User profiles for Shih-Hsi Liu

Shih-Hsi Liu

California State University, Fresno
Verified email at mail.fresnostate.edu
Cited by 3161

Exploration and exploitation in evolutionary algorithms: A survey

M Črepinšek, SH Liu, M Mernik - ACM computing surveys (CSUR), 2013 - dl.acm.org
“Exploration and exploitation are the two cornerstones of problem solving by search.” For
more than a decade, Eiben and Schippers' advocacy for balancing between these two …

A note on teaching–learning-based optimization algorithm

M Črepinšek, SH Liu, L Mernik - Information Sciences, 2012 - Elsevier
Teaching–Learning-Based Optimization (TLBO) seems to be a rising star from amongst a
number of metaheuristics with relatively competitive performances. It is reported that it …

On clarifying misconceptions when comparing variants of the artificial bee colony algorithm by offering a new implementation

M Mernik, SH Liu, D Karaboga, M Črepinšek - Information sciences, 2015 - Elsevier
Artificial Bee Colony (ABC) is a Swarm Intelligence algorithm that has obtained meta-heuristic
researchers’ attention and favor over recent years. It comprises good balance between …

Replication and comparison of computational experiments in applied evolutionary computing: common pitfalls and guidelines to avoid them

M Črepinšek, SH Liu, M Mernik - Applied Soft Computing, 2014 - Elsevier
Replicating and comparing computational experiments in applied evolutionary computing
may sound like a trivial task. Unfortunately, it is not so. Namely, many papers do not document …

[PDF][PDF] Systematics of the family Ocypodidae Rafinesque, 1815 (Crustacea: Brachyura), based on phylogenetic relationships, with a reorganization of subfamily …

…, M Türkay, R Naderloo, D Jones, MY Liu - Raffles Bulletin of …, 2016 - fiddlerkrab.url.tw
The family Ocypodidae is a group of intertidal brachyuran crabs found in tropical to temperate
seas worldwide. While the family has historically included many subfamilies, most of these …

A parameter control method of evolutionary algorithms using exploration and exploitation measures with a practical application for fitting Sovova's mass transfer model

SH Liu, M Mernik, D Hrnčič, M Črepinšek - Applied Soft Computing, 2013 - Elsevier
Exploration and exploitation are omnipresent terms in evolutionary computation community
that have been broadly utilized to explain how evolutionary algorithms perform search. …

[HTML][HTML] Maximum number of generations as a stopping criterion considered harmful

M Ravber, SH Liu, M Mernik, M Črepinšek - Applied Soft Computing, 2022 - Elsevier
Evolutionary algorithms have been shown to be very effective in solving complex optimization
problems. This has driven the research community in the development of novel, even …

A novel direct measure of exploration and exploitation based on attraction basins

J Jerebic, M Mernik, SH Liu, M Ravber… - Expert Systems with …, 2021 - Elsevier
Exploration, the process of visiting a new region in a search space, and exploitation, the
process of searching in the neighborhood of previously visited regions, are two centerpieces of …

Is a comparison of results meaningful from the inexact replications of computational experiments?

M Črepinšek, SH Liu, L Mernik, M Mernik - Soft Computing, 2016 - Springer
The main objective of this paper is to correct the unreasonable and inaccurate criticism to
our previous experiments using Teaching–Learning-Based Optimization algorithm and to …

A graph pointer network-based multi-objective deep reinforcement learning algorithm for solving the traveling salesman problem

J Perera, SH Liu, M Mernik, M Črepinšek, M Ravber - Mathematics, 2023 - mdpi.com
Traveling Salesman Problems (TSPs) have been a long-lasting interesting challenge to
researchers in different areas. The difficulty of such problems scales up further when multiple …