Sahiner, Arda
- Fast Convex Optimization for Two-Layer ReLU Networks: Equivalent Model Classes and Cone Decompositions
2022/02/02 by Aaron Mishkin, Arda Sahiner, Mishkin, Aaron +3 · 2 citations
Engineering · Computer Science · Medicine · #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques #Medical Imaging Techniques and Applications
- Vector-output ReLU Neural Network Problems are Copositive Programs: Convex Analysis of Two Layer Networks and Polynomial-time Algorithms
2020/12/24 by Arda Sahiner, Tolga Ergen, Sahiner, Arda +5 · 1 citation
Computer Science · Engineering · #Stochastic Gradient Optimization Techniques #Sparse and Compressive Sensing Techniques #Machine Learning and ELM
- Hidden Convexity of Wasserstein GANs: Interpretable Generative Models with Closed-Form Solutions
2021/07/12 by Sahiner, Arda, Ergen, Tolga, Ozturkler, Batu +4 · 1 citation
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Mathematics #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC) #electronic engineering #information engineering