Table of Contents
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Artificial Intelligence Applications and Innovations. AIAI 2021 IFIP WG 12.5 International Workshops Ilias Maglogiannis, John Macintyre, Lazaros Iliadis |
Front Matter |
6th Workshop on “5G – Putting Intelligence to the Network Edge” (5G-PINE 2021)
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5G Communications as “Enabler” for Smart Power Grids: The Case of the Smart5Grid Project Daniele Porcu, Ioannis P. Chochliouros, Sonia Castro, Giampaolo Fiorentino, Rui Costa, Dimitrios Nodaros, Vaios Koumaras, Fabrizio Brasca, Nicola Di Pietro, George Papaioannou, Irina Ciornei, Antonios Sarigiannidis, Nikolay Palov, Teodor Bobochikov, Charilaos Zarakovitis, Anastasia S. Spiliopoulou |
7-20 |
5G-VICTORI: Future Railway Communications Requirements Driving 5G Deployments in Railways Ioanna Mesogiti, Eleni Theodoropoulou, Fotini Setaki, George Lyberopoulos, Anna Tzanakaki, Markos Anastassopoulos, Christina Politi, Panagiotis Papaioannou, Christos Tranoris, Spyros Denazis, Paris Flegkas, Nikos Makris, Nebojsa Maletic, Darko Cvetkovski, Jesus Gutierrez Teran, Panteleimon Konstantinos Chartsias, Konstantinos Stamatis, Marievi Xezonaki, Dimitrios Kritharidis, Alexandros Dalkalitsis, Manfred Taferner, Martin Piovarci |
21-30 |
5G-VICTORI: Optimizing Media Streaming in Mobile Environments Using mmWave, NBMP and 5G Edge Computing Louay Bassbouss, Mehdi Ben Fadhel, Stefan Pham, Anita Chen, Stephan Steglich, Eric Troudt, Marc Emmelmann, Jesús Gutiérrez, Nebojsa Maletic, Eckhard Grass, Stefan Schinkel, Annette Wilson, Sven Glaser, Christian Schlehuber |
31-38 |
A Novel Architectural Approach for the Provision of Scalable and Automated Network Slice Management, in 5G and Beyond Sławomir Kukliński, Lechosław Tomaszewski, Ioannis P. Chochliouros, Christos Verikoukis, Robert Kołakowski, Anastasia S. Spiliopoulou, Alexandros Kostopoulos |
39-51 |
A Prototype 5G/IoT Implementation for Transforming a Legacy Facility to a Smart Factory Panagiotis Papaioannou, Nikolaos Tzanis, Christos Tranoris, Spyros Denazis, Alexios Birbas |
52-61 |
Advanced First Responders’ Services by Using FASTER Project Architectural Solution Christina C. Lessi, Ioannis P. Chochliouros, Panagiotis Trakadas, Panagiotis Karkazis |
62-70 |
High Mobility 5G Services for Vertical Industries – Network Operator’s View Lechosław Tomaszewski, Ioannis P. Chochliouros, Robert Kołakowski, Sławomir Kukliński, Michail-Alexandros Kourtis |
71-84 |
Machine Learning-Based, Networking and Computing Infrastructure Resource Management Ioannis P. Chochliouros, Alexandros Kostopoulos, Miquel Payaró, Christos Verikoukis, Sabrina Vimercati, Evgenii Vinogradov, Vida Ranjbar, John Vardakas, Md Arifur Rahman, Polyzois Soumplis, Emmanuel Varvarigos |
85-94 |
Power Control in 5G Heterogeneous Cells Considering User Demands Using Deep Reinforcement Learning Anastasios Giannopoulos, Sotirios Spantideas, Christos Tsinos, Panagiotis Trakadas |
95-105 |
The Challenge of Security Breaches in the Era of 5G Networking Maria Belesioti, Jorge Carapinha, Rodoula Makri, Ioannis P. Chochliouros |
106-117 |
