Browsing by Author "Yılmaz, Selim Fırat"
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Achieving online regression performance of LSTMs with simple RNNs
Vural, Nuri Mert; İlhan, Fatih; Yılmaz, Selim Fırat; Ergüt, S.; Kozat, Süleyman Serdar (Institute of Electrical and Electronics Engineers, 2021-06-17)Recurrent neural networks (RNNs) are widely used for online regression due to their ability to generalize nonlinear temporal dependencies. As an RNN model, long short-term memory networks (LSTMs) are commonly preferred in ... -
Eskrim sporunun Türkiye’ye girişi ve Türkiye'deki tarihi
Gür, Barış; Şimşekli, Faruk; Vural, Fatma Zehra; Yılmaz, Selim Fırat; Çapa, Sinan (Bilkent University, 2017) -
Multi-label sentiment analysis on 100 languages with dynamic weighting for label imbalance
Yılmaz, Selim Fırat; Kaynak, Ergün Batuhan; Koç, Aykut; Dibeklioğlu, Hamdi; Kozat, Süleyman Serdar (Institute of Electrical and Electronics Engineers, 2021-07-19)We investigate cross-lingual sentiment analysis, which has attracted significant attention due to its applications in various areas including market research, politics, and social sciences. In particular, we introduce a ... -
Multimodal analysis of personality traits on videos of self-presentation and induced behavior
Giritlioğlu, Dersu; Mandira, Burak; Yılmaz, Selim Fırat; Ertenli, C. U.; Akgür, Berhan Faruk; Kınıklıoğlu, Merve; Kurt, Aslı Gül; Mutlu, E.; Dibeklioğlu, Hamdi (Springer, 2020)Personality analysis is an important area of research in several fields, including psychology, psychiatry, and neuroscience. With the recent dramatic improvements in machine learning, it has also become a popular research ... -
Unsupervised anomaly detection via deep metric learning with end-to-end optimization
Yılmaz, Selim Fırat (Bilkent University, 2021-07)We investigate unsupervised anomaly detection for high-dimensional data and introduce a deep metric learning (DML) based framework. In particular, we learn a distance metric through a deep neural network. Through this ...