Application of knowledge information processing methods to biochemical engineering, biomedical and bioinformatics fields.

Taizo Hanai, Hiroyuki Honda

研究成果: Contribution to journalReview article査読

8 被引用数 (Scopus)

抄録

In biochemical and biomedical engineering fields there are a variety of phenomena with many complex chemical reactions, in which many genes and proteins affect transcription or enzyme activity of others. It is difficult to analyze and estimate many of these phenomena using conventional mathematical models. Recently some knowledge information processing methods, such as the artificial neural network (ANN), fuzzy reasoning, fuzzy neural network (FNN), fuzzy adaptive resonance theory (fuzzy ART) and the genetics algorithm (GA), were developed in the computer science field and have been applied to analysis in a variety of research fields. In this chapter, these methods will be briefly reviewed. Next, the application of these methods in the biochemical field will be introduced, instancing two examples in actual industrial processes. In addition, the application in the biomedical and bioinformatics field as another attractive field will be reviewed. Two examples are our research such as the prediction of prognosis for cancer patients from DNA microarray data using FNN and gene clustering for DNA microarray data using fuzzy ART.

本文言語英語
ページ(範囲)51-73
ページ数23
ジャーナルAdvances in biochemical engineering/biotechnology
91
DOI
出版ステータス出版済み - 2004

All Science Journal Classification (ASJC) codes

  • Biotechnology
  • Bioengineering
  • Applied Microbiology and Biotechnology

フィンガープリント 「Application of knowledge information processing methods to biochemical engineering, biomedical and bioinformatics fields.」の研究トピックを掘り下げます。これらがまとまってユニークなフィンガープリントを構成します。

引用スタイル