Computational Intelligence and Machine Learning: Proceedings of the 7th International Conference on Advanced Computing, Networking, and Informatics (ICACNI 2019) 9811586098, 9789811586095

Table of contents :
Preface
Contents
About the Editors
Applications of Neural Network
Minutiae Points Extraction Using Faster R-CNN
1 Introduction
2 Literature Review
3 Proposed Method
3.1 Ground Truth Preparation
3.2 Training of Faster R-CNN
3.3 Localization of Minutiae Points
4 Experimental Analysis
5 Conclusions
References
Genetic Algorithm-Based Optimization of Clustering Data Points by Propagating Probabilities
1 Introduction
2 Related Work
3 Methodology
3.1 Optimized PP Algorithm with Genetic Algorithm
3.2 Result and Analysis
4 Conclusion and Future Work
References
Detection of Malaria Parasites in Thin Blood Smears Using CNN-Based Approach
1 Introduction
2 Related works
3 Proposed Method
3.1 Intensity Enhancement
3.2 RBC Segmentation
3.3 Parasite Detection Using Convolutional Neural Network
4 Conclusion and Discussion
References
A Deep Learning Approach for Predicting Air Pollution in Smart Cities
1 Introduction
2 Literature Review
3 Proposed Prediction Method
3.1 Deep Long Short-Term Memory
3.2 Data Collection
3.3 AQI Calculation
3.4 Auto Correlation Coefficient Calculation
4 Experimental Environment
4.1 Data Collection
4.2 Data Preprocessing
4.3 Training Methodology
5 Results and Discussion
6 Conclusion
References
Structural Design of Convolutional Neural Network-Based Steganalysis
1 Introduction
1.1 Motivation
1.2 The Structure of Prevailing Steganalysis Methods
2 Proposed Work
3 Results and Discussions
4 Conclusion and Future Research Opportunity
References
Natural Language Processing
Sarcasm Detection of Media Text Using Deep Neural Networks
1 Introduction
2 Related Work
2.1 Rule and Feature-Based Approaches
2.2 Deep Learning-Based Approaches
3 The Proposed Framework
3.1 Data
3.2 Data Preprocessing
3.3 Feature Extraction
3.4 Proposed Deep Neural Network
4 Results and Analysis
5 Conclusion
References
Sentiment Analysis Using Twitter
1 Introduction
2 Literature Survey
2.1 Twitter Sentimental Analysis
3 Results and Discussion
4 Conclusion
5 Future Work
References
A Type-Specific Attention Model For Fine Grained Entity Type Classification
1 Introduction
1.1 NETC
1.2 FETC: Refining the Granularity
1.3 Recent Advances in FETC
2 Proposed Model
2.1 Embedding Space
2.2 Mention Vector Representation
2.3 Context Vector Representation
2.4 Inference and Loss
3 Evaluation and Results
3.1 Dataset
3.2 Evaluation Criteria
3.3 Results
4 Conclusion
References
A Two-Phase Approach Using LDA for Effective Domain-Specific Tweets Conveying Sentiments
1 Introduction
2 Literature Survey
3 Methodology
3.1 Recommending Product Features
3.2 Suggesting Appropriate Opinion Words
4 Implementation and Experimental Results
5 Conclusion and Future Work
References
News Background Linking Using Document Similarity Techniques
1 Introduction
2 Related Work
3 The Proposed Framework
3.1 Dataset
3.2 Data Preprocessing
3.3 Topic Modelling
3.4 Document Similarity
4 Results and Analysis
5 Conclusion
References
GRSS
Formation of Straight Line By Swarm Robots
1 Introduction
2 Overview of the Problem
3 Description of the Algorithm
4 Correctness
5 Conclusion
References
A Novel Technique to Utilize Geopolitical Risk as a Factor for Predicting Gold Price
1 Introduction
2 Related Work
3 Importance of Selecting Geopolitical Risk as a Feature
4 Experimental Results for the Regression Procedure
4.1 Comparison with Previous Work
5 Conclusion
References
Effect of Window Size on Fourier Space of CMAM30 Model Data Generated for Satellite Sampling
1 Introduction
2 Data and Method
3 Result and Discussion
4 Conclusion
References
Design and Analysis of an Efficient Queue Scheduling Scheme for Heterogeneous Traffics in BWA Networks
1 Introduction
2 Queue Scheduler Design
3 Analytical Model
4 Settings of the System Parameters
5 Performance Analysis
6 Conclusion
References
Simulation of Cardiac Action Potential with Deterministic and Stochastic Pacing Protocols
1 Introduction
2 Methods
2.1 Theory and Mathematical Formulation
2.2 Simulink Model
3 Results
3.1 Periodic Rate Dependence
3.2 Deterministic Pacing and Stochastic Pacing
4 Conclusion
References
A Study on Development of PKL Power
1 Introduction
2 Objectives
3 Methodology
4 Nernst Equation and PKL Cell
5 Observations of the Concentration of Cu2+ Varying with Time
6 Reactions
7 Results and Discussion
8 Conclusions
References
Analysis of Lakes Over the Period of Time Through Image Processing
1 Introduction
2 Materials and Methods
3 Great Salt Lake
4 Lake Powell
5 Delineation of Images
6 Prewitt Method
7 Difference in the Images
8 Results
8.1 Great Salt Lake
9 Lake Powell
10 Summary and Discussion
References
Video Watermarking for Persistent and Robust Tracking of Entertainment Content (PARTEC)
1 Introduction
2 Motivation and Requirements Analysis
2.1 Requirements Analysis
3 The System Architecture
3.1 File format handling
3.2 Watermarking
3.3 Synchronisation
3.4 Overall Watermarking Work Flow
4 System Verification, Results and Discussions
4.1 Results and Discussion
5 Conclusions
References
Author Index