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Table of Contents
Artificial Intelligence Applications and Innovations
Ilias Maglogiannis, John Macintyre, Lazaros Iliadis
Front Matter

Adaptive Modeling/Neuroscience


‘If Only I Would Have Done that…’: A Controlled Adaptive Network Model for Learning by Counterfactual Thinking
Raj Bhalwankar, Jan Treur
3-16
A Computational Model for the Second-Order Adaptive Causal Relationships Between Anxiety, Stress and Physical Exercise
Lars Rass, Jan Treur
17-29

AI in Biomedical Applications


ebioMelDB: Multi-modal Database for Melanoma and Its Application on Estimating Patient Prognosis
Aigli Korfiati, Giorgos Livanos, Christos Konstantinou, Sophia Georgiou, George Sakellaropoulos
33-44
Improved Biomedical Entity Recognition via Longer Context Modeling
Nikolaos Stylianou, Panagiotis Kosmoliaptsis, Ioannis Vlahavas
45-56
Scalable NPairLoss-Based Deep-ECG for ECG Verification
Yu-Shan Tai, Yi-Ta Chen, (andy) An-Yeu Wu
57-68
Comparative Study of Embedded Feature Selection Methods on Microarray Data
Hind Hamla, Khadoudja Ghanem
69-77

AI Impacts/Big Data


The AI4Media Project: Use of Next-Generation Artificial Intelligence Technologies for Media Sector Applications
Filareti Tsalakanidou, Symeon Papadopoulos, Vasileios Mezaris, Ioannis Kompatsiaris, Birgit Gray, Danae Tsabouraki, Maritini Kalogerini, Fulvio Negro, Maurizio Montagnuolo, Jesse Vos, Philo Kemenade, Daniele Gravina, Rémi Mignot, Alexey Ozerov, Francois Schnitzler, Artur Garcia-Saez, Georgios Yannakakis, Antonios Liapis, Georgi Kostadinov
81-93
Regression Predictive Model to Analyze Big Data Analytics in Supply Chain Management
Elena Puica
94-101

Automated Machine Learning


An Automated Machine Learning Approach for Predicting Chemical Laboratory Material Consumption
António Silva, Paulo Cortez
105-116
An Ontology-Based Concept for Meta AutoML
Bernhard Humm, Alexander Zender
117-128
Object Migration Automata for Non-equal Partitioning Problems with Known Partition Sizes
Rebekka Omslandseter, Lei Jiao, B. John Oommen
129-142

Autonomous Agents


Enhanced Security Framework for Enabling Facial Recognition in Autonomous Shuttles Public Transportation During COVID-19
Dimitris Tsiktsiris, Antonios Lalas, Minas Dasygenis, Konstantinos Votis, Dimitrios Tzovaras
145-154
Evaluating Task-General Resilience Mechanisms in a Multi-robot Team Task
James Staley, Matthias Scheutz
155-166

Clustering


A Multi-view Clustering Approach for Analysis of Streaming Data
Vishnu Devagiri, Veselka Boeva, Shahrooz Abghari
169-183
Efficient Approaches for Density-Based Spatial Clustering of Applications with Noise
Pretom Saha, Doina Logofatu
184-195
Self-organizing Maps for Optimized Robotic Trajectory Planning Applied to Surface Coating
Maria Tzinava, Konstantinos Delibasis, Spyros Kamnis
196-206

Convolutional NN


An Autoencoder Convolutional Neural Network Framework for Sarcopenia Detection Based on Multi-frame Ultrasound Image Slices
Emmanuel Pintelas, Ioannis Livieris, Nikolaos Barotsis, George Panayiotakis, Panagiotis Pintelas
209-219
Automatic Classification of XCT Images in Manufacturing
Bertram Sabrowsky-Hirsch, Roxana-Maria Holom, Christian Gusenbauer, Michael Reiter, Florian Reiterer, Ricardo Gutiérrez, Josef Scharinger
220-231
Cross-Lingual Approaches for Task-Specific Dialogue Act Recognition
Jiří Martínek, Christophe Cerisara, Pavel Král, Ladislav Lenc
232-242
Just-in-Time Biomass Yield Estimation with Multi-modal Data and Variable Patch Training Size
Patricia O’byrne, Patrick Jackman, Damon Berry, Thomas Lee, Michael French, Robert Ross
243-255
Robustness Testing of AI Systems: A Case Study for Traffic Sign Recognition
Christian Berghoff, Pavol Bielik, Matthias Neu, Petar Tsankov, Arndt Twickel
256-267

