Meta Heuristic Techniques in Software Engineering and Its Applications : METASOFT 2022 / edited by Mihir Narayan Mohanty, Swagatam Das, Mitrabinda Ray, Bichitrananda Patra.

Format:

Book

Contributor:

Mohanty, Mihir Narayan, editor.

Series:

Artificial Intelligence-Enhanced Software and Systems Engineering, 2731-6033 ; 1

Language:

English

Subjects (All):

Computational intelligence.

Software engineering.

Artificial intelligence.

Computational Intelligence.

Software Engineering.

Artificial Intelligence.

Local Subjects:

Computational Intelligence.

Software Engineering.

Artificial Intelligence.

Physical Description:

1 online resource (368 pages)

Edition:

1st ed. 2022.

Place of Publication:

Cham : Springer International Publishing : Imprint: Springer, 2022.

System Details:

Mode of access: World Wide Web.

Summary:

This book discusses an integration of machine learning with metaheuristic techniques that provide more robust and efficient ways to address traditional optimization problems. Modern metaheuristic techniques, along with their main characteristics and recent applications in artificial intelligence, software engineering, data mining, planning and scheduling, logistics and supply chains, are discussed in this book and help global leaders in fast decision making by providing quality solutions to important problems in business, engineering, economics and science. Novel ways are also discovered to attack unsolved problems in software testing and machine learning. The discussion on foundations of optimization and algorithms leads beginners to apply current approaches to optimization problems. The discussed metaheuristic algorithms include genetic algorithms, simulated annealing, ant algorithms, bee algorithms and particle swarm optimization. New developments on metaheuristics attract researchers and practitioners to apply hybrid metaheuristics in real scenarios.

Contents:

Performance analysis of Heuristic optimization algorithms for Transportation problem

Source Code Features Based Branch Coverage Prediction using Ensemble Technique

Implicit Methods of Multi-Factor Authentication

Comparative Analysis of different Classifiers Using Machine Learning Algorithm for Diabetes Mellitus

Survey on Machine Learning Techniques for Software Reliability Accuracy Prediction

Classification of Pest in Tomato Plants using CNN

Deep Neural Network Approach For Identifying Good Answers in Community Platforms

Time Series Analysis of SAR-Cov-2 virus in India using Facebook’s Prophet

Model-Based Smoke Testing Approach of Service Oriented Architecture (SOA)

Role of Hybrid Evolutionary Approaches for Feature Selection in Classification: A Review

Evaluation of Deep Learning Models for Detecting Breast Cancer using Mammograms

Evaluation of Crop Yield Prediction using arsenal and Ensemble Machine learning algorithms

Notification Based Multichannel MAC(NM-MAC) Protocol for Wireless Body Area Network

A multi Brain Tumor Classification using a Deep Reinforcement Learning Model

A Brief Analysis on Security in Healthcare Data using Blockchain

A Review on Test Case Selection, Prioritization and Minimization in Regression Testing

Artificial Intelligence Advancement in Pandemic Era

Predictive technique for Identification of Diabetes using Machine Learning

Prognosis of Prostate Cancer Using Machine Learning

Sign language Detection Using Tensorflow Object Detection

Automated Test Case Prioritization using Machine Learning

A New Approach To Solve Linear Fuzzy Stochastic Differential Equation

An Improved Software Reliability Prediction Model by Using Feature Selection and Extreme Learning Machine

Signal Processing Approaches for Encoded Protein Sequences in Gynaecological Cancer Hotspot Prediction: A Review

DepNet: Deep Neural Network based model for Estimating the Crowd Count

Dynamic Stability enhancement of Power system by Sailfish Algorithm tuned fractional SSSC control action

Application of Machine Learning Model Based Techniques for Prediction of Heart Diseases

Software Effort and Duration Estimation using SVM and Logistic Regression

A framework for ranking cloud services based on an integrated BWM-Entropy-TOPSIS Method

An Efficient and Delay-Aware Path Construction Approach Using Mobile Sink in Wireless Sensor Network

Application of Different Control Techniques of multi-area Power Systems

Analysis of An Ensemble Model For Network Intrusion Detection

D2D Resource Allocation for Joint Power Control in Heterogeneous Cellular Networks

Prediction of Covid-19 Cases in Kerala based on meteorological parameters using BiLSTM Technique.

Notes:

Includes bibliographical references and index.

Other Format:

Print version: Mohanty, Mihir Narayan Meta Heuristic Techniques in Software Engineering and Its Applications

ISBN:

3-031-11713-1

OCLC:

1348287703