Support Vector Machine In Chemistry

Support Vector Machine In Chemistry pdf epub mobi txt 电子书 下载 2025

出版者:World Scientific Pub Co Inc
作者:Chen, Nianyi/ Lu, Wencong/ Yang, Jie/ Li, Guozheng
出品人:
页数:331
译者:
出版时间:2004-9
价格:$ 140.00
装帧:HRD
isbn号码:9789812389220
丛书系列:
图书标签:
  • Support Vector Machine
  • Machine Learning
  • Chemistry
  • Data Analysis
  • Pattern Recognition
  • Quantitative Structure-Activity Relationship
  • QSAR
  • Molecular Modeling
  • Bioinformatics
  • Cheminformatics
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具体描述

In recent years, the support vector machine (SVM), a new data processing method, has been applied to many fields of chemistry and chemical technology. Compared with some other data processing methods, SVM is especially suitable for solving problems of small sample size, with superior prediction performance. SVM is fast becoming a powerful tool of chemometrics. This book provides a systematic approach to the principles and algorithms of SVM, and demonstrates the application examples of SVM in QSAR/QSPR work, materials and experimental design, phase diagram prediction, modeling for the optimal control of chemical industry, and other branches in chemistry and chemical technology.

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