Data Mining/Word Counts


BIBLIOBICLUSTER: A Bicluster Algorithm for Bibliometrics
Gloria Gheno
271-282
Topic Identification via Human Interpretation of Word Clouds: The Case of Instagram Hashtags
Stamatios Giannoulakis, Nicolas Tsapatsoulis
283-294

Deep Learning


A Comparative Study of Deep Learning Techniques for Financial Indices Prediction
Argyrios Ketsetsis, Konstantinos Giannoutakis, Georgios Spanos, Nikolaos Samaras, Dimitrios Hristu-Varsakelis, Dimitrios Thomas, Dimitrios Tzovaras
297-308
An Effective Loss Function for Generating 3D Models from Single 2D Image Without Rendering
Nikola Zubić, Pietro Liò
309-322
Collaborative Edge-Cloud Computing for Personalized Fall Detection
Vangelis Metsis, Anne Ngu, Shaun Coyne, Priyanka Srinivas
323-336
Deep Dense and Convolutional Autoencoders for Machine Acoustic Anomaly Detection
Gabriel Coelho, Pedro Pereira, Luis Matos, Alexandrine Ribeiro, Eduardo Nunes, André Ferreira, Paulo Cortez, André Pilastri
337-348
Neural Network Compression Through Shunt Connections and Knowledge Distillation for Semantic Segmentation Problems
Bernhard Haas, Alexander Wendt, Axel Jantsch, Matthias Wess
349-361
System-Wide Anomaly Detection of Industrial Control Systems via Deep Learning and Correlation Analysis
Gordon Haylett, Zahra Jadidi, Kien Thanh
362-373
Verification of Size Invariance in DNN Activations Using Concept Embeddings
Gesina Schwalbe
374-386
Artificial Intelligence in Music Composition
Mincer Alaeddine, Anthony Tannoury
387-397
Deep Learning and AI for 5G Technology: Paradigms
Mahnaz Olfati, Kiran Parmar
398-407

Fuzzy Modeling


Intuitionistic Fuzzy Neural Network for Time Series Forecasting - The Case of Metal Prices
Petr Hajek, Vladimir Olej, Wojciech Froelich, Josef Novotny
411-422

Hyperdimensional Computing


PQ-HDC: Projection-Based Quantization Scheme for Flexible and Efficient Hyperdimensional Computing
Chi-Tse Huang, Cheng-Yang Chang, Yu-Chuan Chuang, An-Yeu Wu
425-435
Hyperdimensional Computing with Learnable Projection for User Adaptation Framework
Yu-Ren Hsiao, Yu-Chuan Chuang, Cheng-Yang Chang, An-Yeu Wu
436-447

Internet of Things/Internet of Energy


“SAVE” – An Integrated Approach of Personal and Home Safety for Active Assisted Living
Sorin-Aurel Moraru, Adrian Moșoi, Dominic Kristaly, Florin Sandu, Dan Floroian, Delia Ungureanu, Liviu Perniu
451-464
BEMS in the Era of Internet of Energy: A Review
Asimina Dimara, Christos-Nikolaos Anagnostopoulos, Konstantinos Kotis, S. Krinidis, Dimitrios Tzovaras
465-476

