Tolga Kaya

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Tolga Kaya

Profesor

 https://orcid.org/0000-0003-4841-482X

  • İTÜ Ayazağa Kampüsü

    34000 Istanbul

    Turkey

Calculated based on number of publications stored in Pure and citations from Scopus
20022025

Research activity per year

  • 37 Conference contribution
  • 32 Article
  • 4 Chapter
  • 1 Conference article
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Conference contribution

Search results

  • 2024

    An Intelligent System for Ranking E-commerce Customer Reviews to Boost Engagement

    Yücel, E., Toprak, F. & Kaya, T., 2024, Intelligent and Fuzzy Systems - Intelligent Industrial Informatics and Efficient Networks Proceedings of the INFUS 2024 Conference. Kahraman, C., Cevik Onar, S., Oztaysi, B., Ucal Sari, I., Cebi, S. & Tolga, A. C. (eds.). Springer Science and Business Media Deutschland GmbH, p. 154-161 8 p. (Lecture Notes in Networks and Systems; vol. 1089 LNNS).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • A Text Mining Procedure for Recognizing the Awareness of Industry 4.0 and Digitalization Perceptions in Construction Industry

    Sahin, C., Yildirim, N. & Kaya, T., 2024, Intelligent and Fuzzy Systems - Intelligent Industrial Informatics and Efficient Networks Proceedings of the INFUS 2024 Conference. Kahraman, C., Cevik Onar, S., Oztaysi, B., Ucal Sari, I., Cebi, S. & Tolga, A. C. (eds.). Springer Science and Business Media Deutschland GmbH, p. 41-48 8 p. (Lecture Notes in Networks and Systems; vol. 1089 LNNS).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Beyond the Scent: A Holistic NLP Study of the Fragrance World

    Turan, S., Doğan, F. K. & Kaya, T., 2024, Intelligent and Fuzzy Systems - Intelligent Industrial Informatics and Efficient Networks Proceedings of the INFUS 2024 Conference. Kahraman, C., Cevik Onar, S., Cebi, S., Oztaysi, B., Ucal Sari, I. & Tolga, A. C. (eds.). Springer Science and Business Media Deutschland GmbH, p. 11-19 9 p. (Lecture Notes in Networks and Systems; vol. 1090 LNNS).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Forecasting Market Clearing Prices in Electricity Markets with Time Series Based Machine Learning Models

    Yağmur, M. B., Turhan, K. & Kaya, T., 2024, Intelligent and Fuzzy Systems - Intelligent Industrial Informatics and Efficient Networks Proceedings of the INFUS 2024 Conference. Kahraman, C., Cevik Onar, S., Cebi, S., Oztaysi, B., Ucal Sari, I. & Tolga, A. C. (eds.). Springer Science and Business Media Deutschland GmbH, p. 20-28 9 p. (Lecture Notes in Networks and Systems; vol. 1090 LNNS).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Retail Demand Forecasting Using Temporal Fusion Transformer

    Eşki, D. & Kaya, T., 2024, Intelligent and Fuzzy Systems - Intelligent Industrial Informatics and Efficient Networks Proceedings of the INFUS 2024 Conference. Kahraman, C., Cevik Onar, S., Cebi, S., Oztaysi, B., Ucal Sari, I. & Tolga, A. C. (eds.). Springer Science and Business Media Deutschland GmbH, p. 165-170 6 p. (Lecture Notes in Networks and Systems; vol. 1090 LNNS).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    1 Citation (Scopus)

  • Segmentation of Online Customers Based on Household Panel Data Using Unsupervised Learning

    Erden, S. B., Erişen, M., Doğruak, U. & Kaya, T., 2024, Intelligent and Fuzzy Systems - Intelligent Industrial Informatics and Efficient Networks Proceedings of the INFUS 2024 Conference. Kahraman, C., Cevik Onar, S., Oztaysi, B., Ucal Sari, I., Cebi, S. & Tolga, A. C. (eds.). Springer Science and Business Media Deutschland GmbH, p. 177-184 8 p. (Lecture Notes in Networks and Systems; vol. 1089 LNNS).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • 2023

    Classifying the Success of Transfers Made by Turkish Super-League Teams Using Advanced Machine Learning Techniques

