Proceeding of First Doctoral Symposium on Natural Computing Research: DSNCR 2020 (Lecture Notes in Networks and Systems, 169)

Organizing Committees
	Chief Partons
	Honorary Chairs
	Honorary Co-chairs
	General Chairs
	Organization Chairs
	Organization Co-chairs
	Publication Chairs
	Publicity Chairs
	Technical Program Committee
Preface
Contents
Editors and Contributors
Machine Learning
Fake Review Detection System Through Analytics of Sales Data
	1 Introduction
	2 Literature Survey
	3 Problem Solution
		3.1 Data Collection and Pre-processing
		3.2 Feature Extraction
		3.3 Review Analysis
	4 Evaluating Results
	5 Conclusions
	References
A Building Topical 2-Gram Model: Discovering and Visualizing the Topics Using Frequent Pattern Mining
	1 Introduction
	2 Proposed Work
	3 Results
	4 Conclusion
	References
Transliteration of Residential Addresses Having Hindi, Urdu and English
	1 Introduction
	2 Literature Review
	3 System Architecture
		3.1 Moses
		3.2 IRSTLM
		3.3 GIZA++
	4 Methodology
	5 Experimental Results and Analysis
	6 Conclusion and Future Scope
	References
Deep Classification of Sound: A Concise Review
	1 Introduction
	2 Sources of Sound
		2.1 Inaudible Sound
		2.2 Audible Sound
	3 Traditional Sound Classification Techniques
		3.1 Machine Learning Approaches
	4 Deep Learning-Based Sound Classification Techniques
		4.1 Convolutional Neural Networks (CNN)
		4.2 Other Deep Neural Network Approaches
	5 Discussion
	6 Conclusion
	References
Word Sense Disambiguation for Marathi Language Using WordNet and the Lesk Approach
	1 Introduction
	2 Related Work WSD for Marathi
		2.1 Marathi WordNet
	3 Proposed System
		3.1 Lesk Approach [12]
		3.2 Lesk Algorithm with Changes
		3.3 Dataset
	4 Results and Discussion
	5 Conclusion and Future Work
	References
Particle Swarm Optimization-Based Resource Allocation in Service Composition
	1 Introduction
	2 Related Work
	3 Problem Formulation
		3.1 0/1 Multidimensional Knapsack Problem
	4 Proposed Resource Allocation Algorithm
		4.1 Modeling of Particle as Solution
		4.2 Dynamic Programming (DP) Algorithm for Web Service Resource Allocation
	5 Results and Discussion
	6 Conclusions
	References
Text Categorization of Marathi News Articles Using Machine Learning
	1 Introduction
	2 Overview of Related Work
	3 Proposed System for News Categorization
		3.1 Proposed System
		3.2 Web Crawling
		3.3 Preprocessing
		3.4 Feature Extraction
		3.5 K-NN
	4 Analysis
	5 Conclusion and Future Scope
	References
Effect of Distance Metrics on Multi-label Classification
	1 Introduction
	2 Related Work
	3 Proposed Algorithm MLFLD-MAXP
	4 Experimentation and Observations
		4.1 Multi-Label Datasets
		4.2 Experimental Work and Discussions
		4.3 Effect of Distance Metrics on Performance of Multi-label Classifier
	5 Conclusion
	References
Review Paper on Sentimental Analysis for Recommendation System
	1 Introduction
	2 Problem Formulation
		2.1 Literature Survey
	3 Problem Solution
		3.1 Sentiment Classification Method
		3.2 Machine Learning Method
		3.3 Lexicon-Based Method
	4 Comparative Analysis
	5 Conclusion
	References
Text Recognition Using K-means Clustering and Support Vector Machine
	1 Introduction
	2 Literature Review
	3 Scope of Work
	4 Overall System Architecture and Implementation
	5 Experimental Results and Discussion
	6 Conclusion
	References
An Adaptive Algorithm for Lexical Ambiguity in Word Sense Disambiguation
	1 Introduction
	2 Methodology
		2.1 Training
		2.2 Testing
		2.3 Proposed Algorithms
		2.4 Experimentation Details
	3 Results
	4 Conclusion
	References
Intrusion Detection and Prevention Using Artificial Neural Network in Wireless Sensor Networks
