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17th AIAI 2021: Hersonissos, Crete, Greece
- Ilias Maglogiannis, John MacIntyre, Lazaros Iliadis:
Artificial Intelligence Applications and Innovations - 17th IFIP WG 12.5 International Conference, AIAI 2021, Hersonissos, Crete, Greece, June 25-27, 2021, Proceedings. IFIP Advances in Information and Communication Technology 627, Springer 2021, ISBN 978-3-030-79149-0
Adaptive Modeling/Neuroscience
- Raj Bhalwankar, Jan Treur:
'If Only I Would Have Done that...': A Controlled Adaptive Network Model for Learning by Counterfactual Thinking. 3-16 - Lars Rass, Jan Treur:
A Computational Model for the Second-Order Adaptive Causal Relationships Between Anxiety, Stress and Physical Exercise. 17-29
AI in Biomedical Applications
- Aigli Korfiati, Giorgos Livanos, Christos Konstantinou, Sophia Georgiou, George Sakellaropoulos:
ebioMelDB: Multi-modal Database for Melanoma and Its Application on Estimating Patient Prognosis. 33-44 - Nikolaos Stylianou, Panagiotis Kosmoliaptsis, Ioannis P. Vlahavas:
Improved Biomedical Entity Recognition via Longer Context Modeling. 45-56 - Yu-Shan Tai, Yi-Ta Chen, An-Yeu Andy Wu:
Scalable NPairLoss-Based Deep-ECG for ECG Verification. 57-68 - Hind Hamla, Khadoudja Ghanem:
Comparative Study of Embedded Feature Selection Methods on Microarray Data. 69-77
AI Impacts/Big Data
- Filareti Tsalakanidou, Symeon Papadopoulos, Vasileios Mezaris, Ioannis Kompatsiaris, Birgit Gray, Danae Tsabouraki, Maritini Kalogerini, Fulvio Negro, Maurizio Montagnuolo, Jesse de Vos, Philo van Kemenade, Daniele Gravina, Rémi Mignot, Alexey Ozerov, François Schnitzler, Artur García-Sáez, Georgios N. Yannakakis, Antonios Liapis, Georgi Kostadinov:
The AI4Media Project: Use of Next-Generation Artificial Intelligence Technologies for Media Sector Applications. 81-93 - Elena Puica:
Regression Predictive Model to Analyze Big Data Analytics in Supply Chain Management. 94-101
Automated Machine Learning
- António João Silva, Paulo Cortez:
An Automated Machine Learning Approach for Predicting Chemical Laboratory Material Consumption. 105-116 - Bernhard G. Humm, Alexander Zender:
An Ontology-Based Concept for Meta AutoML. 117-128 - Rebekka Olsson Omslandseter, Lei Jiao, B. John Oommen:
Object Migration Automata for Non-equal Partitioning Problems with Known Partition Sizes. 129-142
Autonomous Agents
- Dimitris Tsiktsiris, Antonios Lalas, Minas Dasygenis, Konstantinos Votis, Dimitrios Tzovaras:
Enhanced Security Framework for Enabling Facial Recognition in Autonomous Shuttles Public Transportation During COVID-19. 145-154 - James Staley, Matthias Scheutz:
Evaluating Task-General Resilience Mechanisms in a Multi-robot Team Task. 155-166
Clustering
- Vishnu Manasa Devagiri, Veselka Boeva, Shahrooz Abghari:
A Multi-view Clustering Approach for Analysis of Streaming Data. 169-183 - Pretom Kumar Saha, Doina Logofatu:
Efficient Approaches for Density-Based Spatial Clustering of Applications with Noise. 184-195
Convolutional NN
- Emmanuel Pintelas, Ioannis E. Livieris, Nikolaos Barotsis, George Panayiotakis, Panagiotis E. Pintelas:
An Autoencoder Convolutional Neural Network Framework for Sarcopenia Detection Based on Multi-frame Ultrasound Image Slices. 209-219 - Bertram Sabrowsky-Hirsch, Roxana-Maria Holom, Christian Gusenbauer, Michael Reiter, Florian Reiterer, Ricardo Fernández Gutiérrez, Josef Scharinger:
Automatic Classification of XCT Images in Manufacturing. 220-231 - Jirí Martínek, Christophe Cerisara, Pavel Král, Ladislav Lenc:
