2 papers
quant-ph2023
Quantization-based Optimization with Perspective of Quantum Mechanics
Jinwuk Seok, Changsik Cho
Statistical and stochastic analysis based on thermodynamics has been the main analysis framework for stochastic global optimization. Recently, appearing quantum annealing or quantu…
cs.LG2021
Stochastic Learning Equation using Monotone Increasing Resolution of Quantization
Jinwuk Seok, Jeong-Si Kim
In this paper, we propose a quantized learning equation with a monotone increasing resolution of quantization and stochastic analysis for the proposed algorithm. According to the w…