76 citations · 96 across the 4 of their papers we have counts for
6 papers
Reliable Extraction of Semantic Information and Rate of Innovation Estimation for Graph Signals
Mert Kalfa, Sadik Yagiz Yetim, Arda Atalik +6
Semantic signal processing and communications are poised to play a central part in developing the next generation of sensor devices and networks. A crucial component of a semantic…
Classification of Intra-Pulse Modulation of Radar Signals by Feature Fusion Based Convolutional Neural Networks
Fatih Cagatay Akyon, Yasar Kemal Alp, Gokhan Gok +1
Detection and classification of radars based on pulses they transmit is an important application in electronic warfare systems. In this work, we propose a novel deep-learning based…
Towards Goal-Oriented Semantic Signal Processing: Applications and Future Challenges
Mert Kalfa, Mehmetcan Gok, Arda Atalik +3
Advances in machine learning technology have enabled real-time extraction of semantic information in signals which can revolutionize signal processing techniques and improve their…
M-IHS: An Accelerated Randomized Preconditioning Method Avoiding Costly Matrix Decompositions
Ibrahim Kurban Ozaslan, Mert Pilanci, Orhan Arikan
Momentum Iterative Hessian Sketch (M-IHS) techniques, a group of solvers for large scale regularized linear Least Squares (LS) problems, are proposed and analyzed in detail. Propos…
Steklov Regularization and Trajectory Methods for Univariate Global Optimization
Orhan Arıkan, Regina S. Burachik, C. Yalçın Kaya
We introduce a new regularization technique, using what we refer to as the Steklov regularization function, and apply this technique to devise an algorithm that computes a global m…
Symmetry Breaking in Neuroevolution: A Technical Report
Onay Urfalioglu, Orhan Arikan
Artificial Neural Networks (ANN) comprise important symmetry properties, which can influence the performance of Monte Carlo methods in Neuroevolution. The problem of the symmetries…