Intro
Contents
About the Editors
Firefly Algorithm and Deep Neural Network Approach for Intrusion Detection
1 Introduction
1.1 Research Goals and Contributions
1.2 Structure of the Paper
2 Theoretical Background and Literature Review
3 Proposed Method
3.1 Enhanced FA Metaheuristics
4 The eFA and DNN Framework for IDS Classification Experiments
5 Conclusion
References
Dimensionality Reduction Method for Early Detection of Dementia
1 Introduction
2 Related Works
3 Methodology
3.1 Materials and Subjects
3.2 Pre-processing

3.3 Feature Reduction
4 Result and Discussion
5 Conclusion
References
Prognostication in Retail World: Analysing Using Opinion Mining
1 Introduction
2 Literature Survey
3 Proposed Model
3.1 Sentimental Analysis
3.2 Classification Model
3.3 Techniques and Tools
4 Data
5 Evaluation Outcome
6 Conclusion
References
Impact of Resolution Techniques on Chlorophyll Fluorescence Wheat Images Using Classifier Models to Detect Nitrogen Deficiency
1 Introduction
2 Related Work
3 Experimental Setup
4 Results and Discussions
5 Conclusions

6 Conclusion
References
Saving Patterns and Investment Preferences: Prediction Through Machine Learning Approaches
1 Introduction
2 Review of Literature and Hypothesis Development
3 Data Analysis
3.1 Regression Equation and Data
4 Result Analysis and Discussion
4.1 Effect of Eight Independent Variables on the Saving Patterns
4.2 Effect of Eight Independent Variables on the Investment Preferences
4.3 Discussion
5 Conclusion
References
A Machine Learning Based Approach for Detection of Distributed Denial of Service Attacks
1 Introduction
2 Related Work

3 Proposed Framework for DDoS Attack Detection
3.1 Problem Definition
3.2 The Framework
3.3 Proposed Algorithm
3.4 Metrics for Performance Evaluation
4 Experimental Results
5 Conclusion and Future Work
References
Convolutional Neural Network Based Automatic Speech Recognition for Tamil Language
1 Introduction
2 Literature Review
3 Convolution Neural Network
4 Experimental Setup
4.1 Feature Extraction
4.2 Convolutional Neural Network Model
5 Result and Discussion
6 Conclusion
References