index - Artificial Intelligence Applications and Innovations

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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Adaptive Modeling/Neuroscience

AI in Biomedical Applications

AI Impacts/Big Data

Automated Machine Learning

Autonomous Agents

Clustering

Convolutional NN

Data Mining/Word Counts

Deep Learning

Fuzzy Modeling

Hyperdimensional Computing

Internet of Things/Internet of Energy

Machine Learning

Multi Agent Systems

Natural Language

Recommendation Systems

Sentiment Analysis

Smart Blockchain Applications/Cybersecurity

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