    Erden, S. B., Kaymak, Ü. B. & Kaya, T., 2023, Intelligent and Fuzzy Systems - Intelligence and Sustainable Future Proceedings of the INFUS 2023 Conference. Kahraman, C., Sari, I. U., Oztaysi, B., Cevik Onar, S., Cebi, S. & Tolga, A. Ç. (eds.). Springer Science and Business Media Deutschland GmbH, p. 262-268 7 p. (Lecture Notes in Networks and Systems; vol. 759 LNNS).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Clustering AirBnB Listings in Istanbul Using Unsupervised Machine Learning Techniques

    Özçini, M. A., Yılmaz, T. & Kaya, T., 2023, Intelligent and Fuzzy Systems - Intelligence and Sustainable Future Proceedings of the INFUS 2023 Conference. Kahraman, C., Sari, I. U., Oztaysi, B., Cevik Onar, S., Cebi, S. & Tolga, A. Ç. (eds.). Springer Science and Business Media Deutschland GmbH, p. 197-205 9 p. (Lecture Notes in Networks and Systems; vol. 759 LNNS).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    1 Citation (Scopus)

  • Epic Poetry Summarization and Visualization by Using Sentiment Analysis, Topic Modeling and DALL-E

    Köşnek, D., Bozdağ, S. & Kaya, T., 2023, Intelligent and Fuzzy Systems - Intelligence and Sustainable Future Proceedings of the INFUS 2023 Conference. Kahraman, C., Sari, I. U., Oztaysi, B., Cevik Onar, S., Cebi, S. & Tolga, A. Ç. (eds.). Springer Science and Business Media Deutschland GmbH, p. 709-716 8 p. (Lecture Notes in Networks and Systems; vol. 759 LNNS).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Salesperson Churn Prediction with Machine Learning Approaches in the Retail Industry

    Cömert, G. D., Özcan, T. & Kaya, T., 2023, Towards Industry 5.0 - Selected Papers from ISPR 2022. Durakbasa, N. M. & Gençyılmaz, M. G. (eds.). Springer Science and Business Media Deutschland GmbH, p. 25-31 7 p. (Lecture Notes in Mechanical Engineering).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    2 Citations (Scopus)
  • 2022

    Analysis of Covid-19 News Using Text Mining Techniques

    Çağatay, E., Sünnetci, B. Y., Orbay, S. & Kaya, T., 2022, Intelligent and Fuzzy Systems - Digital Acceleration and The New Normal - Proceedings of the INFUS 2022 Conference, Volume 2. Kahraman, C., Cevik Onar, S., Oztaysi, B., Sari, I. U., Tolga, A. C. & Cebi, S. (eds.). Springer Science and Business Media Deutschland GmbH, p. 438-445 8 p. (Lecture Notes in Networks and Systems; vol. 505 LNNS).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • A Supervised Learning Approach to Store Choice Behavior Modeling Using Consumer Panel Metrics

    Sobhani, M. & Kaya, T., 2022, Intelligent and Fuzzy Systems - Digital Acceleration and The New Normal - Proceedings of the INFUS 2022 Conference, Volume 2. Kahraman, C., Cevik Onar, S., Oztaysi, B., Sari, I. U., Tolga, A. C. & Cebi, S. (eds.). Springer Science and Business Media Deutschland GmbH, p. 166-172 7 p. (Lecture Notes in Networks and Systems; vol. 505 LNNS).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Clustering English Premier League Referees Using Unsupervised Machine Learning Techniques

    İspa, M., Yarışan, U. & Kaya, T., 2022, Intelligent and Fuzzy Techniques for Emerging Conditions and Digital Transformation - Proceedings of the INFUS 2021 Conference. Kahraman, C., Cebi, S., Cevik Onar, S., Oztaysi, B., Tolga, A. C. & Sari, I. U. (eds.). Springer Science and Business Media Deutschland GmbH, p. 230-237 8 p. (Lecture Notes in Networks and Systems; vol. 308).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Customer Segmentation Using RFM Model and Clustering Methods in Online Retail Industry

    Acar, S., Köroğlu, F., Duyuler, B., Kaya, T. & Özcan, T., 2022, Intelligent and Fuzzy Techniques for Emerging Conditions and Digital Transformation - Proceedings of the INFUS 2021 Conference. Kahraman, C., Cebi, S., Cevik Onar, S., Oztaysi, B., Tolga, A. C. & Sari, I. U. (eds.). Springer Science and Business Media Deutschland GmbH, p. 69-77 9 p. (Lecture Notes in Networks and Systems; vol. 307).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    2 Citations (Scopus)

