Computational Intelligence and Smart Communication: First International Conference, ICCISC 2022, Dehradun, India, June 10–11, 2022, Revised Selected ... in Computer and Information Science)

This book constitutes the proceedings of the First International Conference on Computational Intelligence and Smart Communication, ICCISC 2022, was held in Dehradun, India, in June 2022. The 8 full papers and 1 short paper presented in this volume were carefully reviewed and selected from 56 submissions. The aim of the conference was to provide a platform to the researchers and practitioners from both academia as well as industry to meet and share cutting-edge development in the field of Computational Intelligence and Smart Communication. It also focused on all aspects of computation intelligence and data sciences with modern and emerging computational topics. The papers are organized in the following topical sections: Wireless Sensor Networks and Computing Technologies; Networks, Security and Privacy Parallel & Distributed Networks; Smart Communication and Technology; and Emerging Computing Computational Intelligence. Preface Organization Contents Wireless Sensor Networks and Computing Technologies Enhancing QoS of Network Traffic Based on 5G Wireless Networking Using Machine Learning Approaches 1 Introduction 2 Traffic Classifications 3 Related Works 3.1 Port Based Approach 3.2 Payload Based Approach 3.3 Statistical Based Classification 4 Work Flow of Traffic Classification in Networks 5 Machine Learning in 5G Network 6 Supervised Learning 6.1 Supervised Learning Algorithm 6.2 Naïve Bayes 6.3 K-Nearest Neighbor 6.4 Support Vector Machine 7 Unsupervised Learning Algorithm 7.1 K-Mean 7.2 DBSCAN 8 Conclusions References Soil Classification and Crop Prediction Using Machine Learning 1 Introduction 1.1 Objective of Study 1.2 Related Works 2 Proposed Framework 3 Result and Discussion 3.1 Dataset Collection 3.2 Results 4 Conclusions and Future Scope References Analysis of the Performance of Data Mining Classification Algorithm for Diabetes Prediction 1 Introduction 2 Related Work 3 Methodology 3.1 Data Mining Toolkit 3.2 Collection of Database 3.3 Data Preprocessing 3.4 Data Classification 4 Evaluation & Result 4.1 Setup of Experiments with Results 5 Conclusion References Networks, Security and Privacy Parallel and Distributed Networks Prediction of DDoS Attacks Using Machine Learning Algorithms Based on Classification Technique 1 Introduction 2 Related Work 3 Proposed Work 3.1 Approach 3.2 Modelling 4 Result Analysis 5 Conclusion References Role of Internet of Things and Cloud Computing in Education System: A Review 1 Introduction 1.1 Cloud Computing and Education 1.2 IOT Enabled Education Environment 2 Literature Review 2.1 Cloud Computing in Education 2.2 IOT in Education 3 Discussion and Conclusion References Smart Communication and Technology An Effective Image Augmentation Approach for Maize Crop Disease Recognition and Classification 1 Introduction 2 Image Augmentation Approach 3 Experimental Results and Observations 3.1 RGB Image Augmentation 3.2 CNN Evaluation 4 Conclusion References Implementation of Artificial Intelligence (AI) in Smart Manufacturing: A Status Review 1 Introduction 2 Literature Review 3 Methodology 4 Findings and Discussion 5 Research Limitation and Future Scope 6 Indian Scenario 7 Conclusion References Emerging Computing Computational Intelligence Flight Fare Prediction Using Machine Learning 1 Introduction 2 Literature Review 3 Proposed Methodology 3.1 Information Input 3.2 Data Cleaning 3.3 Feature Extraction 3.4 Machine Learning Model Selection 4 Result and Discussions 4.1 Performance Metrics 5 Conclusion and Future Scope References Impact of Work from Home During Covid-19 on the Socio-economic Status of India 1 Introduction 1.1 Education 1.2 Employment 1.3 Income and Wealth 2 Theoretical Background and Hypothesis Development 3 Conclusion References Author Index