Top Challenges in 5G Densification Eleni Theodoropoulou, Ioanna Mesogiti, Fotini Setaki, Konstantinos Filis, George Lyberopoulos, Agapi Mesodiakaki, Marios Gatzianas, Christos Vagionas, George Kalfas, Mauro Agus, Annachiara Pagano |
118-127 |
TYPHON: Hybrid Data Lakes for Real-Time Big Data Analytics – An Evaluation Framework in the Telecom Industry Antonios Misargopoulos, George Papavassiliou, Christos A. Gizelis, Filippos Nikolopoulos-Gkamatsis |
128-137 |
V2X Communications for the Support of GLOSA and Intelligent Intersection Applications Ioannis P. Chochliouros, Anastasia S. Spiliopoulou, Pavlos Lazaridis, Zaharias Zaharis, Michail-Alexandros Kourtis, Slawomir Kuklinski, Lechosław Tomaszewski, Dimitrios Arvanitozisis, Alexandros Kostopoulos |
138-152 |
Artificial Intelligence in Biomedical Engineering and Informatics (AI-BIO 2021) Workshop
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A Machine Learning Approach for Recognition of Elders’ Activities Using Passive Sensors Anastasios Panagiotis Psathas, Antonios Papaleonidas, Lazaros Iliadis |
157-170 |
Analyzing Collective Knowledge Towards Public Health Policy Making Spyridon Kleftakis, Konstantinos Mavrogiorgos, Nikolaos Zafeiropoulos, Argyro Mavrogiorgou, Athanasios Kiourtis, Ilias Maglogiannis, Dimosthenis Kyriazis |
171-181 |
Evaluating Mental Patients Utilizing Video Analysis of Facial Expressions M. Tziomaka, A. Kallipolitis, P. Tsanakas, Ilias Maglogiannis |
182-193 |
An Inception-Based Architecture for Haemodialysis Time Series Classification Giorgio Leonardi, S. Montani, Manuel Striani |
194-203 |
Workshop on Defense Applications of AI – (DAAI 2021)
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A Lipschitz - Shapley Explainable Defense Methodology Against Adversarial Attacks Konstantinos Demertzis, Lazaros Iliadis, Panagiotis Kikiras |
211-227 |
A Multimodal AI-Leveraged Counter-UAV Framework for Diverse Environments Eleni Diamantidou, Antonios Lalas, Konstaninos Votis, Dimitrios Tzovaras |
228-239 |
Cyber Attack Detection and Trust Management Toolkit for Defence-Related Microgrids Medentzidis Charalampos-Rafail, Kotsiopoulos Thanasis, Vellikis Vasileios, Ioannidis Dimosthenis, Tzovaras Dimitrios, Sarigiannidis Panagiotis |
240-251 |
On the Potential of SDN Enabled Network Deployment in Tactical Environments George Lazaridis, Kostas Papachristou, Anastasios Drosou, Dimosthenis Ioannidis, Periklis Chatzimisios, Dimitrios Tzovaras |
252-263 |
Distributed AI for Resource - Constrained Platforms (DARE 2021) Workshop
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A First Sensitivity Study of Multi-object Multi-camera Tracking Performance Miguel Ramos, Carlos Pereira, Luis Almeida |
269-280 |
An Initial Analysis of the Shortcomings of Conventional AI and the Benefits of Distributed AI Approaches in Industrial Use Cases Anna Hristoskova, Nicolás González-Deleito, Sarah Klein, Joana Sousa, Nuno Martins, João Tagaio, João Serra, Carlos Silva, João Ferreira, Pedro M. Santos, Ricardo Morla, Luis Almeida, Barış Bulut, Sencer Sultanoğlu |
281-292 |
Distributed Data Compression for Edge Devices Kevin Van Vaerenbergh, Tom Tourwé |
293-304 |
