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E-grāmata: Artificial Intelligence XXXVII: 40th SGAI International Conference on Artificial Intelligence, AI 2020, Cambridge, UK, December 15-17, 2020, Proceedings

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  • Formāts: PDF+DRM
  • Sērija : Lecture Notes in Computer Science 12498
  • Izdošanas datums: 08-Dec-2020
  • Izdevniecība: Springer Nature Switzerland AG
  • Valoda: eng
  • ISBN-13: 9783030637996
  • Formāts - PDF+DRM
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  • Formāts: PDF+DRM
  • Sērija : Lecture Notes in Computer Science 12498
  • Izdošanas datums: 08-Dec-2020
  • Izdevniecība: Springer Nature Switzerland AG
  • Valoda: eng
  • ISBN-13: 9783030637996

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This book constitutes the proceedings of the 40th SGAI International Conference on Innovative Techniques and Applications of Artificial Intelligence, AI 2020, which was supposed to be held in Cambridge, UK, in December 2020. The conference was held virtually due to the COVID-19 pandemic.

The 23 full papers and 9 short papers presented in this volume were carefully reviewed and selected from 44 submissions. The volume includes technical papers presenting new and innovative developments in the field as well as application papers presenting innovative applications of AI techniques in a number of subject domains. The papers are organized in the following topical sections: neural nets and knowledge management; machine learning; industrial applications; advances in applied AI; and medical and legal applications.

Technical Papers.- Exposing Students to New Terminologies While
Collecting Browsing Search Data.- Neural Nets and Knowledge Management.-
Symbolic Explanation Module for Fuzzy Cognitive Map-based Reasoning Models.-
Overlap Training to Mitigate Inconsistencies Caused by Image Tiling in CNNs.-
The Use of Max-Sat for Optimal Choice of Automated Theory Repairs.- Machine
Learning.- Mining Interpretable Rules for Sentiment and Semantic Relation
Analysis using Tsetlin Machines.- Personalised Meta-Learning for Human
Activity Recognition with Few-data.- CostNet: An End-to-End Framework for
Goal-Directed Reinforcement Learning.- A Novel Multi-Step Finite-State
Automaton for Arbitrarily Deterministic Tsetlin Machine Learning.-
Accelerating the Training of an LP-SVR over Large Datasets.- Short Technical
Stream Papers.- Learning Categories with Spiking Nets and Spike Timing
Dependent Plasticity.- Developing Ensemble Methods for Detecting Anomalies in
Water Level Data.- Detecting Node Behaviour Changes in Subgraphs.- ReLEx:
Regularisation for Linear Extrapolation in Neural Networks with Rectified
Linear Units.- Application Papers.- Partial-ACO Mutation Strategies to
Scale-up Fleet Optimisation and Improve Air Quality.- Industrial
Applications.- A Metaheuristic Search Technique for Solving the Warehouse
Stock Management Problem and the Routing Problem in a Real Company.-
Investigating the Use of Machine Learning for South African Edible Garnish
Yield Prediction.- Semantic Technologies Towards Accountable Artificial
Intelligence: A Poultry Chain Management Use Case.- Short-term Forecasting
Methodology for Energy Demand in Residential Buildings and the Impact of the
COVID-19 Pandemic on Forecasts.- Weather Downtime Prediction in a South
African Port Environment.- Advances in Applied AI.- Software Fault
Localisation via Probabilistic Modelling.- Candidates Reduction and Enhanced
Sub-Sequence-Based Dynamic Time Warping: A Hybrid Approach.- Ensemble-Based
Relationship Discovery in Relational Databases.- Intention-Aware Model to
Support Agent Deliberation in a Large-Scale  Dynamic Multi-Agent
Application.- Medical and Legal Applications.- Combining Bandits and Lexical
Analysis for Document Retrieval in a Juridical Corpora.- In-Bed Human Pose
Classification Using Sparse Inertial Signals.- Maintaining Curated Document
Databases Using a Learning to Rank Model: The ORRCA Experience.- What Are We
Depressed About When We Talk About COVID-19: Mental Health Analysis on Tweets
Using Natural Language Processing.- Short Application Stream Papers.- Using
Sentence Embedding For Cross-Language Plagiarism Detection.- Leveraging
Anomaly Detection for Proactive Application Monitoring.- Using Active
Learning to Understand the Videoconference Experience: A Case Study.- An
Application of EDA and GA for Permutation Based Spare Part Allocation
Problem.- Do You Remember Me? Betty the Conversational Agent.