Computer Engineer & Assistant Professor
Hi! I'm Zekeriya Anıl Güven. I'm a computer engineer and assistant professor in Turkey.
I am interested in natural language processing, machine learning, language modeling, text mining, and combine of these research topics. I am focused on sentiment analysis, question answering, NLP tasks, etc. I have a goal of increasing studies on Turkish natural language processing.
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Extensions containing NLP-based and ontology triple-based methods we developed for question answering systems in our Ph.D. thesis have been shared as open source via GitHub. You can study and use the methods (My supervisor: Prof. Dr. Murat Osman ÜNALIR).
NLP-based QAS: GitHub link
Triple-based QAS: GitHub link
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I am happy to announce the publication of my article on ACM. This article aims to measure the accuracies of Turkish sentiment analysis with language models. In addition, a text filtering approach was proposed for the sentiment analysis. The article is currently free access, you can access it from the link.
The Comparison of Language Models with a Novel Text Filtering Approach for Turkish Sentiment Analysis: ACM link
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With the support and contribution of my dear academician, Prof. Dr. Murat Osman ÜNALIR, my article on my Ph.D. study was published in the SCI journal "Expert System with Applications"
Natural language based analysis of SQuAD: An analytical approach for BERT - ESWA link
You can access all my publications from Google Scholar or ResearchGate.
- Guven, Z. A. (2022). The Comparison of Language Models with a Novel Text Filtering Approach for Turkish Sentiment Analysis. Transactions on Asian and Low-Resource Language Information Processing. Doi:10.1145/3557892
- Guven, Z. A., & Unalir, M. O. (2022). Natural language based analysis of SQuAD: An analytical approach for BERT. Expert Systems with Applications, 195, 116592. Doi:j.eswa.2022.116592
- Güven, Z., Diri, B., & Çakaloğlu, T. (2020). Comparison of n-stage Latent Dirichlet Allocation versus other topic modeling methods for emotion analysis. Journal of the Faculty of Engineering and Architecture of Gazi University, 35(4). Doi:gazimmfd.556104
- Guven, Z. A., Diri, B., & Cakaloglu, T. (2021). n-stage Latent Dirichlet Allocation: A Novel Approach for LDA. arXiv preprint arXiv:2110.08591. arXiv:2110.08591
- Guven, Z. A. (2021, September). Comparison of BERT models and machine learning methods for sentiment analysis on Turkish tweets. In 2021 6th International Conference on Computer Science and Engineering (UBMK) (pp. 98-101). IEEE. Doi:UBMK52708.2021.9559014
- Guven, Z. A. (2021, September). The Effect of BERT, ELECTRA and ALBERT Language Models on Sentiment Analysis for Turkish Product Reviews. In 2021 6th International Conference on Computer Science and Engineering (UBMK) (pp. 629-632). IEEE. Doi:UBMK52708.2021.9559007
- Güven, Z. A., Diri, B., & Çakaloğlu, T. (2019). Comparison Method for Emotion Detection of Twitter Users. In 2019 Innovations in Intelligent Systems and Applications Conference (ASYU) (pp. 1-5). IEEE. Doi:ASYU48272.2019.8946435
- Güven, Z. A., Diri, B., & Çakaloğlu, T. (2019, September). Comparison of topic modeling methods for type detection of Turkish news. In 2019 4th International Conference on Computer Science and Engineering (UBMK) (pp. 150-154). IEEE. Doi:UBMK.2019.8907050
February 2023, present
Department of Computer Engineering
November 2018 - January 2023
Department of Computer Engineering
September 2021 - December 2021
Department of Computer Science
May 2017 - November 2018
Department of Computer Engineering
February 2017 - May 2017
Full time developer in Istanbul
August 2015 - March 2016
Full time developer in Istanbul
2018 - 2022
Thesis: An Ontology Based Approach For Question Answering Systems That Using Machine Learning
Access link: Download thesis
2015 - 2018
Thesis: Genre and emotion classification by support of N-stage latent Dirichlet allocation
Access link: Download thesis
2010 - 2015
Address
Bakırçay University, Izmir, Turkey
anilguven1055@gmail.com, zekeriyaanil.guven@bakircay.edu.tr