Note: Intro -- Foreword -- References -- Preface -- Contents -- 1 Introduction to Fusion of Machine Learning Paradigms -- 1.1 Editorial -- References -- Part I Recent Application Areas of Fusion of Machine Learning Paradigms -- 2 Artificial Intelligence as Dual-Use Technology -- 2.1 Introduction -- 2.2 What Is DUT -- 2.3 AI: Concepts, Models and Technology -- 2.4 Agent-Based AI and Autonomous System -- 2.4.1 Basic Model of Agent-Based AI -- 2.4.2 Conceptual Model of Autonomous Weapon System -- 2.5 Dual-Use Technology and DARPA -- 2.5.1 Historical View and Role of DARPA -- 2.5.2 DARPA's Contribution to DUT R& -- D on AI -- 2.6 DARPA-Like Organizations in Major Countries -- 2.7 Dual-Use Dilemma -- 2.8 Concluding Remarks -- References -- 3 Diabetic Retinopathy Detection Using Transfer and Reinforcement Learning with Effective Image Preprocessing and Data Augmentation Techniques -- 3.1 Introduction -- 3.2 Background -- 3.2.1 Deep Learning for Diabetic Retinopathy -- 3.2.2 Image Preprocessing Techniques -- 3.2.3 Reinforcement Learning and Deep Learning -- 3.3 Data Augmentation Techniques -- 3.3.1 Traditional Data Augmentation -- 3.3.2 SMOTE-Based Data Augmentation -- 3.3.3 Data Augmentation Using Generative Adversarial Networks -- 3.4 Datasets of Eye Fundus Images -- 3.5 Transfer Learning Experiments -- 3.5.1 Dataset -- 3.5.2 Image Preprocessing -- 3.5.3 Image Augmentation -- 3.5.4 Deep Learning Experiments -- 3.5.5 Reinforcement Learning Experiments -- 3.6 Conclusion and Future Work -- References -- 4 A Novel Approach for Non-linear Deep Fuzzy Rule-Based Model and Its Applications in Biomedical Analyses -- 4.1 Introduction -- 4.2 Method -- 4.2.1 Preliminaries -- 4.2.2 Hierarchical Fuzzy Structure -- 4.2.3 Stacked Deep Fuzzy Rule-Based System (SD-FRBS) -- 4.2.4 Adaptation of the First-Order TSK Structure in SD-FRBS. , 4.2.5 Concatenated Deep Fuzzy Rule-Based System (CD-FRBS) -- 4.3 Data Description and Results -- 4.3.1 MIMIC-III Dataset -- 4.3.2 SD-FRBS as a Multivariate Regressor for Granger Causality Estimation-In EEG Connectivity Index Extraction -- 4.3.3 CD-FRBS in Staging Depression Severity -- 4.4 Discussion and Conclusion -- 4.4.1 Suggested Future Works -- References -- 5 Harmony Search-Based Approaches for Fine-Tuning Deep Belief Networks -- 5.1 Introduction -- 5.2 Theoretical Background -- 5.2.1 Deep Belief Networks -- 5.2.2 Harmony Search -- 5.3 Methodology -- 5.3.1 Datasets -- 5.3.2 Experimental Setup -- 5.4 Experimental Results -- 5.5 Conclusions -- References -- 6 Toward Smart Energy Systems: The Case of Relevance Vector Regression Models in Hourly Solar Power Forecasting -- 6.1 Introduction -- 6.2 Relevance Vector Regression -- 6.3 RVR Based Day Ahead Forecasting -- 6.4 Results -- 6.5 Conclusion -- References -- 7 Domain-Integrated Machine Learning for IC Image Analysis -- 7.1 Introduction -- 7.2 Hierarchical Multi-classifier System -- 7.2.1 Architecture of Hierarchical Multi-classifier System -- 7.2.2 Result and Discussion on Case Study -- 7.3 Deep Learning with Pseudo Labels -- 7.3.1 Methodology -- 7.3.2 Application to IC Image Analysis -- 7.4 Conclusions and Future Works -- References -- Part II Applications that Can Clearly Benefit from Fusion of Machine Learning Paradigms -- 8 Fleshing Out Learning Analytics and Educational Data Mining with Data and ML Pipelines -- 8.1 Introduction -- 8.2 Data and ML Pipelines -- 8.3 Related Work -- 8.4 An Automated EDM and LA Methodology -- 8.4.1 A Data Pipeline Scenario -- 8.4.2 An ML Pipeline Scenario -- 8.5 Experiments and Results -- 8.6 Conclusions and Future Work -- References -- 9 Neural Networks Based Throughput Estimation of Short Production Lines Without Intermediate Buffers -- 9.1 Introduction. , 9.2 Data Sets of i-Stage Production Line Problems -- 9.3 Deep Learning and Multilayer Perceptron -- 9.4 Experimental Process of Deep Learning Approach -- 9.5 Results of Deep Learning Approach -- 9.6 Conclusions -- References.

