کتاب دانلود کتب لاتین علوم حیاتبیوانفورماتیک
آنالیز داده ها در بیوانفورماتیک - چشم انداز یادگیری ماشین
آنالیز داده ها در بیوانفورماتیک - چشم انداز یادگیری ماشین

Data Analytics in Bioinformatics - A Machine Learning Perspective
سال انتشار: 2021
تعداد صفحات: 521
زبان فایل: English
فرمت فایل: pdf
حجم فایل: 26MB

دانلود رایگان

Publisher : Wiley-Scrivener

ISBN-10 : 1119785537

ISBN-13 : 978-1119785538

ASIN : B08TR1F689

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.