Data Analytics in Bioinformatics: A Machine Learning Perspective
Title Statements
- Full title :Data Analytics in Bioinformatics : A Machine Learning Perspective.
Edition Statements
- Publication Date:2021.
Publication Statements
- Publisher(s):John Wiley & Sons, Incorporated
- Place of Publication:Newark
- Language:eng
- Publication Date:2021.
Notes
Description based upon print version of record.
5 Plant Disease Detection Using Machine Learning Tools With an Overview on Dimensionality Reduction.
The Physical Object
- Description:1 online resource (544 p.)
Edition Identifiers
- ISBN:9781119785613, 1119785618
- oclc:on1235595818
Table of Contents
Cover -- Half-Title Page -- Series Page -- Title Page -- Copyright Page -- Contents -- Preface -- Acknowledgement -- Part 1: THE COMMENCEMENT OF MACHINE LEARNING SOLICITATION TO BIOINFORMATICS -- 1 Introduction to Supervised Learning -- 1.1 Introduction -- 1.2 Learning Process & its Methodologies -- 1.2.1 Supervised Learning -- 1.2.2 Unsupervised Learning -- 1.2.3 Reinforcement Learning -- 1.3 Classification and its Types -- 1.4 Regression -- 1.4.1 Logistic Regression -- 1.4.2 Difference between Linear & Logistic Regression -- 1.5 Random Forest -- 1.6 K-Nearest Neighbor -- 1.7 Decision Trees
1.8 Support Vector Machines -- 1.9 Neural Networks -- 1.10 Comparison of Numerical Interpretation -- 1.11 Conclusion & Future Scope -- References -- 2 Introduction to Unsupervised Learning in Bioinformatics -- 2.1 Introduction -- 2.2 Clustering in Unsupervised Learning -- 2.3 Clustering in Bioinformatics-Genetic Data -- 2.3.1 Microarray Analysis -- 2.3.2 Clustering Algorithms -- 2.3.3 Partition Algorithms -- 2.3.4 Hierarchical Clustering Algorithms -- 2.3.5 Density-Based Approach -- 2.3.6 Model-Based Approach -- 2.3.7 Grid-Based Clustering -- 2.3.8 Soft Clustering -- 2.4 Conclusion -- Referen…
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