Data Analytics in Bioinformatics:A Machine Learning Perspective

生物信息学中的数据分析

计算机科学技术基础学科

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1900.00
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发货周期:预计3-5周发货
作      者
出  版 社
出版时间
2021年01月28日
装      帧
精装
ISBN
9781119785538
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页      码
544
开      本
15.24 x 22.86 cm.
语      种
英文
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图书简介
Machine learning techniques are increasingly being used to address problems in computational biology and bioinformatics. Novel machine learning computational techniques to analyze high throughput data in the form of sequences, gene and protein expressions, pathways, and images are becoming vital for understanding diseases and future drug discovery. Machine learning techniques such as Markov models, support vector machines, neural networks, and graphical models have been successful in analyzing life science data because of their capabilities in handling randomness and uncertainty of data noise and in generalization. Machine Learning in Bioinformatics compiles recent approaches in machine learning methods and their applications in addressing contemporary problems in bioinformatics approximating classification and prediction of disease, feature selection, dimensionality reduction, gene selection and classification of microarray data and many more.
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