  • Decarbonization of Turkey: Text Mining Based Topic Modeling for the Literature

    Yilmaz, S., Yeşil, E. & Kaya, T., 2022, Intelligent and Fuzzy Systems - Digital Acceleration and The New Normal - Proceedings of the INFUS 2022 Conference, Volume 2. Kahraman, C., Cevik Onar, S., Oztaysi, B., Sari, I. U., Tolga, A. C. & Cebi, S. (eds.). Springer Science and Business Media Deutschland GmbH, p. 372-379 8 p. (Lecture Notes in Networks and Systems; vol. 505 LNNS).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Investigation of Turkish Literary Poetry by Unsupervised Text Mining Methods

    Akgun, A. N., Calisir, Z. D. & Kaya, T., 2022, Intelligent and Fuzzy Techniques for Emerging Conditions and Digital Transformation - Proceedings of the INFUS 2021 Conference. Kahraman, C., Cebi, S., Cevik Onar, S., Oztaysi, B., Tolga, A. C. & Sari, I. U. (eds.). Springer Science and Business Media Deutschland GmbH, p. 901-909 9 p. (Lecture Notes in Networks and Systems; vol. 307).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Marketing Campaign Management Using Machine Learning Techniques: An Uplift Modeling Approach

    Sanisoğlu, M., Kaya, T. & Burnaz, Ş., 2022, Intelligent and Fuzzy Systems - Digital Acceleration and The New Normal - Proceedings of the INFUS 2022 Conference, Volume 2. Kahraman, C., Cevik Onar, S., Oztaysi, B., Sari, I. U., Tolga, A. C. & Cebi, S. (eds.). Springer Science and Business Media Deutschland GmbH, p. 140-147 8 p. (Lecture Notes in Networks and Systems; vol. 505 LNNS).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    2 Citations (Scopus)

  • National Basketball Association Player Salary Prediction Using Supervised Machine Learning Methods

    Özbalta, E., Yavuz, M. & Kaya, T., 2022, Intelligent and Fuzzy Techniques for Emerging Conditions and Digital Transformation - Proceedings of the INFUS 2021 Conference. Kahraman, C., Cebi, S., Cevik Onar, S., Oztaysi, B., Tolga, A. C. & Sari, I. U. (eds.). Springer Science and Business Media Deutschland GmbH, p. 189-196 8 p. (Lecture Notes in Networks and Systems; vol. 308).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Prediction of Gross Movie Revenue in the Turkish Box Office Using Machine Learning Techniques

    Gürbüz, A., Biçer, E. & Kaya, T., 2022, Intelligent and Fuzzy Systems - Digital Acceleration and The New Normal - Proceedings of the INFUS 2022 Conference, Volume 2. Kahraman, C., Cevik Onar, S., Oztaysi, B., Sari, I. U., Tolga, A. C. & Cebi, S. (eds.). Springer Science and Business Media Deutschland GmbH, p. 86-92 7 p. (Lecture Notes in Networks and Systems; vol. 505 LNNS).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Stock Price Prediction of Turkish Banks Using Machine Learning Methods

    Egüz, B., Çorbacı, F. E. & Kaya, T., 2022, Intelligent and Fuzzy Techniques for Emerging Conditions and Digital Transformation - Proceedings of the INFUS 2021 Conference. Kahraman, C., Cebi, S., Cevik Onar, S., Oztaysi, B., Tolga, A. C. & Sari, I. U. (eds.). Springer Science and Business Media Deutschland GmbH, p. 222-229 8 p. (Lecture Notes in Networks and Systems; vol. 308).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Store Segmentation in Retail Industry Using Clustering Algorithms

    Ünal, A., Önal, M., Kaya, T. & Özcan, T., 2022, Intelligent and Fuzzy Systems - Digital Acceleration and The New Normal - Proceedings of the INFUS 2022 Conference, Volume 2. Kahraman, C., Cevik Onar, S., Oztaysi, B., Sari, I. U., Tolga, A. C. & Cebi, S. (eds.). Springer Science and Business Media Deutschland GmbH, p. 409-416 8 p. (Lecture Notes in Networks and Systems; vol. 505 LNNS).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • 2021