PFilter: Privacy-Aware and Secure Data Filtering at the Edge for Distributed Edge Analytics Annanda Rath, Anna Hristoskova, Sarah Klein |
305-310 |
Towards a Distributed Learning Architecture for Securing ISP Home Customers Pedro M. Santos, Joana Sousa, Ricardo Morla, Nuno Martins, João Tagaio, João Serra, Carlos Silva, Mário Sousa, Pedro Souto, Luís Lino Ferreira, João Ferreira, Luís Almeida |
311-322 |
Energy Efficiency and Artificial Intelligence (ΕΕΑΙ 2021) Workshop
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A Recommendation Specific Human Activity Recognition Dataset with Mobile Device’s Sensor Data Alexandros Vrochidis, Vasileios G. Vasilopoulos, Konstantinos Peppas, Valia Dimaridou, Iordanis Makaratzis, Apostolos C. Tsolakis, Stelios Krinidis, Dimitrios Tzovaras |
327-339 |
Explainable Needn’t Be (Much) Less Accurate: Evaluating an Explainable AI Dashboard for Energy Forecasting Ana Grimaldo, Jasminko Novak |
340-351 |
Improving Energy Efficiency in Tertiary Buildings Through User-Driven Recommendations Delivered on Optimal Micro-moments Apostolos C. Tsolakis, George Tsakirakis, Vasileios G. Vasilopoulos, Konstantinos Peppas, Charisios Zafeiris, Iordanis Makaratzis, Ana Grimaldo, Stelios Krinidis, Jasminko Novak, George Bravos, Dimitrios Tzovaras |
352-363 |
Semantic Modeling of Trustworthy IoT Entities in Energy-Efficient Cultural Spaces Konstantina Zachila, Konstantinos Kotis, Asimina Dimara, Stamatia Ladikou, Christos-Nikolaos Anagnostopoulos |
364-376 |
Short Term Net Imbalance Volume Forecasting Through Machine and Deep Learning: A UK Case Study Elpiniki Makri, Ioannis Koskinas, Apostolos C. Tsolakis, Dimosthenis Ioannidis, Dimitrios Tzovaras |
377-389 |
10th Mining Humanistic Data Workshop (MHDW 2021)
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Community Detection Algorithms for Cultural and Natural Heritage Data in Social Networks Andreas Kanavos, Maria Trigka, Elias Dritsas, Gerasimos Vonitsanos, Phivos Mylonas |
395-406 |
Forecasting Air Flight Delays and Enabling Smart Airport Services in Apache Spark Gerasimos Vonitsanos, Theodor Panagiotakopoulos, Andreas Kanavos, Athanasios Tsakalidis |
407-417 |
Movie Recommendation System Based on Character Graph Embeddings Agisilaos Kounelis, Pantelis Vikatos, Christos Makris |
418-430 |
Privacy-Preserving Text Labelling Through Crowdsourcing Giannis Haralabopoulos, Mercedes Torres Torres, Ioannis Anagnostopoulos, Derek Mcauley |
431-445 |
Recognition of Epidemic Cases in Social Web texts Eleftherios Alexiou, Apostolos Antonakakis, Nemanja Jevtic, Georgios Sideras, Eftichia Farmaki, Sofronia Foutsitzi, Katia Kermanidis |
446-454 |
Active Bagging Ensemble Selection Vangjel Kazllarof, Sotiris Kotsiantis |
455-465 |
Applying Machine Learning to Predict Whether Learners Will Start a MOOC After Initial Registration Theodor Panagiotakopoulos, Sotiris Kotsiantis, Spiros Borotis, Fotis Lazarinis, Achilles Kameas |
466-475 |
Self-supervised Approach for Urban Tree Recognition on Aerial Images Lakshmi Babu Saheer, Mohamed Shahawy |
476-486 |
Visitor Behavior Analysis for an Ancient Greek Technology Exhibition Dimitrios Kosmopoulos, Kali Tzortzi |
487-495 |
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