no code implementations • 26 Sep 2022 • Nurullah Sevim, Ege Ozan Özyedek, Furkan Şahinuç, Aykut Koç
FNet achieves competitive performances concerning the original transformer encoder model while accelerating training process by removing the computational burden of the attention mechanism.
no code implementations • 1 Sep 2022 • Mert Cemri, Tolga Çukur, Aykut Koç
While a recent study proposed a rule-based TS method for legal text, learning-based TS in the legal domain has not been considered previously.
no code implementations • 15 Mar 2022 • Bünyamin Kartal, Eray Özgünay, Aykut Koç
Just as the fractional Fourier transform (FRT) generalizes the ordinary Fourier transform (FT), we propose the joint time-vertex fractional Fourier transform (JFRT) as a generalization to the JFT.
1 code implementation • 26 Aug 2020 • Selim F. Yilmaz, E. Batuhan Kaynak, Aykut Koç, Hamdi Dibeklioğlu, Suleyman S. Kozat
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.
no code implementations • 9 Jul 2020 • Aykut Koç, Yigit E. Bayiz
Vertex multiplication, which generalizes the coordinate multiplication operation in time series signals, can be interpreted as an operator which assigns a coordinate structure to a graph.
no code implementations • 25 Apr 2019 • Çağatay Işıl, Figen S. Oktem, Aykut Koç
First, a DNN is trained to remove the HIO artifacts and is used iteratively with the HIO method to improve the reconstructions.
2 code implementations • 19 Jul 2018 • Lutfi Kerem Senel, Ihsan Utlu, Furkan Şahinuç, Haldun M. Ozaktas, Aykut Koç
In other words, we align words that are already determined to be related, along predefined concepts.