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Artificial Intelligence Applications and Innovations. AIAI 2021 IFIP WG 12.5 International Workshops: 5G-PINE 2021, AI-BIO 2021, DAAI 2021, DARE 2021, EEAI 2021, and MHDW 2021, Hersonissos, Crete, Greece, June 2527, 2021, Proceedings 2021 ed. [Pehme köide]

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  • Formaat: Paperback / softback, 499 pages, kõrgus x laius: 235x155 mm, kaal: 783 g, 126 Illustrations, color; 21 Illustrations, black and white; XVI, 499 p. 147 illus., 126 illus. in color., 1 Paperback / softback
  • Sari: IFIP Advances in Information and Communication Technology 628
  • Ilmumisaeg: 28-Jun-2022
  • Kirjastus: Springer Nature Switzerland AG
  • ISBN-10: 3030791599
  • ISBN-13: 9783030791599
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  • Formaat: Paperback / softback, 499 pages, kõrgus x laius: 235x155 mm, kaal: 783 g, 126 Illustrations, color; 21 Illustrations, black and white; XVI, 499 p. 147 illus., 126 illus. in color., 1 Paperback / softback
  • Sari: IFIP Advances in Information and Communication Technology 628
  • Ilmumisaeg: 28-Jun-2022
  • Kirjastus: Springer Nature Switzerland AG
  • ISBN-10: 3030791599
  • ISBN-13: 9783030791599
This book constitutes the refereed proceedings of six International Workshops held as parallel events of the 17th IFIP WG 12.5 International Conference on Artificial Intelligence Applications and Innovations, AIAI 2021, virtually and in Hersonissos, Crete, Greece, in June 2021: the 6th Workshop on 5G-Putting Intelligence to the Network Edge, 5G-PINE 2021; Artificial Intelligence in Biomedical Engineering and Informatics Workshop, AI-BIO 2021; Workshop on Defense Applications of AI, DAAI 2021; Distributed AI for Resource-Constrained Platforms Workshop, DARE 2021; Energy Efficiency and Artificial Intelligence Workshop, EEAI 2021; and the 10th Mining Humanistic Data Workshop, MHDW 2021.





The 24 full papers and 16 short papers presented at these workshops were carefully reviewed and selected from 72 submissions. The papers presented at 5G-PINE focus on the latest AI applications in the telecommunication industry and AI in modern 5G-oriented telecommunications infrastructures. Thepapers chosen for AI-BIO 2021 present research on the subject of AI, in its broadest sense, in biomedical engineering and health informatics. The DAAI 2021 papers aim at presenting recent evolutions in artificial intelligence applicable to defense and security applications. The papers selected for DARE 2021 address a variety of pertinent and challenging topics within the scope of distributed AI for resource-constrained platforms. The papers presented at EEAI 2021 aim to bring together interdisciplinary approaches that focus on the application of AI-driven solutions for increasing and improving energy efficiency of residential and tertiary buildings and of occupant behavior. The MHDW papers focus on topics such as recommendation systems, sentiment analysis, pattern recognition, data mining, and time series.
6th Workshop on 5G Putting Intelligence to the Network Edge (5G-PINE
2021).- 5G Communications as Enabler for Smart Power Grids: The Case of the
Smart5Grid Project.- 5G-VICTORI: Future Railway Communications Requirements
Driving 5G Deployments in Railways.- 5G-VICTORI: Optimizing Media Streaming
in Mobile Environments using mmWave, NBMP and 5G Edge Computing.- A Novel
Architectural Approach for the Provision of Scalable and Automated Network
Slice Management, in 5G and Beyond.- A prototype 5G/IoT implementation for
transforming a legacy facility to a Smart Factory.- Advanced first
responders' services by using FASTER project Architectural Solution.- High
mobility 5G services for vertical industries - network operator's view.-
Machine Learning-Based, Networking and Computing Infrastructure Resource
Management.- Power Control in 5G Heterogeneous Cells considering User Demands
using Deep Reinforcement Learning.- The Challenge of Security Breaches in the
Era of 5G Networking.-Top Challenges in 5G Densification.- TYPHON: Hybrid
Data Lakes for Real-time Big Data Analytics An Evaluation Framework in the
Telecom Industry.- V2X Communications for the Support of GLOSA and
Intelligent Intersection Applications.- Artificial Intelligence in Biomedical
Engineering and Informatics Workshop (AI-BIO 2021).- A Machine Learning
Approach for Recognition of Elders' Activities using Passive Sensors.-
Analyzing Collective Knowledge towards Public Health Policy Making.-
Evaluating mental patients utilizing video analysis of facial expressions.-
An inception-based architecture for haemodialysis time series
classification.- Workshop on Defense Applications of AI (DAAI 2021).- A
Lipschitz - Shapley Explainable Defense Methodology Against Adversarial
Attacks.- A Multimodal AI-leveraged Counter-UAV Framework for Diverse
Environments.- Cyber attack detection and trust management toolkit for
defence-related microgrids.- On the potential of SDN enabled network
deployment in tactical environments.- Distributed AI for Resource -
Constrained Platforms Workshop (DARE 2021).- A first sensitivity study of
multi-object multi-camera tracking performance.- An Initial Analysis of the
Shortcomings of Conventional AI and the Benefits of Distributed AI Approaches
in Industrial Use Cases.- Distributed data compression for edge devices.-
PFilter: Privacy-aware and secure data filtering at the edge for distributed
edge analytics.- Towards a Distributed Learning Architecture for Securing ISP
Home Customers.- Energy Efficiency and Artificial Intelligence Workshop (
2021).- A Recommendation Specific Human Activity Recognition Dataset with
Mobile Devices Sensor Data.- Explainable neednt be (much) less accurate:
evaluating an explainable AI dashboard for energy forecasting.- Improving
Energy Efficiency in Tertiary Buildings through user-driven Recommendations
delivered on optimal Micro-moments.- Semantic modeling of trustworthy IoT
entities in energy-efficient cultural spaces.- Short Term Net Imbalance
Volume Forecasting through Machine and Deep Learning: A UK case study.- 10th
Mining Humanistic Data Workshop (MHDW 2021).- Community Detection Algorithms
for Cultural and Natural Heritage Data in Social Networks.- Forecasting Air
Flight Delays and Enabling Smart Airport Services in Apache Spark.- Movie
Recommendation System based on Character Graph Embeddings.-
Privacy-Preserving Text Labelling Through Crowdsourcing.- Recognition of
epidemic cases in social web texts.- Active Bagging Ensemble Selection.-
Applying Machine Learning to Predict Whether Learners will Start a MOOC after
Initial Registration.- Self-supervised approach for Urban Tree Recognition on
Aerial Images.- Visitor behavior analysis for an ancient Greek technology
exhibition.