LEADER 06224nam 22007815 450 001 9910983387503321 005 20251229072317.0 010 $a9783031782558 010 $a3031782550 024 7 $a10.1007/978-3-031-78255-8 035 $a(MiAaPQ)EBC31810917 035 $a(Au-PeEL)EBL31810917 035 $a(CKB)36738697000041 035 $a(BIP)119329569 035 $a(BIP)118810564 035 $a(DE-He213)978-3-031-78255-8 035 $a(EXLCZ)9936738697000041 100 $a20241201d2025 u| 0 101 0 $aeng 135 $aurcnu|||||||| 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 10$aArtificial Intelligence Research $e5th Southern African Conference, SACAIR 2024, Bloemfontein, South Africa, December 2?6, 2024, Proceedings /$fedited by Aurona Gerber, Jacques Maritz, Anban W. Pillay 205 $a1st ed. 2025. 210 1$aCham :$cSpringer Nature Switzerland :$cImprint: Springer,$d2025. 215 $a1 online resource (522 pages) 225 1 $aCommunications in Computer and Information Science,$x1865-0937 ;$v2326 311 08$a9783031782541 311 08$a3031782542 327 $a -- 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. 330 $aThis book constitutes the refereed proceedings of the 5th Southern African Conference on Artificial Intelligence Research, SACAIR 2024, held in Bloemfontein, South Africa, during December 2?6, 2024. The 29 full papers presented in these proceedings were carefully reviewed and selected from 101 submissions. The papers are organized in the following topical sections: algorithmic and Data Driven AI; socio-technical and human-centred AI (Information Systems); responsible and Ethical AI (Philosophy, Law and Humanities); symbolic AI and Knowledge Representation and Reasoning. 410 0$aCommunications in Computer and Information Science,$x1865-0937 ;$v2326 606 $aArtificial intelligence 606 $aComputer engineering 606 $aComputer networks 606 $aComputer science$xMathematics 606 $aEducation$xData processing 606 $aImage processing$xDigital techniques 606 $aComputer vision 606 $aArtificial Intelligence 606 $aComputer Engineering and Networks 606 $aMathematics of Computing 606 $aComputers and Education 606 $aComputer Imaging, Vision, Pattern Recognition and Graphics 615 0$aArtificial intelligence. 615 0$aComputer engineering. 615 0$aComputer networks. 615 0$aComputer science$xMathematics. 615 0$aEducation$xData processing. 615 0$aImage processing$xDigital techniques. 615 0$aComputer vision. 615 14$aArtificial Intelligence. 615 24$aComputer Engineering and Networks. 615 24$aMathematics of Computing. 615 24$aComputers and Education. 615 24$aComputer Imaging, Vision, Pattern Recognition and Graphics. 676 $a006.3 700 $aGerber$b Aurona$01358976 701 $aMaritz$b Jacques$01785490 701 $aPillay$b Anban W$01785491 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bMiAaPQ 906 $aBOOK 912 $a9910983387503321 996 $aArtificial Intelligence Research$94317017 997 $aUNINA