Note: Intro -- Foreword -- Message from the General Chairs Dr. Modi Chirag Navinchandra and Dr. Pankaj Kumar Sa -- Preface -- In Memoriam: Prof. S. K. Jena (1954-2017) -- Committee: ICACNI 2017 -- Advisory Board Members -- Chief Patron -- Patron -- General Chairs -- Organizing Co-chairs -- Program Co-chairs -- Technical Program Committee -- Organizing Committee -- Contents -- About the Editors -- Research on Optical Networks, Wireless Sensor Networks, VANETs, and MANETs -- 1 Multichannel Assignment Algorithm for Minimizing Imbalanced Channel Utilization in Wireless Sensor Networks -- Abstract -- 1 Introduction -- 2 Model and Problem Definition -- 2.1 Network Model and Assumptions -- 2.2 Problem Definition -- 3 Proposed Multichannel Assignment Algorithm -- 3.1 Phase I: Root Selection -- 3.2 Phase II: Node Ordering -- 3.3 Phase III: Channel Selection -- 4 Results and Discussion -- 5 Conclusions -- References -- MWPR: Minimal Weighted Path Routing Algorithm for Network on Chip -- 1 Introduction -- 2 Related Work -- 3 Virtual Channel(VC) Router Architecture -- 4 Minimal Weighted Path Routing Algorithm (MWPR): -- 5 Experimental Results -- 6 Conclusion -- References -- 3 An IoT-VANET-Based Traffic Management System for Emergency Vehicles in a Smart City -- Abstract -- 1 Introduction -- 2 State-of-the-Art Reviews -- 3 Proposed Framework Model -- 4 Proposed Solution -- 5 Implementation and Results -- 6 Conclusion and Future Work -- References -- 4 Analysis of Wormhole Attacks in Wireless Sensor Networks -- Abstract -- 1 Introduction -- 2 Wormhole Attacks -- 3 Comparison of Wormhole Attack Modes -- 4 Detection Mechanism Analysis -- 4.1 Using Location Information -- 4.2 Using Neighborhood Information -- 4.3 Using Hop Count/Distance -- 4.4 Using Time Information -- 4.5 Using Connectivity Information -- 5 Security Comparison of Various Approaches -- 6 Conclusion. , Acknowledgements -- References -- 5 Handover Latency Improvement and Packet Loss Reduction in Wireless Networks Using Scanning Algorithm -- Abstract -- 1 Introduction -- 2 Related Work -- 3 Proposed Method -- 4 Performance Evaluation -- 5 Conclusion and Future Scope -- References -- 6 Optimized Location for On-Body Sink for PRPLC Protocol in WBAN -- Abstract -- 1 Introduction -- 2 Probabilistic Routing with Postural Link Cost (PRPLC) -- 3 Simulation Parameters -- 4 Results and Discussion -- 5 Conclusion -- Acknowledgements -- References -- A Machine Learning Approach to Find the Optimal Routes Through Analysis of GPS Traces of Mobile City Traffic -- 1 Introduction -- 2 Architecture of the Proposed Framework -- 2.1 GPS Data Pre-processing -- 2.2 Analysis of Traffic Condition -- 2.3 Traffic Congestion Computation -- 2.4 Road-Segment Graph Analysis -- 3 Experimentation -- 3.1 Data set -- 3.2 Results and Discussion -- 4 Conclusion and Future Work -- References -- Zigbee-Based Wearable Device for Elderly Health Monitoring with Fall Detection -- 1 Introduction -- 2 Methodology -- 3 Fall Detection Algorithm-Threshold Based -- 3.1 Threshold Selection -- 4 Fall Detection Algorithm-Artificial Neural Network -- 4.1 Feature Extraction -- 4.2 Feature Maps -- 5 Results and Analysis -- 5.1 Threshold Approach -- 5.2 Neural Network Approach -- 6 Conclusion and Future Work -- 7 Declaration -- References -- A Colored Petri Net Based Modeling and Analysis of Packet Dropping Scenario for Wireless Network -- 1 Introduction -- 2 Background -- 3 Proposed Model -- 4 Formal Definition -- 5 Simulation Using CPN Tools -- 6 Performance Analysis -- 7 Conclusion -- References -- 10 Hole Detection in Wireless Sensor Network: A Review -- Abstract -- 1 Introduction -- 2 Overview of Hole -- 3 Category of Holes in WSN -- 4 Algorithms for Hole Detection -- 5 Summarization. , 6 Conclusion -- References -- A Two-Tailed Chain Topology in Wireless Sensor Networks for Efficient Monitoring of Food Grain Storage -- 1 Introduction -- 2 Survey of WSN Topologies -- 3 Issues in Food Grain Depots -- 3.1 Infrastructure Details of Food Grain Depot -- 4 Suitability of Existing