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Data Analytics in Bioinformatics
Data Analytics in Bioinformatics

Data Analytics in Bioinformatics

A Machine Learning Perspective
Rabinarayan Satpathy, Tanupriya Choudhury, Suneeta Satpathy, Sachi Nandan Mohanty, Xiaobo Zhang
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Data Analytics in Bioinformatics

A Machine Learning Perspective
Rabinarayan Satpathy, Tanupriya Choudhury, Suneeta Satpathy, Sachi Nandan Mohanty, Xiaobo Zhang
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About This Book

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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Information

Publisher
Wiley
Year
2021
ISBN
9781119785606
Topic
Computer Science
Subtopic
Artificial Intelligence (AI) & Semantics
Edition
1

Table of contents