    A machine learning-based decision support system design for restraining orders in Turkey

    Ay, H. U., Öner, A. A., Yıldırım, N. & Kaya, T., Jul 2021, Proceedings - 2021 IEEE 45th Annual Computers, Software, and Applications Conference, COMPSAC 2021. Chan, W. K., Claycomb, B., Takakura, H., Yang, J.-J., Teranishi, Y., Towey, D., Segura, S., Shahriar, H., Reisman, S. & Ahamed, S. I. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 1520-1525 6 p. (Proceedings - 2021 IEEE 45th Annual Computers, Software, and Applications Conference, COMPSAC 2021).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Basket Patterns in Turkey: A Clustering of FMCG Baskets Using Consumer Panel Data

    Kaya, T., Yiğit, A. T. & Doğruak, U., 2021, Intelligent and Fuzzy Techniques: Smart and Innovative Solutions - Proceedings of the INFUS 2020 Conference. Kahraman, C., Cevik Onar, S., Oztaysi, B., Sari, I. U., Cebi, S. & Tolga, A. C. (eds.). Springer, p. 71-78 8 p. (Advances in Intelligent Systems and Computing; vol. 1197 AISC).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Click Prediction in Digital Advertisements: A Fuzzy Approach to Model Selection

    Tekin, A. T., Kaya, T. & Çebi, F., 2021, Intelligent and Fuzzy Techniques: Smart and Innovative Solutions - Proceedings of the INFUS 2020 Conference. Kahraman, C., Cevik Onar, S., Oztaysi, B., Sari, I. U., Cebi, S. & Tolga, A. C. (eds.). Springer, p. 213-220 8 p. (Advances in Intelligent Systems and Computing; vol. 1197 AISC).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    12 Citations (Scopus)

  • Container Terminal Workload Modeling Using Machine Learning Techniques

    Atak, Ü., Kaya, T. & Arslanoğlu, Y., 2021, Intelligent and Fuzzy Techniques: Smart and Innovative Solutions - Proceedings of the INFUS 2020 Conference. Kahraman, C., Cevik Onar, S., Oztaysi, B., Sari, I. U., Cebi, S. & Tolga, A. C. (eds.). Springer, p. 1149-1155 7 p. (Advances in Intelligent Systems and Computing; vol. 1197 AISC).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    6 Citations (Scopus)

  • Customer Churn Prediction in FMCG Sector Using Machine Learning Applications

    Günesen, S. N., Şen, N., Yıldırım, N. & Kaya, T., 2021, Artificial Intelligence for Knowledge Management - 8th IFIP WG 12.6 International Workshop, AI4KM 2021, Held at IJCAI 2020, Revised Selected Papers. Mercier-Laurent, E., Owoc, M. L. & Özgür Kayalica, M. (eds.). Springer Science and Business Media Deutschland GmbH, p. 82-103 22 p. (IFIP Advances in Information and Communication Technology; vol. 614).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    8 Citations (Scopus)

  • Exploration of the Waves of Feminism Using Sentiment Based Text Mining Techniques

    Umutcan Ay, H., Nazlı Günesen, S. & Kaya, T., 2021, Intelligent and Fuzzy Techniques: Smart and Innovative Solutions - Proceedings of the INFUS 2020 Conference. Kahraman, C., Cevik Onar, S., Oztaysi, B., Sari, I. U., Cebi, S. & Tolga, A. C. (eds.). Springer, p. 850-857 8 p. (Advances in Intelligent Systems and Computing; vol. 1197 AISC).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Influencer Identification System Design Using Machine Learning Techniques

    Israfilova, E., Arslan, A., Yildirim, N. & Kaya, T., 2021, Intelligent and Fuzzy Techniques: Smart and Innovative Solutions - Proceedings of the INFUS 2020 Conference. Kahraman, C., Cevik Onar, S., Oztaysi, B., Sari, I. U., Cebi, S. & Tolga, A. C. (eds.). Springer, p. 1092-1099 8 p. (Advances in Intelligent Systems and Computing; vol. 1197 AISC).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    3 Citations (Scopus)

  • Journey Segmentation of Turkish Tobacco Users Using Sequence Clustering Techniques