Topologies -- 5 Proposed Work -- 5.1 Energy-Efficient Data Collection Mechanism -- 6 Analysis -- 6.1 Number of Sensor Nodes Required -- 6.2 Energy Consumption -- 6.3 Node Failure -- 7 Simulation and Results -- 8 Conclusion -- References -- 12 Designing an Adaptive Vehicular Density-Based Traffic Signal Controlling System -- Abstract -- 1 Introduction -- 2 Existing Traffic Monitoring and Signal Processing Systems -- 3 Proposed Approach -- 3.1 Video Preprocessing -- 3.2 Object Detection -- 3.3 Control Algorithm -- 4 Conclusions -- References -- 13 Moving Object Detection and Tracking in Traffic Surveillance Video Sequences -- Abstract -- 1 Introduction -- 2 Proposed Variance-Based Method for Multiple Object Detection -- 2.1 Five-Frame Difference Method -- 2.2 Five-Frame Background Subtraction Method -- 2.3 Binarization and Morphological Operation -- 2.4 Variance Calculation -- 3 Simulation Results and Discussion -- 3.1 True-False Analysis and Algorithm Comparison -- 3.2 Reconstructed Images and the Bar Chart Representation of Simulated Results -- 4 Conclusion -- References -- 14 Dynamic Distance-Based Cluster Head Election for Maximizing Efficiency in Wireless Sensor Networks Using Artificial Neural Networks -- Abstract -- 1 Introduction -- 2 Literature Review on ANN-Based Networking with WSN -- 3 Proposed System Model -- 3.1 Algorithm for Dynamic Cluster Head Election-Based on Shortest Distance Factor Using ANN -- 3.1.1 Assumptions -- 3.1.2 Algorithm -- 3.2 Energy and Throughput Profile for Proposed System with Number of Nodes -- 4 Conclusion and Future Scope. , References -- Implementation of FPGA-Based Network Synchronization Using IEEE 1588 Precision Time Protocol (PTP) -- 1 Introduction -- 1.1 IEEE1588 Precision Time Protocol (PTP) -- 2 System Description -- 2.1 FPGA-Based Implementation of PTP Protocol -- 2.2 Follow_Up PTP Packet Is Not Required in FPGA-Based Implementation -- 2.3 High Precision of Accuracy Can Be Achieved Using VHDL/VERILOG on FPGA-Based Platform -- 3 Test Methodology and Results -- 4 Conclusion -- References -- 16 A Cloud-Based Intelligent Transportation System's Framework to Support Advanced Traveler Information Systems -- Abstract -- 1 Introduction -- 2 Advanced Traveler Information Systems (ATISs) -- 3 Cloud-Based Intelligent Transportation Systems (CITSs) -- 4 A Generic Framework for Cloud-Based ITS -- 4.1 A Novel Framework for CITS -- 4.2 Information Flow Diagram Description -- 5 Challenges of CITS -- 6 Conclusion -- References -- Communication Systems, Antenna Research, and Cognitive Radio, Signal Processing -- Statistical-Based Dynamic Radio Resource Allocation for Sectored Cells in MIMO-OFDMA System -- 1 Introduction -- 2 System Model -- 3 Frequency Planning -- 4 Resource Allocation -- 4.1 Subcarrier Allocation -- 4.2 Power Allocation -- 5 Discussion of Results -- 6 Conclusion -- References -- Classification of Protein Sequences by Means of an Ensemble Classifier with an Improved Feature Selection Strategy -- 1 Introduction -- 2 Related Work -- 3 Methodology -- 3.1 Building Knowledge Base -- 3.2 Segmentation -- 3.3 Incremental Classifier Selection Strategy -- 3.4 Feature Selection -- 4 Results and Analysis -- 5 Conclusion and Future Work -- References -- 19 Spectrum Aware-Based Distributed Handover Algorithm in Cognitive Radio Network -- Abstract -- 1 Introduction -- 2 System Model -- 3 Proposed Algorithm -- 3.1 Switching Algorithm with Description. , 3.2 Next Channel Selection Algorithm with Description -- 4 Simulation Results -- 5 Conclusion -- References -- A Reputation-Based Trust Management Model in Multi-hop Cognitive Radio Networks -- 1 Introduction -- 2 Background and Related Work -- 3 Proposed Model -- 3.1 Proposed Algorithms -- 4 Performance Evaluation -- 5 Security Observations -- 5.1 Modification Attack -- 5.2 Replay Attack -- 5.3 Man-in-the-Middle Attack -- 6 Conclusion -- References -- 21 A Study: Various NP-Hard Problems in VLSI and the Need for Biologically Inspired Heuristics -- Abstract -- 1 Introduction -- 2 NP-Hard Problems -- 3 NP-Hard Problems in VLSI -- 3.1 Area Minimization -- 3.2 Wirelength Minimization -- 3.3 Dead Space Minimization -- 3.4 Via Minimization -- 3.5 Multi-objective Problems -- 4 Bio-Inspired Heuristics -- 4.1 Genetic Algorithm -- 4.2 Particle Swarm Optimization -- 4.3 Ant Colony Optimization -- 4.4 Clonal Selection (CS) Algorithm -- 5 Results and Tabulation -- 5.1 Simulation Platform Details -- 5.2 Benchmark Circuits -- 5.3 As SOO Problem -- 5.4 As MOO Problem -- 6 Conclusion -- References -- ESMGB: Efficient and Secure Modified Group-Based AKA Protocol for Maritime Communication Networks -- 1 Introduction -- 2 Related Work -- 3 Proposed ESMGB-AKA Protocol -- 3.1 Group Formation and Initialization -- 3.2 Registration Phase -- 3.3 Authentication and Key Agreement Phase -- 4 Formal Verification and Security Analysis of Proposed Protocol -- 4.1 Formal Verification Using AVISPA Tool -- 4.2 Security Analysis of Proposed Protocol -- 5 Performance Analysis of Proposed Protocol -- 6 Conclusion and Future Work -- References -- 23 Reduced Latency Square-Root Calculation for Signal Processing Using Radix-4 Hyperbolic CORDIC -- Abstract -- 1 Introduction -- 2 CORDIC Algorithms -- 3 Proposed Architecture for Radix '4' Hyperbolic CORDIC Algorithm. , 4 Results of Implementation in FPGA.

Note: Intro -- Foreword -- Message from the General Chairs Dr. Modi Chirag Navinchandra and Dr. Pankaj Kumar Sa -- Preface -- In Memoriam: Prof. S. K. Jena (1954-2017) -- Committee: ICACNI 2017 -- Advisory Board Members -- Chief Patron -- Patron -- General Chairs -- Organizing Co-chairs -- Program Co-chairs -- Technical Program Committee -- Organizing Committee -- About the Book -- Contents -- About the Editors -- Authentication Methods, Cryptography and Security Analysis -- Windows Physical Memory Analysis to Detect the Presence of Malicious Code -- 1 Introduction -- 2 Related Research -- 2.1 Existing Research -- 2.2 Existing Tool -- 3 Analyzing the Volatile Memory -- 3.1 Memory Mapped Information -- 3.2 Locating Code Section of the Process -- 4 The Framework for Detecting Malicious Process -- 5 The Experimentation -- 6 Conclusion -- References -- Signcrypting the Group Signature with Non-transitive Proxy Re-encryption in VANET -- 1 Introduction -- 1.1 Recent Trends -- 1.2 Our Core Contribution -- 1.3 Paper Organization -- 2 Literature Review -- 3 Our Proposed Scheme -- 4 Result and Discussion -- 4.1 Security Check -- 4.2 Result Analysis -- 5 Conclusion and Future Work -- References -- Digital Forensic Approach for Investigation of Cybercrimes in Private Cloud Environment -- 1 Introduction -- 2 Related Work -- 3 Proposed Approach -- 4 Results Analysis and Discussions -- 5 Conclusion -- References -- Cryptanalysis of a Multifactor Authentication Protocol -- 1 Introduction -- 2 Review of Mishra et al.'s Scheme -- 2.1 Initialization Phase -- 2.2 Registration Phase -- 2.3 Authentication Phase -- 3 Cryptanalysis of the Mishra et al. -- 3.1 User Anonymity -- 3.2 Insider Attack -- 3.3 Stolen Smart Card Attack -- 3.4 Man-in-Middle and Impersonation Attack -- 4 Conclusion -- References -- Dual-Core Implementation of Right-to-Left Modular Exponentiation. , 1 Introduction -- 2 Related Works -- 2.1 Montgomery Multiplication Method -- 2.2 Modular Exponentiation -- 3 Implementation of Right-to-Left Modular Exponentiation in Dual Core -- 3.1 The Modified Right-to-Left Binary Exponential Algorithm -- 3.2 High-Radix Montgomery Multiplication Method -- 4 Performance Analysis and Comparison -- 4.1 High-Radix Montgomery Multiplication -- 4.2 Right-to-Left Binary Exponential Method -- 5 Conclusion -- References -- Investigation of Privacy Issues in Location-Based Services -- 1 Introduction -- 2 Literature Survey -- 2.1 Basic Information Flow Model -- 2.2 Privacy Requirement -- 2.3 Efficiency Requirement -- 2.4 Categorization of Crypto-Based Privacy Model for LBS -- 3 Motivation of Proposed Approach -- 3.1 Problem Statement -- 3.2 Proposed