Search Results - "Goh, Siong Thye"

A new and fast implementation for null space based linear discriminant analysis by Chu, Delin, Thye, Goh Siong

“…In this paper we present a new implementation for the null space based linear discriminant analysis. The main features of our implementation include: (i) the…”
Get full text

Variational Quantum-Based Simulation of Waveguide Modes by Ewe, Wei-Bin, Koh, Dax Enshan, Goh, Siong Thye, Chu, Hong-Son, Png, Ching Eng

“…Variational quantum algorithms (VQAs) are one of the most promising methods that can be implemented on noisy intermediate-scale quantum (NISQ) machines to…”
Get full text

QROSS: QUBO Relaxation Parameter optimisation via Learning Solver Surrogates by Huang, Tian, Goh, Siong Thye, Gopalakrishnan, Sabrish, Luo, Tao, Li, Qianxiao, Lau, Hoong Chuin

“…A popular method for solving a constrained combinatorial optimisation problem is to first convert it into a quadratic unconstrained binary optimisation (QUBO)…”
Get full text

Quantum Volunteer's Dilemma by Koh, Dax Enshan, Kumar, Kaavya, Goh, Siong Thye

“…The volunteer's dilemma is a well-known game in game theory that models the conflict players face when deciding whether to volunteer for a collective benefit,…”
Get full text

A Minimax Surrogate Loss Approach to Conditional Difference Estimation by Goh, Siong Thye, Rudin, Cynthia

“…We present a new machine learning approach to estimate personalized treatment effects in the classical potential outcomes framework with binary outcomes. To…”
Get full text

A Hybrid Framework Using a QUBO Solver For Permutation-Based Combinatorial Optimization by Goh, Siong Thye, Gopalakrishnan, Sabrish, Bo, Jianyuan, Lau, Hoong Chuin

“…In this paper, we propose a hybrid framework to solve large-scale permutation-based combinatorial problems effectively using a high-performance quadratic…”
Get full text

Double-bracket quantum algorithms for high-fidelity ground state preparation by Robbiati, Matteo, Pedicillo, Edoardo, Pasquale, Andrea, Li, Xiaoyue, Wright, Andrew, Farias, Renato M. S, Giang, Khanh Uyen, Son, Jeongrak, Knörzer, Johannes, Goh, Siong Thye, Khoo, Jun Yong, Ng, Nelly H. Y, Holmes, Zoë, Carrazza, Stefano, Gluza, Marek

“…Ground state preparation is a key area where quantum computers are expected to prove advantageous. Double-bracket quantum algorithms (DBQAs) have been recently…”
Get full text

Solving Fractional Differential Equations on a Quantum Computer: A Variational Approach by Leong, Fong Yew, Koh, Dax Enshan, Kong, Jian Feng, Goh, Siong Thye, Khoo, Jun Yong, Ewe, Wei-Bin, Li, Hongying, Thompson, Jayne, Poletti, Dario

“…AVS Quantum Sci. 6, 033802 (2024) We introduce an efficient variational hybrid quantum-classical algorithm designed for solving Caputo time-fractional partial…”
Get full text

QROSS: QUBO Relaxation Parameter Optimisation via Learning Solver Surrogates by Huang, Tian, Goh, Siong Thye, Gopalakrishnan, Sabrish, Luo, Tao, Li, Qianxiao, Lau, Hoong Chuin

“…An increasingly popular method for solving a constrained combinatorial optimisation problem is to first convert it into a quadratic unconstrained binary…”
Get full text

Variational Quantum-Based Simulation of Waveguide Modes by Ewe, Wei-Bin, Koh, Dax Enshan, Goh, Siong Thye, Chu, Hong-Son, Png, Ching Eng

“…IEEE Transactions on Microwave Theory and Techniques, vol. 70, no. 5, pp. 2517-2525, May 2022 Variational quantum algorithms are one of the most promising…”
Get full text

Box Drawings for Learning with Imbalanced Data by Goh, Siong Thye, Rudin, Cynthia

“…The vast majority of real world classification problems are imbalanced, meaning there are far fewer data from the class of interest (the positive class) than…”
Get full text

Sparse Density Trees and Lists: An Interpretable Alternative to High-Dimensional Histograms by Goh, Siong Thye, Semenova, Lesia, Rudin, Cynthia

“…We present sparse tree-based and list-based density estimation methods for binary/categorical data. Our density estimation models are higher dimensional…”
Get full text