Artificial Intelligence Research : 5th Southern African Conference, SACAIR 2024, Bloemfontein, South Africa, December 2-6, 2024, Proceedings (Communications in Computer and Information Science)

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Artificial Intelligence Research : 5th Southern African Conference, SACAIR 2024, Bloemfontein, South Africa, December 2-6, 2024, Proceedings (Communications in Computer and Information Science)

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  • 製本 Paperback:紙装版/ペーパーバック版/ページ数 510 p.
  • 言語 ENG
  • 商品コード 9783031782541

Full Description

This book constitutes the refereed proceedings of the 5th Southern African Conference on Artificial Intelligence Research, SACAIR 2024, held in Bloemfontein, South Africa, during December 2-6, 2024.

The 29 full papers presented in these proceedings were carefully reviewed and selected from 101 submissions. The papers are organized in the following topical sections: algorithmic and Data Driven AI; socio-technical and human-centred AI (Information Systems);  responsible and Ethical AI (Philosophy, Law and Humanities); symbolic AI and Knowledge Representation and Reasoning.

Contents

.- Algorithmic and Data Driven AI.

.- Parameter-Efficient Fine-Tuning of Pre-trained Large Language Models for Financial Text Analysis.

.- Optimally traversing explainability in Bayesian networks via the graphical Lasso.

.- Assessing multilinguality of topic models on a short-text South African languages dataset.

.- Cascaded RFM-based Fuzzy Clustering Model for Dynamic Customer Segmentation in Retail Sector.

.- Automatic Assessment of Speech Impediment for South African Early Literacy Readers.

.- Automated Enhancement of isiZulu Data Collection for the African Health Research Institute.

.- AI in Education: An Analysis of Large Language Models for Twi Automatic Short Answer Grading.

.- Enhancing Credit Risk Assessment through Transformer Based Machine Learning Models.

.- Predicting and discovering weather patterns in South Africa using Spatial-Temporal Graph Neural Networks.

.- Benchmarking Political Bias Classification with In-Context Learning: Insights from GPT-3.5, GPT-4, LLaMA-3, and Gemma-2.

.- Uncovering the ANPR Performance Gap: A Commercial Systems Analysis.

.- Neural Network-based Vehicular Channel Estimation Performance: Effect of Noise in the Training Set.

.- Deep Learning-based Network Intrusion Detection Systems: A Systematic Literature Review.

.- Impact of batch normalization on convolutional network representations.

.- Does simple trump complex? Comparing strategies for adversarial robustness in DNNs.

.- A novel approach to lion re-Identification using vision transformers.

.- Assessing Data-Driven of Discriminative Deep Learning Models in Classification Task Using Synthetic Pandemic Dataset.

.- Deep Neural Network Compression for Lightweight and Accurate Fish Classification.

.- Pre-training a Transformer-Based Generative Model Using a Small Sepedi Dataset.

.- Automated Fish Detection in Underwater Environments: Performance Analysis of YOLOv8 and YOLO-NAS.

.- Socio-technical and human-centred AI (Information Systems).

.- The Effect of Generative AI on Cognitive Thinking Skills in Higher Education Institutions: A Systematic Literature Review.

.- LLMs as Enablers of Accessible Business Process Modeling.

.- The role of artificial intelligence in modern language translation and its societal applications: A systematic literature review.

.- Deep Learning Forecasting of Photovoltaics Output Using Digital Twin Data.

.- Responsible and Ethical AI (Philosophy, Law and Humanities).

.- Requirements Engineering (RE) in Artificial Intelligence (AI) Systems Implementation: The Need to Emphasize Non-Functional Requirements (NFRs) for Ethical AI.

.- Democratic AI: Justification for a Broad View of Public Reason.

.- Symbolic AI and Knowledge Representation and Reasoning.

.- Towards Propositional KLM-Style Defeasible Standpoint Logics.

.- Non-monotonic Extensions to Formal Concept Analysis via Object Preferences.

.- Knowledge Compilation for KLM-Style Defeasible Reasoning.

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