Approach -- 4 Conclusion -- References -- Forensic Implications of Cortana Application in Windows 10 -- 1 Introduction -- 2 Technical Details: Cortana Artifacts, Format and Their Location -- 2.1 Extracting Tables from an ESE Database -- 2.2 IndexedDB.edb Database -- 2.3 CortanaCoreDb.dat Database -- 2.4 Decoding Columns in a Table -- 3 Research Methodology -- 3.1 Test Environment and Requirements -- 4 Experiments and Results -- 4.1 Tracking Reminders: When Got Finalized? -- 4.2 Tracking Reminders: Identifying Type of Reminders -- 4.3 Tracking Reminders: Where Got Finalized? -- 4.4 Tracking Person-Based Reminders -- 4.5 Constructing Location Timeline -- 5 Conclusion and Future Research -- References -- Secure Data Transfer by Implementing Mixed Algorithms -- 1 Introduction -- 2 Literature Survey -- 3 Proposed Work -- 3.1 A Brief Description of Proposed Algorithm -- 3.2 Proposed Methodology -- 4 Example -- 5 Simulation Work -- 6 Conclusion and Future Work -- References -- Android Malware Detection Mechanism Based on Bayesian Model Averaging -- 1 Introduction -- 2 Literature Review. , 2.1 Static Analysis -- 2.2 Dynamic Analysis -- 3 Methodology -- 3.1 Probability Estimation -- 3.2 Classifier Fusion -- 4 Results -- 5 Conclusion -- References -- A Provably Secure Re-encryption-Based Access Control in Hierarchy -- 1 Introduction -- 2 Related Work -- 3 Proposed Unidirectional Re-encryption Scheme with Rekey Derivation -- 3.1 Preliminaries -- 3.2 Construction for the Proposed Proxy Re-encryption Scheme -- 3.3 Correctness of Decryption -- 3.4 Re-encryption -- 3.5 Re-encryption Key Derivation -- 3.6 Security Analysis -- 4 Dynamic Access Control in Hierarchy -- 4.1 Proposed Approach for Access Control in Hierarchy -- 4.2 Handling Dynamics -- 4.3 Security of the Proposed Approach -- 4.4 Performance Analysis -- 5 Conclusion -- References -- Prevention of Hardware Trojan by Reducing Unused Pins and AES in FPGA -- 1 Introduction -- 2 Related Work -- 3 Overview of Hardware Trojan -- 4 Proposed Technique -- 5 Results and Discussion -- 6 Conclusion and Future Scope -- References -- Scrabble-O-Graphy: An Encryption Technique for Security Enhancement -- 1 Introduction -- 1.1 Scrabble Game -- 1.2 Cryptography -- 1.3 Cryptanalysis Attacks -- 2 Scrabble-O-Graphy Ideology -- 3 Scrabble-O-Graphy Algorithm and Illustration -- 4 Multilevel and Variable Key Generation -- 5 The Decryption Process -- 6 Complexity and Analysis -- 7 Conclusion -- References -- Vertex Magic Total Labelling and Its Application in Cryptography -- 1 Introduction -- 2 Related Work -- 3 Methodology -- 4 Experimental Analysis -- 5 Conclusion -- 6 Future Scope -- References -- Hybrid Traceback Scheme for DDoS Attacks -- 1 Introduction -- 2 Similar Work -- 3 Proposed Approach -- 3.1 Attack Path Construction -- 4 Results and Discussion -- 5 Conclusion -- References -- Dynamic Detection and Prevention of Denial of Service and Peer Attacks with IP Address Processing and Scrutinizing. , 1 Introduction -- 1.1 Internet Control Message Protocol Flood -- 1.2 Synchronize/Transmission Control Protocol Flood -- 1.3 User Datagram Protocol Flood -- 1.4 Distributed Denial of Service -- 2 Overview -- 3 Algorithm -- 3.1 Phase 1 -- 3.2 Phase 2 -- 3.3 Phase 3 -- 4 Analysis and Complexity -- 4.1 Inserting an IP Address -- 4.2 Searching an IP Address -- 4.3 Deleting an IP Address -- 5 Future Scope -- 6 Conclusion -- References -- Comparative Study of ECG-Based Key Agreement Schemes in Wireless Body Sensor Networks -- 1 Introduction -- 2 Related Work -- 3 Implementation of ECG-Based Key Agreement Schemes -- 4 Results and Performance Analysis -- 5 Conclusion -- References -- Wireless Device Authentication Using Fingerprinting Technique -- 1 Introduction -- 2 Related Work -- 3 Proposed Work -- 3.1 Feature Selection -- 3.2 Signature Construction -- 3.3 Enrollment -- 3.4 Device Authentication -- 4 Evaluation -- 4.1 Impelmentation -- 4.2 Results -- 4.3 Attacks -- 5 Conclusion -- References -- Identity Management