	1 Introduction
	2 Literature Survey
	3 Proposed Methodology
	4 Results and Discussions
		4.1 Background
		4.2 Principle
		4.3 Evaluation of ANN Classifier
		4.4 Results
	5 Conclusion
	References
Effective UI Design to Explore Poetry Literature Using Multiple Scripts for Ordinary End Users
	1 Introduction
	2 HCI Perspective for UI Design
	3 Literature Review of Present Web Portals
	4 Scope of Work
	5 Methodology—Case Study Part-I: Web Portal
	6 Methodology—Case Study Part-II: Online Mobile Application
	7 Methodology—Case Study Part-III: Offline Mobile Application
	8 Outcome and Conclusion
	References
The Products of Very Strongly Perfect Graphs and Its Applications in Machine Learning
	1 Introduction
	2 Main Results
	3 Result and Discussion
	4 Conclusion
	References
Relation Between Perfect Colouring and Chromatic Number for Snake Graph Family
	1 Introduction
	2 Main Results
		2.1 Perfect Colouring
	3 Conclusion
	References
Automation of Anomaly Detection in Warehouses: A Machine Learning-Based Approach
	1 Introduction
	2 State-of-the-Art
	3 Proposed Anomaly Detection System
		3.1 Preliminaries
		3.2 Methodology
	4 Results and Discussion
	5 Conclusions
	References
Acute-Lymphoblastic Leukemia Detection Through Deep Transfer Learning Approach of Neural Network
	1 Introduction
	2 Related Work
	3 Methodology
		3.1 Preprocessing
		3.2 Feature Extraction
		3.3 Training and Testing
	4 Results and Discussion
	5 Conclusions
	References
Internet of Things
Identifying the Most Feasible Technologies for mHealth Maternal Mortality Interventions in Sub-Saharan Africa
	1 Introduction
	2 Literature Review
	3 Methodology
	4 Results and Discussion
	5 Conclusion
	References
Computational Intelligence Techniques for Energy Management in Cloud Data Centers
	1 Introduction
	2 Energy Management in Cloud Datacenters
	3 Proposed Method
	4 Comparative Analysis of Various Techniques on Energy Management in Cloud Data Centers
	5 Research Motivation
	6 Conclusion
	References
Trust Computation Model for IoT Devices Using Machine Learning Techniques
	1 Introduction
	2 Literature Survey
	3 Proposed System Design
		3.1 Co-location Relationship (CLR)
		3.2 Co-work Relationship (CWR)
		3.3 Cooperativeness, Frequency and Duration (CFD)
		3.4 Reward System (RS)
		3.5 Mutuality and Centrality (MC)
		3.6 Community of Interest (CoI)
	4 Results and Discussions
	5 Conclusions
	6. References
Approximate Localization of Non-cooperative Moving Target in Outdoor Deterministic Directional Passive Sensor Networks
	1 Introduction
	2 Problem Formulation
		2.1 Dynamic Model of the Target
		2.2 Sensing System
	3 Non-Cooperative Target Localization Method
		3.1 Approximate Estimation Method
	4 Network Simulation Requirements
		4.1 Proposed Algorithm
	5 System Simulation
		5.1 Analysis of System Simulation Results
	6 Hardware Realization of the System
		6.1 Hardware Results
	7 Conclusions
	References
Formal Proof of Node Level Trust Evaluation in Wireless Sensor Network
	1 Introduction
		1.1 Motivation
		1.2 Outline
	2 Related Work
	3 Preliminaries
	4 NLTE Algorithm
	5 Formal Proof
		5.1 Proof by Contraposition
		5.2 Proof by Contradiction
		5.3 Argumentative Proof
	6 Conclusion
	References
Present State of the Art on Secure Data Deduplication in Cloud
	1 Introduction
	2 Deduplication
	3 Secure Data Dedupliction Methods
		3.1 Secure Deduplication Based on Attribute-Based Storage
		3.2 Randomized Tag for Data Deduplication
		3.3 Secure Deduplication Versus Dynamic Ownership Management
		3.4 ALG-Dedupe
		3.5 Deduplication Based on ABE
		3.6 Deduplication with Improved Reliability
