Intelligent Computing and Networking : Proceedings of IC-ICN 2022 / edited by Valentina Emilia Balas, Vijay Bhaskar Semwal, Anand Khandare.

Format:

Book

Contributor:

Balas, Valentina Emilia, editor.

Semwal, Vijay Bhaskar, editor.

Khandare, Anand, editor.

Series:

Lecture Notes in Networks and Systems, 2367-3389 ; 632

Language:

English

Subjects (All):

Computer engineering.

Computer networks.

Computational intelligence.

Artificial intelligence.

Quantitative research.

Cloud computing.

Computer Engineering and Networks.

Computational Intelligence.

Artificial Intelligence.

Data Analysis and Big Data.

Cloud Computing.

Local Subjects:

Computer Engineering and Networks.

Computational Intelligence.

Artificial Intelligence.

Data Analysis and Big Data.

Cloud Computing.

Physical Description:

1 online resource (246 pages)

Edition:

1st ed. 2023.

Place of Publication:

Singapore : Springer Nature Singapore : Imprint: Springer, 2023.

Summary:

This book gathers high-quality peer-reviewed research papers presented at the International Conference on Intelligent Computing and Networking (IC-ICN 2022), organized by the Computer Department, Thakur College of Engineering and Technology, in Mumbai, Maharashtra, India, on February 25–26, 2022. The book includes innovative and novel papers in the areas of intelligent computing, artificial intelligence, machine learning, deep learning, fuzzy logic, natural language processing, human–machine interaction, big data mining, data science and mining, applications of intelligent systems in healthcare, finance, agriculture and manufacturing, high-performance computing, computer networking, sensor and wireless networks, Internet of Things (IoT), software-defined networks, cryptography, mobile computing, digital forensics and blockchain technology.

Contents:

Intro

Preface

Contents

Editors and Contributors

Implementation of a PID Controller for Autonomous Vehicles with Traffic Light Detection in CARLA

1 Introduction

2 Related Work

3 Methodology

4 Implementation of PID Controller

5 Traffic Light Detection

6 Combined Framework

7 Result and Discussion

7.1 PID Controller

8 Traffic Light Detection

9 Combined Framework

10 Conclusion

References

Binary Classification for High Dimensional Data Using Supervised Non-parametric Ensemble Method

2 Implementation

3 Results

3.1 Analysis of Data

3.2 Precision and Recall

3.3 F-Score

3.4 Receiver Operating Characteristic

4 Conclusion

Deep Linear Discriminant Analysis with Variation for Polycystic Ovary Syndrome Classification

2 Methodology

2.1 First Phase

2.2 Second Phase

3.1 Accuracy and Loss for First Phase

3.2 Accuracy and Loss for Second Phase

3.3 Precision

3.4 Recall

3.5 F-Score

Improved Helmet Detection Model Using YOLOv5

2 Literature Survey

3 Architecture of YOLOv5

4 Proposed System

5 Results and Discussion

5.1 Experimental Environment

5.2 Dataset

5.3 Results

6 Conclusion

Stock Market Trend Prediction Along with Twitter Sentiment Analysis

3 Dataset

3.1 Yahoo Finance

3.2 Twitter Sentiment Analysis

3.3 Standardization

4 Work Flow Diagram

5 Methodology

5.1 Stock Trend Predication

5.2 Twitter Sentiment Analysis

6 Experimental Results

7 Conclusion

A Study on MQTT Protocol Architecture and Security Aspects Within IoT Paradigm

1 Introduction to MQTT Protocol

1.1 MQTT Protocol Architecture

1.2 Why MQTT?.

2 Security Aspects Within MQTT

2.1 Identity

2.2 Authentication

2.3 Authorization

3 X.509 Client Certificate Authentication Within MQTT

3.1 Certificate Provisioning

3.2 Certification Revocation List

3.3 X.509 Certificate for Authentication and Authorization

3.4 OAuth2.0 Within MQTT

4 Payload Encryption

4.1 E2E (End-To-End)Encryption

4.2 Client to Broker Encryption

5 Conclusion

Comparative Analysis of Different Block Chain Technology to Improve the Security in Social Network

2 Literature Review

3 Proposed Methodology

4 Security Process Using SNS Model Dapps, &amp

BCOSN's Architecture

5 Comparison of Different Security Features in Blockchain for Social Network

Euphonia: Music Recommendation System Based on Facial Recognition and Emotion Detection

3 Problem Statement

4 Architecture

5 Algorithm

6 Results and Discussion

Improvement of Makespan and TCTime in Dynamic Job Ordering and Slot Utilization for MapReduce Workloads

3 Proposed System

4 Experimental Results

5 Conclusion and Future Work

Identification and Detection of Plant Disease Using Transfer Learning

3 A Taxonomy on Deep Learning

4 Proposed Method

5 Result &amp

Conclusion

Blockchain Based E-Voting System

2 Concept of Blockchain

2.1 Working of Blockchain

2.2 Characteristics of Blockchain

3 Existing Methodology

3.1 Traditional Ballot Paper System

3.2 EVM

3.3 E-Voting

3.4 Blockchain a Better Technology for E-Voting

4 Literature Review

5 Proposed System

6 Result and Discussion

References.

An Intelligent Voice Assistant Engineered to Assist the Visually Impaired

2 The Proposed System

2.1 Wearable Wrist Device

2.2 Voice Assistant

2.3 Companion Mobile Application

3 Architecture and Algorithms

3.1 Optical Character Recognition

3.2 Fruit Ripeness Detection

3.3 Object Detection

4 Result and Discussion

5 Conclusion and Future Scope

Analysis of Python Libraries for Artificial Intelligence

2 Tools in Python Aiding to Artificial Intelligence

2.1 Numpy

2.2 Pandas

2.3 MatPlotlib

2.4 Seaborn

2.5 Scikit

2.6 TensorFlow

2.7 Keras

2.8 Theano

2.9 PyTorch

2.10 NLTK

3 Comparative Analysis

Annual Rainfall Prediction of Maharashtra State Using Multiple Regression

3 Regression

3.1 Support Vector Machines (SVM) for Regression

3.2 Artificial Neural Network

4 Study Area

5 Data Collection

6 Analysis of Rainfall Pattern

7 Methodology

8 Results Analysis and Discussion

9 Conclusion

Automated Healthcare System Using AI Based Chatbot

2 Motivation

3 Literature Review

4 Methodology

4.1 Data Collection

4.2 Pre-processing the Data Using NLP

4.3 Machine Learning Model

5 Evaluation Metrics

Winner Prediction of Football Match Using Machine Learning

1 Problem Description

4 Dataset

4.1 Description

4.2 Exploratory Data Analysis

4.3 Data Pre-processing

5 Choice of Model (Algorithms)

6 Testing and Training (Evaluation Metrics)

8 Future Scope

RaktaSeva-An App for Civilians and Blood Banks

1 Introduction.

2 Literature Survey

3 Existing Systems

3.1 Friend2Support.org

3.2 Save Life Connect

3.3 e-RaktKosh

4 Proposed Work

5 Implementation

Prediction of Anemia Disease Using Machine Learning Algorithms

2 Problems Faced

4 Technology Used

5 Result and Discussion

Author Index.

Notes:

Includes bibliographical references and index.

Other Format:

Print version: Balas, Valentina Emilia Intelligent Computing and Networking

ISBN:

981-9900-71-9

OCLC:

1373988652