in Digital Systems -- An Improved Framework for Human Face Recognition -- 1 Introduction -- 2 Literature Survey -- 3 Research Methodology -- 4 Conclusion -- References -- A Semantic Approach to Text Steganography in Sanskrit Using Numerical Encoding -- 1 Introduction -- 2 Literature Review -- 3 Methodology -- 3.1 System Architecture -- 3.2 Numeric Coding -- 3.3 Encoding -- 3.4 Decoding -- 4 Implementation -- 4.1 Morphological Analyzer and Generator -- 4.2 Knowledge Base -- 4.3 Example-Encoding -- 4.4 Example-Decoding -- 5 Results -- 6 Conclusion -- References -- A Novel Real-Time Face Detection System Using Modified Affine Transformation and Haar Cascades -- 1 Introduction -- 2 Related Works -- 3 Proposed Methodology -- 3.1 Affine Transformation -- 3.2 Proposed Algorithm -- 4 Experimental Setup -- 4.1 Datasets Used. , 4.2 Webcam and System Requirement -- 5 Results and Analysis -- 6 Conclusion and Future Work -- References -- Palmprint Identification and Verification System Based on Euclidean Distance and 2D Locality Preserving Projection Method -- 1 Introduction -- 2 Methodology -- 2.1 Preprocessing Stage -- 2.2 Feature Extraction Stage Using 2DLPP -- 2.3 Matching Stage -- 3 Experiment and Result Analysis -- 4 Conclusion and Future Work -- References -- An Improved Remote User Authentication Scheme for Multiserver Environment Using Smart Cards -- 1 Introduction -- 2 Cryptanalysis of Lee et al.'s Scheme -- 2.1 Offline Password Guessing Attack -- 2.2 Online Password-Guessing Attack -- 2.3 Mutual Authentication -- 2.4 Session Key Attack -- 3 The Proposed Scheme -- 3.1 Registration Phase -- 3.2 Login Phase -- 3.3 Authentication Phase -- 3.4 Password Change Phase -- 4 Security Analysis of the Proposed Scheme -- 4.1 User Anonymity -- 4.2 Offline Password Guessing Attack -- 4.3 Stolen Smart Card Attack -- 4.4 Mutual Authentication -- 4.5 Replay Attack -- 4.6 Session Key Security -- 5 Conclusion -- References -- A Bibliometric Analysis of Recent Research on Machine Learning for Medical Science -- 1 Introduction -- 2 Graph Interpretation -- 2.1 Percentage of Papers Published by Different Countries -- 2.2 Percentage of Publishers -- 2.3 Citation per Publisher -- 2.4 Conference Papers Versus Journals -- 2.5 Frequency of Number of Authors -- 2.6 Objective Wise Frequency -- 2.7 Objective-Wise Percentage of Citations -- 2.8 Methods or Algorithms Used for Research -- 2.9 Paper Efficiency/Ranking -- 3 Conclusion -- References -- Linear Prediction Model for Joint Movement of Lower Extremity -- 1 Introduction -- 2 Experimental Setup -- 3 Model Development -- 3.1 Univariate-Based Time Series Model -- 3.2 Multivariate Time Series Model -- 4 Results and Discussion -- 5 Conclusion. , References.

Note: Intro -- Foreword -- Message from the General Chairs Dr. Modi Chirag Navinchandra and Dr. Pankaj Kumar Sa -- Preface -- In Memoriam: Prof. S. K. Jena (1954-2017) -- Committee: ICACNI 2017 -- Advisory Board Members -- Chief Patron -- Patron -- General Chairs -- Organizing Co-chairs -- Program Co-chairs -- Technical Program Committee -- Organizing Committee -- Contents -- About the Editors -- Data Mining, NLP, Text Mining, Social Media Analysis -- 1 Ashtadhyayi-An Experimental Approach to Enhance Programming Languages and Compiler Design Using Panini's Grammar -- Abstract -- 1 Introduction -- 2 Methodology -- 3 Experimental Results -- 4 Conclusion -- Acknowledgements -- References -- Movie Box-Office Gross Revenue Estimation -- 1 Introduction -- 2 Related Work -- 3 Proposed Methodology -- 3.1 Data Collection -- 3.2 Data Cleaning -- 3.3 Data Transformation -- 4 Estimation Using Regression-Based Modeling -- 4.1 Training Split on the Basis of Genre -- 4.2 Feature Selection -- 5 Multi-genre Analysis -- 5.1 Training Split on the Basis of TomatoRating and Screens -- 5.2 Local Regression Models -- 6 Conclusion -- 7 Test on Recent Releases of 2016 -- References -- 3 Classification of Short Text Using Various Preprocessing Techniques: An Empirical Evaluation -- Abstract -- 1 Introduction -- 2 Related Work -- 3 Methodology -- 3.1 Tweet Preprocessing -- 3.2 Representation -- 3.3 Classification -- 4 Experimental Results and Discussion -- 4.1 Dataset Description -- 4.2 Experimentation -- 4.3 Discussion -- 5 Conclusion and Future Work -- References -- 4 Named Entity Recognition in Text Documents Using a Modified Conditional Random Field -- Abstract -- 1 Introduction -- 2 Related Works -- 3 Proposed Solutions -- 3.1 Document to Text Converter -- 3.2 Pre-processing -- 3.3 Belief Network Creation -- 3.4 Word Feature Extraction Approaches. , 3.5 Modified Conditional Random Field -- 4 Experiments and Results -- 4.1 Named Entity Recognition Efficiency -- 4.2 Accuracy Measure -- 5 Conclusion -- Acknowledgements -- References -- 5 Knowledge-Based Text Mining in Getting Perfect Preferences in Job Finding -- Abstract -- 1 Introduction -- 2 Text Mining -- 2.1 Knowledge-Based Text Mining -- 2.2 R Tool -- 3 Problem Identification -- 4 Solution to the Problem -- 5 Conclusion -- References -- 6 A Distributed Framework for Real-Time Twitter Sentiment Analysis and Visualization -- Abstract -- 1 Introduction -- 2 Literature Review -- 3 Proposed Work -- 4 Evaluation Results -- 5 Conclusion -- References -- 7 Building an Information Retrieval Apparatus for Kannada Language: A Rule-Based Machine Interpretation System with Noise Suppression -- Abstract -- 1 Introduction -- 1.1 Approaches to Machine Interpretation -- 2 Literature Survey -- 3 Proposed System -- 3.1 Dialect Identification -- 3.2 Elucidation -- 3.3 Interpretation -- 4 Kannada Classification of Suffixes -- 5 Conclusion -- References -- 8 A Context-Aware Fuzzy Classification Technique for OLAP Text Analysis -- Abstract -- 1 Introduction -- 2 Related Work -- 3 Methodology -- 4 Proposed Context Navigation and Lookup Table in OLAP -- 4.1 Context Navigation -- 4.2 Look-up Table -- 5 Proposed Context Based Fuzzy Classification Technique -- 5.1 Proposed Algorithm Fuzzy Classification in a Concept Hierarchy -- 5.2 Time Complexity Analysis of Proposed Classifier -- 6 Experiment and Result Analysis -- 6.1 Data Set Used for Experiment -- 6.2 Experimental Metric Used -- 6.3 Results and Discussion -- 6.3.1 Experiment-1 -- 6.3.2 Experiment-2 -- Queries for Drill-Down -- Query Set for Roll-up Operation -- Slice Operation -- Dice Operation -- Discussion of Results -- 7 Conclusion and Future Scope -- References. , A Survey on Event Detection Methods on Various Social Media -- 1 Introduction -- 2 Literature Survey -- 3 Conclusion -- References -- 10 A Comparative Study of Online Resources for Extracting Target Language Translation -- Abstract -- 1 Introduction -- 2 Related Work -- 3 Online Translation Resources -- 3.1 Hindi WordNet, Indo WordNet and Concept Net -- 3.2 Online Dictionaries and Wikipedia Based Translation -- 4 Results and Discussion -- 5 Conclusion -- References -- A Fuzzy Document Clustering Model Based on Relevant Ranked Terms -- 1 Introduction -- 2 Related Work -- 3 Proposed Approach -- 3.1 Feature Identification and Extraction -- 3.2 Dimensionality Reduction -- 3.3 Similarity Evaluation -- 3.4 Fuzzy Document Clustering -- 4 Experimentation -- 4.1 SStress Criteria -- 4.2 Proper Cutoff for Clusters -- 5 Result and Analysis -- 6 Conclusion -- References -- 12 Euclidean Distance Based Particle Swarm Optimization -- Abstract -- 1 Introduction -- 2 Background -- 3 Proposed Inertia Weight Law -- 4 Experimental Setup -- 4.1 Benchmark Functions -- 4.2 Algorithms Compared -- 4.3 Evaluation and Comparison Criteria -- 4.4 Results and Discussion -- 5 Conclusions -- References -- 13 Clustering and Visualization on Web Search Results: A Survey -- Abstract -- 1 Introduction -- 2 Related Work -- 2.1 Query Occurrence Visualization -- 2.2 TileBars -- 2.3 Tag Clouds -- 2.4 Hotmap -- 2.5 Rank Spiral -- 2.6 Resultmaps -- 2.7 Clustering on Similarity Measure -- 3 Design Rationale -- 3.1 Arrangement Based on Similarity -- 3.2 Ranking of Documents -- 3.3 Uncluttered Layout -- 4 System Architecture -- 5 Conclusion -- References -- Sentiment Analysis Using Weight Model Based on SentiWordNet 3.0 -- 1 Introduction -- 2 Literature Survey -- 3 Data Description -- 4 Methodology -- 5 Our Approach -- 5.1 Preprocessing -- 5.2 Weight Model. , 5.3 Weight Assignment and Feature Combination Selection Model -- 6 Results -- 7 Conclusion -- References -- Privacy of Organization in Online Social Networks -- 1 Introduction -- 2 Related Work -- 3 DataSet -- 4 Solution Architecture -- 4.1 Identifying Features of Confidential Information -- 4.2 Preprocessing the Data from the Sources -- 4.3 Semantic Graph Construction -- 4.4 Edge Weighing Mechanisms -- 4.5 Scoring the Social Stream -- 5 Results -- 6 Conclusion -- References -- Summary-Based Document Classification -- 1 Introduction -- 2 Literature Survey -- 2.1 Text Summarization -- 2.2 Document Classification -- 3 Proposed System -- 3.1 Summarizer -- 3.2 Classifier -- 4 Experimental Setup -- 5 Experimental Result -- 6 Conclusion -- References -- A Document Similarity Computation Method Based on Word Embedding and Citation Analysis -- 1 Introduction -- 2 Related Works -- 2.1 Word Embedding -- 2.2 Word2vec -- 2.3 Word Mover's Distance -- 3 Proposed Methodology -- 3.1 Document Preprocessing -- 3.2 Content Expansion -- 3.3 Word Embedding Generation -- 3.4 Distance Computation -- 4 Experimental Setup and Results -- 5 Conclusion -- References -- Extractive Text Summarization Using Deep Auto-encoders -- 1 Introduction -- 2 Literature Survey -- 3 Methodology -- 3.1 Preprocessing -- 3.2 Summary Generation -- 3.3 Training and Testing -- 4 Experiments and Results -- 5 Conclusion -- References -- 19 Rating Prediction Model for Reviews Using a Novel Weighted Textual Feature Method -- Abstract -- 1 Introduction -- 2 Related Works -- 3 Proposed Approach -- 3.1 Preprocessing -- 3.2 Feature Extraction -- 3.3 Deriving a Weighted Feature Vector -- 3.4 Regression Model for Learning and Prediction -- 3.5 Corpus Statistics and Parameter Setting -- 4 Experimental Results and Analysis -- 5 Conclusion -- References. , RCE-OIE: Open Information Extraction Using a Rule-Based Clause Extraction Engine for Semantic Applications -- 1 Introduction -- 2 Related Work -- 3 RCE-OIE: A Rule-Based Clause Extraction Engine for Open Information Extraction -- 4 Performance Comparison of RCE-OIE with State-of-the-Art OIE Systems -- 5 Performance Comparison of RCE-OIE with ClausIE (An Existing OIE System) in Paraphrase Identification -- 6 Conclusions -- References -- An Efficient Approach of Knowledge Representation Using Paninian Rules of Sanskrit Grammar -- 1 Introduction -- 2 Knowledge Representation in NLP -- 3 dhAtu Roop-A Verbal Root -- 4 Proposed Approach of Knowledge Representation Using Sanskrit Root-Words -- 5 Conclusion -- References -- Sentence Boundary Detection for Hindi-English Social Media Text -- 1 Introduction -- 2 Related Works -- 3 Data Collection -- 4 System Description -- 4.1 Rule-Based Approach -- 4.2 Implementation -- 5 Experimental Evaluation -- 6 Discussion -- 7 Conclusion and Future Works -- References -- Text Categorization Using a Novel Feature Selection Technique Combined with ELM -- 1 Introduction -- 2 Background -- 2.1 Extreme Learning Machine -- 2.2 Fuzzy C-Means -- 3 Proposed Approach -- 4 Experimental Analysis -- 4.1 Experimental Setup -- 4.2 Parameters for Performance Measurement -- 4.3 Discussion -- 5 Conclusion -- References -- 24 Survey of Challenges in Sentiment Analysis -- Abstract -- 1 Introduction -- 1.1 Sentiment Classification Techniques -- 2 Challenges in Sentiment Analysis -- 2.1 Sarcasm and Conditional Sentences -- 2.2 Spam Detection -- 2.3 Anaphora Resolution -- 2.4 Negation Handling -- 2.5 Word Sense Disambiguation -- 3 Conclusion and Future Scope -- References -- 25 Data Mining Techniques for Smart Mobility-A Survey -- Abstract -- 1 Introduction -- 1.1 Smart Mobility -- 1.2 Use of Data Mining. , 2 Smart Applications of Data Mining Techniques to Smart Mobility.