		3.7 Compression Sensing and Chaos-Based Approach
		3.8 Compressive Sensing with Embedding Cryptographic Primitives
		3.9 Hybrid Algorithm for Image Compression and Encryption
		3.10 2D Compressive Sensing-Based Compression and Encryption
		3.11 Hyper-Chaotic System and 2D Compressive Sensing
		3.12 Block Compressed Sensing
		3.13 Compressive Sensing-Based Encryption
		3.14 Parallel Approach Based on Compressive Sensing
		3.15 Compressive Sensing with Non-uniform Sampling
	4 Performance Analysys
	5 Research Issues
	6 Conclusion and Future Work
	References
Information Security
Efficient Handling of Distributed Data Vending Through Blockchains
	1 Introduction
	2 Literature Survey
	3 Proposed Methodology
	4 Mathematical Modeling
	5 Result and Discussion
	6 Conclusion
	References
Video Interpretation for Cost-Effective Remote Proctoring to Prevent Cheating
	1 Introduction
	2 Literature Survey
	3 Proposed Method
		3.1 Examinee Verification
		3.2 Checking Candidate Presence
		3.3 Multiple People Attempting the Exam
		3.4 Prohibited Object Detection
		3.5 Difficult Level of Cheating
	4 Dataset Used
	5 Experimental Result
		5.1 Evaluation of Examine
		5.2 Evaluation of Absence of Examine
	6 Conclusion
	References
Fundamentals, Present and Future Perspectives of Quality of Work Life
	1 Introduction
	2 Importance of QWL
	3 Components of Quality of Work Life
	4 Models of QWL
	5 Methods to Improve QWL
	6 Impact of QWL
		6.1 Impact of AI in QWL
		6.2 Impact of Big Data analytics in QWL
	7 Conclusion
	References
Forensic Analysis of E-mail for Authorship Attribution: Research Perspective
	1 Introduction
	2 Existing Methodology for Author Attribution
	3 Related Work
	4 Methodology
	5 Conclusions
	References
Review of Challenges for Short-Term Vehicular Traffic Forecasting
	1 Introduction
	2 Overview of Short-Term Traffic Parameter Forecasting
	3 Challenges
		3.1 Traffic Parameter Forecasting
		3.2 Quality Data Collection and Integration Across Road Network
		3.3 Spatio-Temporal Dependencies of Model Selection
		3.4 System Characteristics
		3.5 Integrating Artificial Intelligence (AI) Models in the Scheme
		3.6 Route Choice
	4 Conclusions
	References
Critical and Comparative Analysis of DoS and Version Number Attack in Healthcare IoT System
	1 Introduction
	2 Related Work
	3 Attack Experimentation
		3.1 Performance of Reference Network After Version Number Attack
		3.2 Performance of Reference Network After DoS Attack
	4 Observations
	5 Proposed Security Solution
	6 Conclusion
	References
Comparative Analysis of IoT Application Layer Protocols for Healthcare Data Transmission System
	1 Introduction
	2 Literature Survey
	3 Result and Discussions
	4 Conclusion
	References
Crime Identification by Geofencing Enforcing Co-operative Platform
	1 Introduction
	2 Literature Survey
	3 Functionality
	4 Methods and Material
		4.1 Client–Server Architecture
		4.2 Server Operation
	5 Results
		5.1 Client Activity
		5.2 Notification Alert
	6 Security Analysis
		6.1 Location Spoofing
		6.2 HTTP Modification via Active Traffic Interceptions
		6.3 Code De-Compilation and Modification
	7 Conclusions
	References
Computer Networking
Security Enhancement in Route Once and Cross-Connect Many (ROACM) Protocol
	1 Introduction
	2 Literature Survey
		2.1 Gap Analysis
	3 Proposed Methodology
		3.1 Architecture
		3.2 Algorithms
	4 Mathematical Modeling
	5 Result and Discussion
	6 Conclusion
	References
Novel Approach for Task Scheduling of HPC Applications Using SDN
	1 Introduction
	2 Related Literature
		2.1 HPC Challenges on Cloud
	3 Proposed System
		3.1 Task Generation
		3.2 HPC Task Scheduler for SDN Enabled Network
