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Author International Conference on Big Data Intelligence and Computing (2022 : Denarau Island, Fiji)

Title Big data intelligence and computing : International Conference, DataCom 2022, Denarau Island, Fiji, December 8-10, 2022, Proceedings / Ching-Hsien Hsu, Mengwei Xu, Hung Cao, Hojjat Baghban, A. B. M. Shawkat Ali, editors
Published Singapore : Springer, 2023

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Description 1 online resource (xviii, 560 pages) : illustrations (some color)
Series Lecture notes in computer science, 1611-3349 ; 13864
Lecture notes in computer science ; 13864. 1611-3349
Contents Intro -- Preface -- Organization -- Contents -- Big Data Algorithm and Systems -- Tiansuan Constellation -- 1 Introduction -- 2 Related Work -- 2.1 Design Overview -- 2.2 Edge Computing and AI in Space -- 3 Method -- 3.1 Datasets -- 3.2 Model Design -- 3.3 Hardware -- 4 Experimental Results -- 4.1 The Comparison -- 4.2 Future Work -- 5 Conclusion -- References -- Adopting a Deep Learning Split-Protocol Based Predictive Maintenance Management System for Industrial Manufacturing Operations -- 1 Introduction -- 2 Literature Reviews -- 3 Overview of Predictive Maintenance and Industries 4.0
4 Strategy to Adopt in Predictive Maintenance -- 4.1 Application of Machine Learning Methods to Predict Predictive Maintenance (PdM) -- 5 Pillars of the Total Predictive Maintenance in Industries 4.0 -- 6 Quantum Computing and Digital Manufacturing 4.0 -- 7 Reliability-Centered Maintenance (RCM) -- 7.1 Benefits of the RCM Approach -- 7.2 Key Principles of Reliability-Centered Maintenance (RCM) -- 8 Intelligent Asset Management (IAM and RCM-Controlled Predictive Maintenance) -- 8.1 Wings Within the IAM -- 8.2 Benefits that Could Be Achieved from AIN
9 System Architectures and PDM in Industries 4.0 -- 10 AI-Enabled Split-Migration Architecture -- 11 Implementation Details -- 12 Conclusion -- References -- A Digital Twin for Bus Operation in Public Urban Transportation Systems -- 1 Introduction -- 2 Related Works -- 3 Methodology -- 3.1 Simulation of Urban Mobility (SUMO) -- 3.2 Configuring SUMO to Reproduce Observed Traffic -- 3.3 Bus Operation Digital Twin (BODIT) -- 4 Experiments -- 4.1 Description of the Scenario -- 4.2 Experimental Setup -- 5 Results -- 6 Conclusion and Future Work -- References
Predicting Residential Property Valuation in Major Towns and Cities on Mainland Fiji -- 1 Introduction -- 2 Literature Review -- 2.1 Property Valuation Approaches -- 2.2 Feature Selection of Properties -- 2.3 Machine Learning Models for Property Predictions -- 3 Methodology -- 3.1 Data Analysis -- 3.2 Data Pre-processing -- 3.3 Data Visualization -- 4 Results and Discussion -- 4.1 Evaluation on Test Data -- 5 Conclusion -- 6 Limitations -- 7 Future Work -- References -- Designing an AI-Driven Talent Intelligence Solution: Exploring Big Data to Extend the TOE Framework -- 1 Introduction
2 Background of the Study -- 2.1 Ethical Implications of AI in Talent Management -- 2.2 The Application of AI in Talent Management -- 2.3 Career Services in Higher Education -- 2.4 Theories in Technological Adoption -- 3 Design Science Methodology -- 4 Proposed AI Oriented TM Approach -- 5 Discussion and Conclusion -- References -- Development of Bilingual Chatbot for University Related FAQs Using Natural Language Processing and Deep Learning -- 1 Introduction -- 2 Background -- 2.1 What is a Chatbot and How it Works? -- 3 Methodology -- 3.1 Existing Studies -- 4 Proposed Chatbot
Summary This book constitutes the proceedings of the International Conference on Big Data Intelligence and Computing, DataCom 2022, which took place in Denarau Island, Fiji, in December 2022. The 30 full papers included in this volume were carefully reviewed and selected from 88 submissions. The papers detail big data analytics solutions, distributed computation paradigms, on-demand services, autonomic systems, and pervasive applications
Notes Includes author index
Online resource; title from PDF title page (SpringerLink, viewed May 1, 2023)
Subject Big data -- Congresses
Artificial intelligence -- Congresses
Artificial intelligence
Big data
Genre/Form proceedings (reports)
Conference papers and proceedings
Conference papers and proceedings.
Actes de congrès.
Form Electronic book
Author Hsu, Ching-Hsien, editor.
Xu, Mengwei, editor
Cao, Hung, editor
Baghban, Hojjat, editor.
Shawkat Ali, A. B. M., editor.
ISBN 981992233X
9789819922338
Other Titles DataCom 2022