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18th AIAI 2022: Hersonissos, Crete, Greece
- Ilias Maglogiannis, Lazaros Iliadis, John MacIntyre, Paulo Cortez:
Artificial Intelligence Applications and Innovations - 18th IFIP WG 12.5 International Conference, AIAI 2022, Hersonissos, Crete, Greece, June 17-20, 2022, Proceedings, Part II. IFIP Advances in Information and Communication Technology 647, Springer 2022, ISBN 978-3-031-08336-5
Fuzzy Modeling and IoT
- András Veres, Péter Hága, András Rácz, Tamás Borsos, Zsolt Kenesi:
A Communication Data Layer for Distributed Neuromorphic Systems. 3-16 - Georgia Sovatzidi, Dimitris K. Iakovidis:
Brainstorming Fuzzy Cognitive Maps for Camera-Based Assistive Navigation. 17-28 - Nikos Mylonas, Mike Spiliotis, Basil K. Papadopoulos:
Creating a Bridge Between Probabilities and Fuzzy Sets and Its Impact on Drought Severity Assessment. 29-40 - Aristeidis Karras, Christos N. Karras, Georgios Drakopoulos, Dimitrios Tsolis, Phivos Mylonas, Spyros Sioutas:
SAF: A Peer to Peer IoT LoRa System for Smart Supply Chain in Agriculture. 41-50
Machine Learning Classification
- Dimitris Papatheodoulou, Pavlos Pavlou, Stelios G. Vrachimis, Kleanthis Malialis, Demetrios G. Eliades, Theocharis Theocharides:
A Multi-label Time Series Classification Approach for Non-intrusive Water End-Use Monitoring. 53-66 - Emil J. Njor, Jan Madsen, Xenofon Fafoutis:
A Primer for tinyML Predictive Maintenance: Input and Model Optimisation. 67-78 - Angelos Angelopoulos, Anastasios E. Giannopoulos, Sotirios T. Spantideas, Nikolaos C. Kapsalis, Christos Trochoutsos, Stamatis Voliotis, Panagiotis Trakadas:
Allocating Orders to Printing Machines for Defect Minimization: A Comparative Machine Learning Approach. 79-88 - Andreas Kafkalias, Stylianos Herodotou, Zenonas Theodosiou, Andreas Lanitis:
Bias in Face Image Classification Machine Learning Models: The Impact of Annotator's Gender and Race. 89-100 - Caique Augusto Ferreira, Adriano Henrique Cantão, José Augusto Baranauskas:
Decision Tree Induction Through Meta-learning. 101-111 - David Muhr, Michael Affenzeller:
Hybrid (CPU/GPU) Exact Nearest Neighbors Search in High-Dimensional Spaces. 112-123 - Hassan B. Kazemian:
Machine Learning Approach to Detect Malicious Mobile Apps. 124-135 - Martin Ying Song Lim, Anurag Sharma, Cheng Siong Chin, Chun Ming Tommy Yip, Jonathan Yoong Seang Ong:
Prediction of Wafer Map Categories Using Wafer Acceptance Test Parameters in Semiconductor Manufacturing. 136-144
Machine Learning Modeling /Feature Selection
- Niki Kiriakidou, Christos Diou:
An Improved Neural Network Model for Treatment Effect Estimation. 147-158 - António João Silva, Paulo Cortez:
An Industry 4.0 Intelligent Decision Support System for Analytical Laboratories. 159-169 - Diana Shamsutdinova, Daniel Stamate, Angus Roberts, Daniel Stahl:
Combining Cox Model and Tree-Based Algorithms to Boost Performance and Preserve Interpretability for Health Outcomes. 170-181 - Evangelos Bagkis, Theodosios Kassandros, Kostas D. Karatzas:
Distribution Guided Neural Disaggregation of PM10 and O3 Hourly Concentrations from Daily Statistics and Low-Cost Sensors. 182-193 - Thibault Anani, François Delbot, Jean-François Pradat-Peyre:
Experimental Comparison of Metaheuristics for Feature Selection in Machine Learning in the Medical Context. 194-205 - Payel Sadhukhan:
