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Data Analytics in Bioinformatics

Download or Read eBook Data Analytics in Bioinformatics PDF written by Rabinarayan Satpathy and published by John Wiley & Sons. This book was released on 2021-01-20 with total page 433 pages. Available in PDF, EPUB and Kindle.
Data Analytics in Bioinformatics
Author :
Publisher : John Wiley & Sons
Total Pages : 433
Release :
ISBN-10 : 9781119785606
ISBN-13 : 111978560X
Rating : 4/5 (06 Downloads)

Book Synopsis Data Analytics in Bioinformatics by : Rabinarayan Satpathy

Book excerpt: 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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