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Full Description
This book constitutes the proceedings of the 21st EPIA Conference on Artificial Intelligence, EPIA 2022, which took place in Lisbon, Portugal, in August/September 2022.
The 64 papers presented in this volume were carefully reviewed and selected from 85 submissions. They were organized in topical sections as follows: AI4IS - Artificial Intelligence for Industry and Societies; AIL - Artificial Intelligence and Law; AIM - Artificial Intelligence in Medicine; AIPES - Artificial Intelligence in Power and Energy Systems; AITS - Artificial Intelligence in Transportation Systems; AmIA - Ambient Intelligence and Affective Environments; GAI - General AI; IROBOT - Intelligent Robotics; KDBI - Knowledge Discovery and Business Intelligence; KRR - Knowledge Representation and Reasoning; MASTA - Multi-Agent Systems: Theory and Applications; TeMA - Text Mining and Applications.
Contents
AI4IS - Artificial Intelligence for Industry and Societies.- Estimating the Temperature on the Reinforcing Bars of Composite Slabs Under Fire Conditions.- Hierarchically Structured Scheduling and Execution of Tasks in a Multi-Agent Environment.- AIL - Artificial Intelligence and Law.- Content-based Lawsuits Document Image Retrieval.- Lawsuits Document Images Processing Classification.- A rapid semi-automated literature review on legal precedents retrieval.- The European Draft Regulation on Artificial Intelligence: Houston, We Have a Problem.- Traffic Stops in the Age of Autonomous Vehicles.- UlyssesSD-Br: Stance Detection in Brazilian Political Polls.- Unraveling the algorithms for humanized digital work oriented artificial intelligence.- The compatibility of AI in criminal system with the ECHR and ECtHR jurisprudence.- Enriching legal knowledge through Intelligent Information Retrieval Techniques: a review.- AIM - Artificial Intelligence in Medicine.- Region of Interest Identification in the Cervical Digital Histology Images .- Region of Interest Identification in the Cervical Digital Histology Images .- Using a Siamese Network to Accurately Detect Ischemic Stroke in Computed Tomography Scans.- Determining Internal Medicine Length of Stay by means of Predictive Analytics.- Improving the prediction of Age of Onset of TTR-FAP patients using graph-embedding features.- Cloud-based Privacy-preserving Medical Imaging System using Machine Learning Tools.- An Active Learning-based Medical Diagnosis System.- Comparative evaluation of classification indexes and outlier detection of microcytic anaemias in a Portuguese sample.- A General Preprocessing Pipeline for Deep Learning on Radiology Images: A COVID-19 Case Study.- AIPES - Artificial Intelligence in Power and Energy Systems.- Automatic Configuration of Genetic Algorithm forthe Optimization of Electricity Market Participation using Sequential Model Algorithm Configuration.- Modeling stand-alone photovoltaic systems with Matlab/Simulink.- A Learning Approach to Improve the Selection of Forecasting Algorithms in an Office Building in Different Contexts.- AITS - Artificial Intelligence in Transportation Systems.- Comparison of Different Deployment Approaches of FPGA-Based Hardware Accelerator for 3D Object Detection Models.- Generating the Users Geographic Map Using Mobile Phone Data.- Driver Equitability and Customer Optimality in Intelligent Vehicle Applications.- Assessing Communication Strategies in C-ITS using n-Person Prisoner's Dilemma.- On demand waste collection for smart cities: a case study.- AmIA - Ambient Intelligence and Affective Environments.- Lorawan Module for Measurement of Environmental Parameters and Control of Irrigation Systems for Agricultural and Livestock Facilities.- Lorawan Module for Measurement of Environmental Parameters and Control of Irrigation Systems for Agricultural and Livestock Facilities.- A review on supervised learning methodologies for detecting eating habits of diabetic patients.- Visualization of Physiological Response in the Context of Emotion Recognition.- GAI - General AI.- Effective Communication in Transition Care During Shift Change.- PAUL: An Algorithmic Composer for Classical Piano Music Supporting Multiple Complexity Levels.- Assessing Policy, Loss and Planning Combinations in Reinforcement Learning using a New Modular Architecture.- FIT: Using feature importance to teach classification tasks to unknown learners.- GANs for integration of deterministic model and observations in marine ecosystem.- he joint role of Batch Size and Query Strategy in Active Learning-based Prediction - A case study in the Heart Attack Domain.- Backpropagation Through States: Training Neural Networks with Sequentially Semiseparable Weight Matrices.- A Generic Approach to Extend Interpretability of Deep Networks.- Cherry-picking meta-heuristic algorithms and parameters for real optimization problems.- On Developing Ethical AI.- IROBOT - Intelligent Robotics.- Exploiting Structures in Weight Matrices for Efficient Real-Time Drone Control with Neural Networks.- Deep Learning methods integration for improving Natural Interaction between humans and an assistant mobile robot in the context of autonomous navigation.- KDBI - Knowledge Discovery and Business Intelligence.- A Comparison of Automated Time Series Forecasting Tools for Smart Cities.- Novel Cluster Modeling for the Spatio-Temporal Analysis of Coastal Upwelling.- The Automation of Feature Generation with Domain Knowledge.- Temporal Nodes Causal Discovery for in Intensive Care Unit Survival Analysis.- MapIntel: Enhancing Competitive Intelligence Acquisition Through Embeddings and Visual Analytics.- A Learning-to-Rank Approach for Spare Parts Consumption in the Repair Process.- Uplift modeling using the Transform Outcome Approach.- A Service-Oriented Framework for ETL Implementation.- How are you riding? Transportation Mode Identification from Raw GPS Data.- KRR - Knowledge Representation and Reasoning.- Almost certain termination for ALC weakening.- A MaxSAT Solver based on Differential Evolution (preliminary report).- A Robust State Transition Function for Multi-agent Epistemic Systems.- Multi-adjoint lattice logic. Properties and query answering.- Skill Learning for Long-Horizon Sequential Tasks.- MASTA - Multi-Agent Systems: Theory and Applications.- Envy Freeness Up To One Item: Shall We Duplicate or Remove Resources?.- Learning to Cooperate with Completely Unknown Teammates.- Bringing Underused Learning Objects to the Light: A Multi-Agent based Approach.- TeMA - Text Mining and Applications.- xpanding UlyssesNER-Br Named Entity Recognition Corpus with Informal User-generated Text.- Neural Question Generation for the Portuguese Language: A Preliminary Study.- Federated Search using Query Log Evidence.