Cross-Lingual Approaches for Task-Specific Dialogue Act Recognition. 232-242 - Patricia O'Byrne, Patrick Jackman, Damon Berry, Thomas Lee, Michael French, Robert J. Ross:
Just-in-Time Biomass Yield Estimation with Multi-modal Data and Variable Patch Training Size. 243-255 - Christian Berghoff, Pavol Bielik, Matthias Neu, Petar Tsankov, Arndt von Twickel:
Robustness Testing of AI Systems: A Case Study for Traffic Sign Recognition. 256-267
Data Mining/Word Counts
- Gloria Gheno:
BIBLIOBICLUSTER: A Bicluster Algorithm for Bibliometrics. 271-282 - Stamatios Giannoulakis, Nicolas Tsapatsoulis:
Topic Identification via Human Interpretation of Word Clouds: The Case of Instagram Hashtags. 283-294
Deep Learning
- Argyrios P. Ketsetsis, Konstantinos M. Giannoutakis, Georgios Spanos, Nikolaos Samaras, Dimitrios Hristu-Varsakelis, Dimitrios Thomas, Dimitrios Tzovaras:
A Comparative Study of Deep Learning Techniques for Financial Indices Prediction. 297-308 - Nikola Zubic, Pietro Liò:
An Effective Loss Function for Generating 3D Models from Single 2D Image Without Rendering. 309-322 - Anne H. H. Ngu, Shaun Coyne, Priyanka Srinivas, Vangelis Metsis:
Collaborative Edge-Cloud Computing for Personalized Fall Detection. 323-336 - Gabriel Coelho, Pedro José Pereira, Luís Miguel Matos, Alexandrine Ribeiro, Eduardo C. Nunes, André L. Ferreira, Paulo Cortez, André Luiz Pilastri:
Deep Dense and Convolutional Autoencoders for Machine Acoustic Anomaly Detection. 337-348 - Bernhard Haas, Alexander Wendt, Axel Jantsch, Matthias Wess:
Neural Network Compression Through Shunt Connections and Knowledge Distillation for Semantic Segmentation Problems. 349-361 - Gordon Haylett, Zahra Jadidi, Kien Nguyen Thanh:
System-Wide Anomaly Detection of Industrial Control Systems via Deep Learning and Correlation Analysis. 362-373 - Gesina Schwalbe:
Verification of Size Invariance in DNN Activations Using Concept Embeddings. 374-386 - Mincer Alaeddine, Anthony Tannoury:
Artificial Intelligence in Music Composition. 387-397 - Mahnaz Olfati, Kiran Parmar:
Deep Learning and AI for 5G Technology: Paradigms. 398-407
Fuzzy Modeling
- Petr Hájek, Vladimír Olej, Wojciech Froelich, Josef Novotny:
Intuitionistic Fuzzy Neural Network for Time Series Forecasting - The Case of Metal Prices. 411-422
Hyperdimensional Computing
- Chi-Tse Huang, Cheng-Yang Chang, Yu-Chuan Chuang, An-Yeu Andy Wu:
PQ-HDC: Projection-Based Quantization Scheme for Flexible and Efficient Hyperdimensional Computing. 425-435 - Yu-Ren Hsiao, Yu-Chuan Chuang, Cheng-Yang Chang, An-Yeu Andy Wu:
Hyperdimensional Computing with Learnable Projection for User Adaptation Framework. 436-447
Internet of Things/Internet of Energy
- Sorin-Aurel Moraru, Adrian Alexandru Mosoi, Dominic Mircea Kristaly, Florin Sandu, Dan Floroian, Delia Elisabeta Ungureanu, Liviu Marian Perniu:
"SAVE" - An Integrated Approach of Personal and Home Safety for Active Assisted Living. 451-464 - Asimina Dimara, Christos-Nikolaos Anagnostopoulos, Konstantinos Kotis, Stelios Krinidis, Dimitrios Tzovaras:
BEMS in the Era of Internet of Energy: A Review. 465-476
Machine Learning
- Gentry Atkinson, Vangelis Metsis:
A Survey of Methods for Detection and Correction of Noisy Labels in Time Series Data. 479-493 - Shareeful Islam, Haralambos Mouratidis, Hasan Mahmud:
An Automated Tool to Support an Intelligence Learner Management System Using Learning Analytics and Machine Learning. 494-504 - Stefan Reitmann, Elena V. Kudryashova, Bernhard Jung, Volker Reitmann:
Classification of Point Clouds with Neural Networks and Continuum-Type Memories. 505-517 - Abel Yeboah-Ofori, Haralambos Mouratidis, Umar Mukhtar Ismail, Shareeful Islam, Spyridon Papastergiou:
