2 papers
cs.LG2024
Intuitive Analysis of the Quantization-based Optimization: From Stochastic and Quantum Mechanical Perspective
Jinwuk Seok, Changsik Cho
In this paper, we present an intuitive analysis of the optimization technique based on the quantization of an objective function. Quantization of an objective function is an effect…
cs.LG2022
Quantization-Based Optimization: Alternative Stochastic Approximation of Global Optimization
Jinwuk Seok, Chang Sik Cho
In this study, we propose a global optimization algorithm based on quantizing the energy level of an objective function in an NP-hard problem. According to the white noise hypothes…