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Watada Junzo

Affiliate Master Shimonoseki City University

Introduction of Bio Computing Technology To Rule Reduction for Rough Set Method

Journal of Intelligence Science in Local Research Volume 1 Issue 2 Page 84-103
published_at 2025-03-31
ラフ集合・ルールリダクションへのバイオ計算技術の導入
[fulltext] 1.26 MB
Title
ラフ集合・ルールリダクションへのバイオ計算技術の導入
Introduction of Bio Computing Technology To Rule Reduction for Rough Set Method
Abstract
Rough set methods are often used to reduce decision rules. Specific techniques using rough sets are used as a method for extracting decision rules. However, when dealing with many decision rules, the computational load becomes an issue. The problem of calculating all minimum-length decision rules is a NP-hard problem with combinatorial explosion. To address this computational challenge, this article describes a method to introduce biocomputing technology. This method applies DNA molecular technology to the reduction of decision rules, and can effectively reduce the computational complexity of the problem. Since L.M. Adleman pioneered the concept of the biological computing paradigm in 1998, this technology has provided the ability to develop new problem-solving algorithms by utilizing and implementing them in existing algorithms. However, algorithms using interdisciplinary DNA molecular technology for industrial engineering decision-making problems are still limited to areas where DNA is used in a limited way, and it cannot be said that they are widely used as a computational technology. This article describes the mechanisms and techniques of molecular engineering that manipulate DNA molecular structures and properties, and introduces the use of general molecular algorithms. In particular, we describe an algorithm we developed to minimize decision rules for minimum rule searches of rough sets.
Creators Watada Junzo
Affiliate Master Shimonoseki City University
[kakenhi]25501
Creators Sakai Hiroshi
Affiliate Master Shimonoseki City University
[kakenhi]25501
Creators Matsumoto Yoshiyuki
Affiliate Master Shimonoseki City University
[kakenhi]25501
Source Identifiers [EISSN] 2759-1158
Creator Keywords
DNA計算 決定ルール削減 NP困難問題 有向グラフ DNAラフ集合計算 エンコーディングプロセス デオキシリボ核酸 含窒素塩基 水素結合 DNA computation decision rule reduction NP-hard problems directed graphs DNA rough set computation encoding process deoxyribonucleic acid nitrogenous bases hydrogen bonds
Resource Type journal article
Publishers Shimonoseki City University
Date Issued 2025-03-31
File Version Version of Record
Access Rights open access