	4 Experimental Work
	5 Conclusion and Future Scope
	References
Performance Evaluation of Routing Protocols in Mobile Ad-Hoc Networks
	1 Introduction
	2 Performance Evaluation
		2.1 Performance Metrics
	3 Simulation Results
	4 Conclusions
	References
Analysis of Shallow Neural Network for the Lung Cancer Detection Using CT—Scan Images
	1 Introduction
	2 Review of Related Work
	3 Database Used
	4 Method
		4.1 Data Processing
		4.2 Feature Extraction
		4.3 Backpropagation
	5 Experimental Result
		5.1 Genetic Algorithm with Backpropagation
	6 Conclusion
	References
The Comparative Analysis of Position-Aware and Optimized-Link State Protocols in Crossbreed Mesh Network
	1 Introduction
	2 Related Work
		2.1 AODV: Ad-Hoc On-Demand Distance Vector Routing Protocol
		2.2 DSR: Dynamic Routing Protocol
	3 Several Attacks in WMNs
		3.1 Wormhole Attack
		3.2 Denial of Service (DoS) Attack
	4 Proposed Algorithm Using Optimization Secured Optimized-Link State Routing: OSOLSR
	5 Comparative Result Discussion
	6 Conclusion and Future Scope
	References
Optimization of Network Functions Using Static and Heuristic Approach in Software-Defined Network
	1 Introduction
	2 Previous Work
	3 Implementation
	4 Methods and Algorithms
	5 Results
	6 Application
	7 Conclusion
	References
NHAP-RZLEACH-Based Hybrid Framework to Enhance Network Lifetime in Wireless Sensor Networks
	1 Introduction
	2 Related Work
	3 System Model
		3.1 Selection of Rendezvous Node
		3.2 Selection of RZ-Node-Based Algorithm
		3.3 Selection of Cluster Head
		3.4 Data Aggregation
		3.5 Routing
	4 Simulation
	5 Results and Analysis
	6 Conclusion and Future Scope
	References
Traffic Zone Warning and Violation Detection Using Mobile Computing
	1 Introduction
	2 Literature Review
		2.1 Gap Analysis
	3 Proposed Methodology
	4 Mathematical Modeling
	5 Formula
	6 Results and Discussion
	7 Conclusion and Future Scope
	References
Image Processing
Embedded Model for Predicting Quality of Soil
	1 Introduction
	2 Problem Statement
	3 Literature Survey
	4 Proposed System
		4.1 Temperature Sensor
		4.2 Moisture Sensor
	5 4 PH Sensor
	6 Proposed Model Framework
	7 Proposed Model Framework
	8 Future Scope
	9 Conclusion
	References
Prediction of Chronic Kidney Disease Data Using Clustering Techniques—A Comparative Approach
	1 Introduction
	2 Research Methodology
	3 Result and Discussion
		3.1 A. Proposed Novel Clustering Module of Ckd Health Prediction
	4 Conclusion
	References
Real-Time Powdery Mildew Crop Disease Monitoring Using Risk Index Theory-Based Decision Support System
	1 Introduction
	2 Related Work
	3 Proposed Methodology
	4 Experimental Study
	5 Results
	6 Conclusion and Future Work
	References
A Comprehensive Review on Machine Learning Approaches for Prediction of Gestational Diabetes Mellitus
	1 Introduction
	2 Materials and Methods
		2.1 Role of ML and DM Techniques for GDM Prediction
		2.2 Characteristics of a Data Set
		2.3 Machine Learning Classifiers
		2.4 Performance Analysis
		2.5 Result
	3 Result and Discussion
	4 Conclusion
	References
Content-Based Near-Duplicate Video Detection Using Density-Based Clustering: OR-DBSCAN
	1 Introduction
	2 Proposed NDVD System
		2.1 System Overview
		2.2 Module Wise Description
	3 Result Analysis
		3.1 Experimental Setting and Analysis
		3.2 Testing
	4 Conclusion
	References
Haze Visibility Enhancement of Image Using Dark Channel Prior
	1 Introduction
	2 Perceivability Detection Principle of Dark Channel Prior Method
	3 The Proposed Dark Channel Prior Algorithm
	4 The Transmission Calculation
	5 Experimental Results
	6 Conclusion
	References
Author Index