ModEx: a general purpose computer model exploration system

TY - JOUR

T1 - ModEx: a general purpose computer model exploration system

AU - Younesy, Hamid

AU - Pober, Joseph

AU - Möller, Torsten

AU - Karimi, Mohammad M.

N1 - Funding Information: HY and JP developed the software. HY wrote the original manuscript. TM edited and revised the manuscript and was responsible for supervision, and funding acquisition. MK supervised the bioinformatics case study and was responsible for funding acquisition. All authors contributed to the article and approved the submitted version. Publisher Copyright: Copyright © 2023 Younesy, Pober, Möller and Karimi.

PY - 2023

Y1 - 2023

N2 - We present a general purpose visual analysis system that can be used for exploring parameters of a variety of computer models. Our proposed system offers key components of a visual parameter analysis framework including parameter sampling, deriving output summaries, and an exploration interface. It also provides an API for rapid development of parameter space exploration solutions as well as the flexibility to support custom workflows for different application domains. We evaluate the effectiveness of our system by demonstrating it in three domains: data mining, machine learning and specific application in bioinformatics.

AB - We present a general purpose visual analysis system that can be used for exploring parameters of a variety of computer models. Our proposed system offers key components of a visual parameter analysis framework including parameter sampling, deriving output summaries, and an exploration interface. It also provides an API for rapid development of parameter space exploration solutions as well as the flexibility to support custom workflows for different application domains. We evaluate the effectiveness of our system by demonstrating it in three domains: data mining, machine learning and specific application in bioinformatics.

UR - http://www.scopus.com/inward/record.url?scp=85174799304&partnerID=8YFLogxK

U2 - 10.3389/fbinf.2023.1153800

DO - 10.3389/fbinf.2023.1153800

M3 - Article

SN - 2673-7647

VL - 3

JO - Frontiers in Bioinformatics

JF - Frontiers in Bioinformatics

M1 - 1153800

ER -