Neural Network Program, 21- 23 Haziran 2006, pp. 141-150.

Tuğba Yıldız, Savaş Yıldırım ve Turgay Altılar, (2008). “İstenmeyen İletilerin Paralelleştirilmiş KNN Algorithması ile Tespiti”, Akademik Bilişim Konferansı, 31 Ocak-2 Şubat, 2008, pp. 627-632.

Tuğba Yıldız, Ruhan İkeda, (2007). “GNU/Linux Üzerinde Müzik”, Akademik Bilişim Konferansı, 31 Ocak-2 Şubat 2007.

Poster:

Savaş Yıldırım, Tugba Yıldız, (2012). “Automatic Extraction of Turkish Hypernym-Hyponym Pairs From Large Corpus”. COLING 2012 (DEMOS), pp. 493-500.

ÖDÜL (En iyi makale ödülü: İkincilik)

Savaş Yıldırım, Tuğba Yıldız, (2012). “Corpus-Driven Hyponym Acquisition for Turkish Language”, CICLing 13th International Conference on Intelligent Text Processing and Computational Linguistics 2012, Proceedings Part I, LNCS 7181, Springer Berlin / Heidelberg, 29-41