Exploring the Pertinence of Distance Functions for Nominal Multi-label Data. 206-216 - Zhenyu Zhao, Yumin Zhang, Totte Harinen, Mike Yung:
Feature Selection Methods for Uplift Modeling and Heterogeneous Treatment Effect. 217-230 - Jamal Al-Qawasmi:
Machine Learning Applications in Real Estate: Critical Review of Recent Development. 231-249 - Bassem Hichri, Anass Driate, Andrea Borghesi, Francesco Giovannini:
Predictive Maintenance Based on Machine Learning Model. 250-261 - Afonso Sousa, Luís Ferreira, Rui Ribeiro, João Xavier, André Luiz Pilastri, Paulo Cortez:
Production Time Prediction for Contract Manufacturing Industries Using Automated Machine Learning. 262-273
Social Media, Sentiment Analysis/Natural Language - Text Mining
- Nader Nader, Rafael Alexandrou, Iasonas Iasonos, Andreas Pamboris, Harris Papadopoulos, Andreas Konstantinidis:
A Multi-Objective Optimization Algorithm for Out-of-Home Advertising. 277-288 - Murat Kalender:
AutoMC: Learning Regular Expressions for Automated Management Change Event Extraction from News Articles. 289-300 - Leonidas Akritidis, Panayiotis Bozanis:
How Dimensionality Reduction Affects Sentiment Analysis NLP Tasks: An Experimental Study. 301-312 - Nicholas Walker:
Invention Concept Latent Spaces for Analogical Ideation. 313-324 - George Manias, Athanasios Kiourtis, Argyro Mavrogiorgou, Dimosthenis Kyriazis:
Multilingual Sentiment Analysis on Twitter Data Towards Enhanced Policy Making. 325-337 - Julia El Zini, Mohamad Mansour, Basel Mousi, Mariette Awad:
On the Evaluation of the Plausibility and Faithfulness of Sentiment Analysis Explanations. 338-349 - Makrina Karagkiozidou, Paraskevas Koukaras, Christos Tjortjis:
Sentiment Analysis on COVID-19 Twitter Data: A Sentiment Timeline. 350-359 - Evridiki Kapoteli, Paraskevas Koukaras, Christos Tjortjis:
Social Media Sentiment Analysis Related to COVID-19 Vaccines: Case Studies in English and Greek Language. 360-372
Time Series Modeling/Transfer Learning
- Georgios Theodoridis, Athanasios Tsadiras:
Comparing Boosting and Deep Learning Methods on Multivariate Time Series for Retail Demand Forecasting. 375-386 - Wojciech Wisniewski, Yuri Kalnishkan, David Lindsay, Siân Lindsay:
Equilibrium Resolution for Epoch Partitioning. 387-401 - Morgan Byers, Lee B. Hinkle, Vangelis Metsis:
Topological Data Analysis of Time-Series as an Input Embedding for Deep Learning Models. 402-413 - Bahattin Can Maral, Mehmet Tan:
Transfer Learning for Predicting Gene Regulatory Effects of Chemicals. 414-425 - Wadhah Zai El Amri, Oliver Tautz, Helge J. Ritter, Andrew Melnik:
Transfer Learning with Jukebox for Music Source Separation. 426-433
Unsupervised Modeling
- Shahrooz Abghari, Veselka Boeva, Emiliano Casalicchio, Peter Exner:
An Inductive System Monitoring Approach for GNSS Activation. 437-449 - Ilze Andersone, Agris Nikitenko, Valdis Bergs, Uldis Jansons:
Client Segmentation of Mobile Payment Parking Data Using Machine Learning. 450-459 - Seref Recep Keskin, Yavuz Bali, Günce Keziban Orman, F. Serhan Danis, Sultan N. Turhan:
Determining Column Numbers in Résumés with Clustering. 460-471 - Anthony Benjamin Kolenic, Duncan Anthony Coulter:
High Rank Self-Organising Maps for Image Fingerprinting. 472-483 - Georgios Vardakas, Aristidis Likas:
Implicit Maximum Likelihood Clustering. 484-495 - Panagiotis Fountas, Maria Papathanasaki, Kostas Kolomvatsos, Christos Anagnostopoulos:
Query Driven Data Subspace Mapping. 496-508
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