Main description:

This book facilitates both the theoretical background and applications of fuzzy, intuitionistic fuzzy and rough, fuzzy rough sets in the area of data science. This book provides various individual, soft computing, optimization and hybridization techniques of fuzzy and intuitionistic fuzzy sets with rough sets and their applications including data handling and that of type-2 fuzzy systems. Machine learning techniques are effectively implemented to solve a diversity of problems in pattern recognition, data mining and bioinformatics. To handle different nature of problems, including uncertainty, the book highlights the theory and recent developments on uncertainty, fuzzy systems, feature extraction, text categorization, multiscale modeling, soft computing, machine learning, deep learning, SMOTE, data handling, decision making, Diophantine fuzzy soft set, data envelopment analysis, centrally measures, social networks, Volterra-Fredholm integro-differential equation, Caputo fractional derivative, interval optimization, decision making, classification problems. This book is predominantly envisioned for researchers and students of data science, medical scientists and professional engineers.

Contents:

Fuzzy Sets and Rough Sets: A Mathematical NarrativeMihir Kumar Chakraborty
Enhancing the Prediction of Anti-cancer Peptides by Suitable FeatureExtraction and FRFS with ACO Search Followed by ResamplingAnoop Kumar Tiwari, Rakesh Kumar Pandey, Shivam Shreevastava and Tanmoy Som
New Methods of Vagueness and Uncertainty Quantification in Lattice Boltzmann Method based Solute Transport ModelTushar Kanti Pal, Debabrata Datta and R. K. Bajpai
Fuzzy Rough Set-based Feature Selection for Text CategorizationAnanya Gupta and Shahin Ara Begum
An Extensive Survey on Detection of Malaria Parasites in Patients based on Fuzzy ApproachesDivya Srivastava, Samya Muhuri, Shashank Sheshar Singh and Madhushi Verma
Application of Feature Extraction and Feature Selection followed by SMOTE to Improve the Prediction of DNA Binding ProteinsShivam Shreevastava, Anoop Kumar Tiwari, Neelam Kumari, Arti Malik and Tanmoy Som
Perspectives of Soft Computing in Multiscale Fluid Flow SystemsDebabrata Datta and Tushar Kanti PalVarious Generalizations of Fuzzy Sets in the Context of Soft Computing and Decision MakingSunil Jacob John
A Linear Diophantine Fuzzy Soft Set based Decision Making Approach using Revised Max-Min Average Composition MethodG. Punnam Chander and Sujit Das
Recent Developments in Fuzzy Dynamic Data Envelopment Analysis and Its ApplicationsRajinder Kaur and Jolly Puri
Role of Centrality Measures in Link Prediction on Fuzzy Social NetworksShashank Sheshar Singh, Madhushi Verma, Samya Muhuri and DivyaSrivastava
Interval Solutions of Fractional Integro-Differential Equations by using Modifed Adomian Decomposition MethodK.N. Rao and S. Chakraverty
Generalized Hukuhara Subdifferentiability for Convex Interval-valued Functions and its Applications in Nonsmooth Interval OptimizationKrishan Kumar, Debdas Ghosh and Anshika
Rules Based Classifier for Identifying Fake Reviews in E-Commerce: Deep Learning SystemSaleh Nagi Alsubari, Sachin N. Deshmukh, Theyazn H.H. Aldhyani, Abdullah H. Al-nefaie and Melfi Alrasheedi