| Description |
1 online resource (xxix, 379 pages) : illustrations (chiefly color) |
| Series |
Communications in computer and information science, 1865-0937 ; 1929 |
|
Communications in computer and information science ; 1929. 1865-0937
|
| Contents |
Intro -- AI and IoT Enabling Technologies -- Securing IoT Using Supervised Machine Learning -- 1 Introduction -- 2 IoT and Machine Learning -- 2.1 Supervised Machine Learning -- 2.2 Unsupervised Machine Learning -- 2.3 Deep Learning -- 2.4 Reinforcement Learning -- 3 Methods -- 3.1 UNSW-NB15 Dataset -- 3.2 Experimental Setup -- 3.3 Performance Measures -- 4 Results and Inferences -- 4.1 Using Hyperparameter Tuned Models -- 4.2 Using Feature Selection on Parameter-Tuned Models -- 4.3 Using Class Weights on Parameter-Tuned Models |
|
4.4 Using Class Weights with Important Features on Parameter-Tuned Models -- 5 Observations -- 6 Conclusion -- References -- DDoS Attack Detection in IoT Environment Using Crystal Optimized Deep Neural Network -- 1 Introduction -- 2 Literature Survey -- 3 System Model -- 3.1 Performance Improvement by Feature Extraction -- 3.2 Traffic Analyzer Module Based DDoS Detection -- 3.3 Crystal Optimized Deep Neural Network -- 4 Experimental Results and Analysis -- 4.1 Dataset Description -- 4.2 Performance Metrics -- 4.3 Experimental Results -- 4.4 Throughput -- 4.5 Average Throughput |
|
4.6 Energy Consumption -- 4.7 Memory Utilization -- 5 Conclusion -- References -- Prediction Based Load Balancing in Cloud Computing Using Conservative Q-Learning Algorithm -- 1 Introduction -- 1.1 Characteristics of Cloud Computing -- 1.2 Cloud Service Models -- 1.3 Load Balancing -- 1.4 Classification of Load Balancing Techniques -- 1.5 Load Balancing Metrics -- 1.6 Motivation -- 1.7 Problem Statement -- 1.8 Research Objectives -- 2 Literature Review -- 3 Methodology -- 4 Experiment Results -- 5 Conclusion -- References |
|
An Attribute Selection Using Propagation-Based Neural Networks with an Improved Cuckoo-Search Algorithm -- 1 Introduction -- 1.1 Corpus-Based Approach -- 1.2 Machine Learning Utilization and Swarm Intelligence Approach -- 2 Related Work -- 3 Methodology -- 4 Results -- 5 Conclusion -- References -- Payable Outsourced Decryption for Functional Encryption Using BlockChain -- 1 Introduction -- 1.1 Challenges and Contribution -- 1.2 Related Works -- 2 Preliminaries -- 2.1 Blockchain and Smart Contracts -- 2.2 Functional Encryption with Outsourced Decryption -- 3 Security and Framework Definitions |
|
3.1 Overview -- 3.2 Adversarial Model -- 4 Description of Protocol -- 4.1 Generic Construction -- 4.2 Instantiation -- 4.3 Integrating Into a Blockchain -- 5 Performance Analysis and Evaluation -- 5.1 Performance Analysis -- 5.2 Experiment Results -- 6 Conclusion -- References -- Multi-environment Audio Dataset Using RPi-Based Sound Logger -- 1 Introduction -- 2 Review of Similar Public and Private Databases -- 3 Experimental System for Sound Recording -- 3.1 Hardware Description -- 3.2 Software Description -- 3.3 Data Collection Algorithm -- 4 Audio Specifications -- 5 Database Description |
| Summary |
These two volumes constitute the revised selected papers of First International Conference, ICAIoT 2023, held in Chandigarh, India, during March 30–31, 2023. The 47 full papers and the 10 short papers included in this volume were carefully reviewed and selected from 401 submissions. The two books focus on research issues, opportunities and challenges of AI and IoT applications. They present the most recent innovations, trends, and concerns as well as practical challenges encountered and solutions adopted in the fields of AI algorithms implementation in IoT Systems |
| Notes |
Selected conference proceedings |
|
Includes author index |
|
Online resource; title from PDF title page (SpringerLink, viewed December 6, 2023) |
| Subject |
Artificial intelligence -- Congresses
|
|
Internet of things -- Congresses
|
|
Artificial intelligence.
|
|
Internet of things.
|
| Genre/Form |
Electronic books
|
|
proceedings (reports)
|
|
Conference papers and proceedings.
|
|
Conference papers and proceedings.
|
|
Actes de congrès.
|
| Form |
Electronic book
|
| Author |
Challa, Rama Krishna, editor
|
|
Aujla, Gagangeet Singh, editor.
|
|
Mathew, Lini, editor
|
|
Kumar, Amod, editor
|
|
Kalra, Mala, editor
|
|
Shimi, S. L., editor
|
|
Saini, Garima, editor
|
|
Sharma, Kanika, editor
|
| ISBN |
9783031487743 |
|
3031487745 |
|