Cyber Supply Chain Threat Analysis and Prediction Using Machine Learning and Ontology. 518-530 - Sotirios Tzamaras, Stavros P. Adam, Walid Taha:
Intelligent Techniques and Hybrid Systems Experiments Using the Acumen Modeling and Simulation Environment. 531-542 - Alexia Avramidou, Christos Tjortjis:
Predicting CO2 Emissions for Buildings Using Regression and Classification. 543-554 - Qian Zhang, Badong Chen:
Robust Pose Estimation Based on Maximum Correntropy Criterion. 555-566 - Will Serrano:
The Generative Adversarial Random Neural Network. 567-580 - Georgios Theodoridis, Athanasios Tsadiras:
Using Machine Learning Methods to Predict Subscriber Churn of a Web-Based Drug Information Platform. 581-593 - S. M. Soliman Hossain, Jyoti Rawat, Doina Logofatu:
Analysis and Prediction for House Sales Prices by Using Hybrid Machine Learning Approaches. 594-604
Multi Agent Systems
- Iakovos T. Michailidis, Athanasios Ch. Kapoutsis, Elias B. Kosmatopoulos, Yiannis S. Boutalis:
Dynamic Plume Tracking Utilizing Symbiotic Heterogeneous Remote Sensing Platforms. 607-618 - Vincenzo Iannino, Valentina Colla, Alessandro Maddaloni, Jens Brandenburger, Ahmad Rajabi, Andreas Wolff, Joaquín Ordieres, Miguel Gutierrez, Erwin Sirovnik, Dirk Mueller, Christoph Schirm:
Improving the Flexibility of Production Scheduling in Flat Steel Production Through Standard and AI-Based Approaches: Challenges and Perspectives. 619-632
Natural Language
- Nikolaos Giarelis, Nikos Kanakaris, Nikos I. Karacapilidis:
A Comparative Assessment of State-Of-The-Art Methods for Multilingual Unsupervised Keyphrase Extraction. 635-645 - Dimitrios Panagiotis Kasseropoulos, Christos Tjortjis:
An Approach Utilizing Linguistic Features for Fake News Detection. 646-658 - Ariona Shashaj, Davide Stirparo, Mohammad Kazemi:
CEA-TM: A Customer Experience Analysis Framework Based on Contextual-Aware Topic Modeling Approach. 659-672 - Nikolaos-Ioannis Galanis, Panagiotis Vafiadis, Kostas-Gkouram Mirzaev, George A. Papakostas:
Machine Learning Meets Natural Language Processing - The Story so Far. 673-686 - George Manias, Argyro Mavrogiorgou, Athanasios Kiourtis, Dimosthenis Kyriazis:
SemAI: A Novel Approach for Achieving Enhanced Semantic Interoperability in Public Policies. 687-699
Recommendation Systems
- Iordanis Koutsopoulos, Maria Halkidi:
Optimization of Multi-stakeholder Recommender Systems for Diversity and Coverage. 703-714 - Michael Marountas, Georgios Drakopoulos, Phivos Mylonas, Spyros Sioutas:
Recommending Database Architectures for Social Queries: A Twitter Case Study. 715-728 - Sotirios-Filippos Tsarouchis, Argyrios S. Vartholomaios, Ioannis-Panagiotis Bountouridis, Athanasios Karafyllis, Antonios C. Chrysopoulos, Pericles A. Mitkas:
Science4Fashion: An Autonomous Recommendation System for Fashion Designers. 729-742
Sentiment Analysis
- Rapheal Olaniyan, Daniel Stamate, Ida M. Pu:
A Two-Step Optimised BERT-Based NLP Algorithm for Extracting Sentiment from Financial News. 745-756 - Nikolaos Passalis, Solon Seficha, Avraam Tsantekidis, Anastasios Tefas:
Learning Sentiment-Aware Trading Strategies for Bitcoin Leveraging Deep Learning-Based Financial News Analysis. 757-766
Smart Blockchain Applications/Cybersecurity
- Konstantinos Demertzis, Lazaros Iliadis, Elias Pimenidis, Nikolaos Tziritas, Maria G. Koziri, Panagiotis Kikiras, Michael Tonkin:
Federated Blockchained Supply Chain Management: A CyberSecurity and Privacy Framework. 769-779 - Will Serrano:
Validation and Verification of Data Marketplaces. 780-792
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