    Yiğit, A. T., Kaya, T. & Doğruak, U., 2021, Intelligent and Fuzzy Techniques: Smart and Innovative Solutions - Proceedings of the INFUS 2020 Conference. Kahraman, C., Cevik Onar, S., Oztaysi, B., Sari, I. U., Cebi, S. & Tolga, A. C. (eds.). Springer, p. 79-86 8 p. (Advances in Intelligent Systems and Computing; vol. 1197 AISC).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • 2020

    Car damage analysis for insurance market using convolutional neural networks

    Artan, C. T. & Kaya, T., 2020, Intelligent and Fuzzy Techniques in Big Data Analytics and Decision Making - Proceedings of the INFUS 2019 Conference. Kahraman, C., Cevik Onar, S., Oztaysi, B., Sari, I. U., Cebi, S. & Tolga, A. C. (eds.). Springer Verlag, p. 313-321 9 p. (Advances in Intelligent Systems and Computing; vol. 1029).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    7 Citations (Scopus)

  • Decomposing the impact of sales promotions on a large scale retailer’s business performance

    Zeybek, Ö., Kaya, T., Ülengin, B. & Öztürk, I., 2020, Intelligent and Fuzzy Techniques in Big Data Analytics and Decision Making - Proceedings of the INFUS 2019 Conference. Kahraman, C., Cevik Onar, S., Oztaysi, B., Sari, I. U., Cebi, S. & Tolga, A. C. (eds.). Springer Verlag, p. 464-471 8 p. (Advances in Intelligent Systems and Computing; vol. 1029).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Football player value assessment using machine learning techniques

    Yiğit, A. T., Samak, B. & Kaya, T., 2020, Intelligent and Fuzzy Techniques in Big Data Analytics and Decision Making - Proceedings of the INFUS 2019 Conference. Kahraman, C., Cevik Onar, S., Oztaysi, B., Sari, I. U., Cebi, S. & Tolga, A. C. (eds.). Springer Verlag, p. 289-297 9 p. (Advances in Intelligent Systems and Computing; vol. 1029).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    8 Citations (Scopus)

  • Prediction of turkish super league match results using supervised machine learning techniques

    Saricaoğlu, A. E., Aksoy, A. & Kaya, T., 2020, Intelligent and Fuzzy Techniques in Big Data Analytics and Decision Making - Proceedings of the INFUS 2019 Conference. Kahraman, C., Cevik Onar, S., Oztaysi, B., Sari, I. U., Cebi, S. & Tolga, A. C. (eds.). Springer Verlag, p. 273-280 8 p. (Advances in Intelligent Systems and Computing; vol. 1029).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    4 Citations (Scopus)
  • 2018

    Makine Öǧrenmesi Yöntemleriyle Mobil Servis Deneyimi Tahmini

    Translated title of the contribution: Mobile service experience prediction using machine learning methodsYigit, I. O., Ciftci, S., Kalyoncu, F. A. & Kaya, T., 5 Jul 2018, 26th IEEE Signal Processing and Communications Applications Conference, SIU 2018. Institute of Electrical and Electronics Engineers Inc., p. 1-4 4 p. (26th IEEE Signal Processing and Communications Applications Conference, SIU 2018).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • 2010

    Fuzzy multiple criteria sustainability assessment in forest management based on an integrated AHP-TOPSIS methodology

    Dursun, P. & Kaya, T., 2010, Computational Intelligence Foundations and Applications - Proceedings of the 9th International FLINS Conference, FLINS 2010. Ruan, D., Kerre, E. E., Ruan, D., Chen, G., Li, T. & Xu, Y. (eds.). World Scientific Publishing Co. Pte Ltd, p. 438-444 7 p. (Computational Intelligence Foundations and Applications - Proceedings of the 9th International FLINS Conference, FLINS 2010).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    2 Citations (Scopus)
  • 2007

    A new batteryless active RFID system: Smart RFID

    Kaya, T. & Koser, H., 2007, 2007 1st Annual RFID Eurasia. 4368151. (2007 1st Annual RFID Eurasia).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    16 Citations (Scopus)
  • 2002

    A modified active current mirror suitable for current-mode algorithmic analog-to-digital converters

    Kaya, T. & Zeki, A., 2002, ICECS 2002 - 9th IEEE International Conference on Electronics, Circuits and Systems. p. 257-260 4 p. 1045382. (Proceedings of the IEEE International Conference on Electronics, Circuits, and Systems; vol. 1).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    2 Citations (Scopus)