Książka Data Analytics in Bioinformatics - A Machine Learning Perspective Rabi Narayan Satapathy

Data Analytics in Bioinformatics - A Machine Learning Perspective

Język: Angielski
Oprawa: Twarda
Dostępność: Dostępna u dostawcy
Wysyłamy za 14-20 dni
941.35
Machine learning techniques are increasingly being used to address problems in computational biology...

Informacje o książce

Język
Angielski
Oprawa
Książka - Twarda
Data wydania
2021
strony
544
EAN
9781119785538
ISBN
1119785537
Enbook ID
33200943
Waga
866
Wymiary
160 x 242 x 34

Pełny opis

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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