Machine Learning


A Survey of Methods for Detection and Correction of Noisy Labels in Time Series Data
Gentry Atkinson, Vangelis Metsis
479-493
An Automated Tool to Support an Intelligence Learner Management System Using Learning Analytics and Machine Learning
Shareeful Islam, Haralambos Mouratidis, Hasan Mahmud
494-504
Classification of Point Clouds with Neural Networks and Continuum-Type Memories
Stefan Reitmann, Elena Kudryashova, Bernhard Jung, Volker Reitmann
505-517
Cyber Supply Chain Threat Analysis and Prediction Using Machine Learning and Ontology
Abel Yeboah-Ofori, Haralambos Mouratidis, Umar Ismai, Shareeful Islam, Spyridon Papastergiou
518-530
Intelligent Techniques and Hybrid Systems Experiments Using the Acumen Modeling and Simulation Environment
Sotirios Tzamaras, Stavros Adam, Walid Taha
531-542
Predicting CO2 Emissions for Buildings Using Regression and Classification
Alexia Avramidou, Christos Tjortjis
543-554
Robust Pose Estimation Based on Maximum Correntropy Criterion
Qian Zhang, Badong Chen
555-566
The Generative Adversarial Random Neural Network
Will Serrano
567-580
Using Machine Learning Methods to Predict Subscriber Churn of a Web-Based Drug Information Platform
Georgios Theodoridis, Athanasios Tsadiras
581-593
Analysis and Prediction for House Sales Prices by Using Hybrid Machine Learning Approaches
S. Hossain, Jyoti Rawat, Doina Logofatu
594-604

Multi Agent Systems


Dynamic Plume Tracking Utilizing Symbiotic Heterogeneous Remote Sensing Platforms
Iakovos Michailidis, Athanasios Kapoutsis, Elias Kosmatopoulos, Yiannis Boutalis
607-618
Improving the Flexibility of Production Scheduling in Flat Steel Production Through Standard and AI-Based Approaches: Challenges and Perspectives
Vincenzo Iannino, Valentina Colla, Alessandro Maddaloni, Jens Brandenburger, Ahmad Rajabi, Andreas Wolff, Joaquin Ordieres, Miguel Gutierrez, Erwin Sirovnik, Dirk Mueller, Christoph Schirm
619-632

Natural Language


A Comparative Assessment of State-Of-The-Art Methods for Multilingual Unsupervised Keyphrase Extraction
Nikolaos Giarelis, Nikos Kanakaris, Nikos Karacapilidis
635-645
An Approach Utilizing Linguistic Features for Fake News Detection
Dimitrios Kasseropoulos, Christos Tjortjis
646-658
CEA-TM: A Customer Experience Analysis Framework Based on Contextual-Aware Topic Modeling Approach
Ariona Shashaj, Davide Stirparo, Mohammad Kazemi
659-672
Machine Learning Meets Natural Language Processing - The Story so Far
Nikolaos-Ioannis Galanis, Panagiotis Vafiadis, Kostas-Gkouram Mirzaev, George Papakostas
673-686
SemAI: A Novel Approach for Achieving Enhanced Semantic Interoperability in Public Policies
George Manias, Argyro Mavrogiorgou, Athanasios Kiourtis, Dimosthenis Kyriazis
687-699

Recommendation Systems


Optimization of Multi-stakeholder Recommender Systems for Diversity and Coverage
Iordanis Koutsopoulos, Maria Halkidi
703-714
Recommending Database Architectures for Social Queries: A Twitter Case Study
Michael Marountas, Georgios Drakopoulos, Phivos Mylonas, Spyros Sioutas
715-728
Science4Fashion: An Autonomous Recommendation System for Fashion Designers
Sotirios-Filippos Tsarouchis, Argyrios Vartholomaios, Ioannis-Panagiotis Bountouridis, Athanasios Karafyllis, Antonios Chrysopoulos, Pericles Mitkas
729-742

Sentiment Analysis


A Two-Step Optimised BERT-Based NLP Algorithm for Extracting Sentiment from Financial News
Rapheal Olaniyan, Daniel Stamate, Ida Pu
745-756
Learning Sentiment-Aware Trading Strategies for Bitcoin Leveraging Deep Learning-Based Financial News Analysis
N. Passalis, S. Seficha, A. Tsantekidis, A. Tefas
757-766

Smart Blockchain Applications/Cybersecurity


Federated Blockchained Supply Chain Management: A CyberSecurity and Privacy Framework
Konstantinos Demertzis, Lazaros Iliadis, Elias Pimenidis, Nikolaos Tziritas, Maria Koziri, Panagiotis Kikiras, Michael Tonkin
769-779
Validation and Verification of Data Marketplaces
Will Serrano
780-792

 


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