Cenk Baykal

Training Support Vector Machines using Coresets

2017 · arXiv (Cornell University)

We present a novel coreset construction algorithm for solving classification tasks using Support Vector Machines (SVMs) in a computationally efficient manner. A coreset is a weighted subset of the original data points that provably approximates …

Graph Belief Propagation Networks

2021 · arXiv (Cornell University)

With the wide-spread availability of complex relational data, semi-supervised node classification in graphs has become a central machine learning problem. Graph neural networks are a recent class of easy-to-train and accurate methods for this problem …