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Artificial Intelligence Research

Third Southern African Conference, SACAIR 2022, Stellenbosch, South Africa, December 5–9, 2022, Proceedings

  • Conference proceedings
  • © 2022

Overview

Editors:
  1. Anban Pillay

    1. University of KwaZulu-Natal, Durban, South Africa

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  2. Edgar Jembere

    1. University of KwaZulu-Natal, Durban, South Africa

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    You can also search for this editor in PubMed   Google Scholar

  3. Aurona Gerber

    1. University of Pretoria, Pretoria, South Africa

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Part of the book series: Communications in Computer and Information Science (CCIS, volume 1734)

Included in the following conference series:

Conference proceedings info: SACAIR 2022.

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Table of contents (26 papers)

  1. Front Matter

    Pages i-xv
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  2. Algorithmic, Data Driven and Symbolic AI

    1. Front Matter

      Pages 1-1
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    2. Adversarial Training for Channel State Information Estimation in LTE Multi-antenna Systems

      • Andrew J. Oosthuizen, Albert S. J. Helberg, Marelie H. Davel
      Pages 3-17

    3. Content-Based Medical Image Retrieval Using a Class Similarity-Aware Cross-Entropy Loss

      • Anicet Hounkanrin, Paul Amayo, Fred Nicolls
      Pages 18-30

    4. Jacobian Norm Regularisation and Conditioning in Neural ODEs

      • Shane Josias, Willie Brink
      Pages 31-45

    5. Improving Cause-of-Death Classification from Verbal Autopsy Reports

      • Thokozile Manaka, Terence van Zyl, Deepak Kar
      Pages 46-59

    6. Real Time In-Game Playstyle Classification Using a Hybrid Probabilistic Supervised Learning Approach

      • Lindsay John Arendse, Branden Ingram, Benjamin Rosman
      Pages 60-77

    7. The Missing Margin: How Sample Corruption Affects Distance to the Boundary in ANNs

      • Marthinus Wilhelmus Theunissen, Coenraad Mouton, Marelie H. Davel
      Pages 78-92

    8. ST-GNNs for Weather Prediction in South Africa

      • Mikhail Davidson, Deshendran Moodley
      Pages 93-107

    9. Multi-modal Recommendation System with Auxiliary Information

      • Mufhumudzi Muthivhi, Terence van Zyl, Hairong Wang
      Pages 108-122

    10. Cauchy Loss Function: Robustness Under Gaussian and Cauchy Noise

      • Thamsanqa Mlotshwa, Heinrich van Deventer, Anna Sergeevna Bosman
      Pages 123-138

    11. CASA: Cricket Action Similarity Assessment in Video Footage Using Deep Metric Learning

      • Tevin Moodley, Dustin van der Haar
      Pages 139-153

    12. From GNNs to Sparse Transformers: Graph-Based Architectures for Multi-hop Question Answering

      • Shane Acton, Jan Buys
      Pages 154-168

    13. Towards a Methodology for Addressing Missingness in Datasets, with an Application to Demographic Health Datasets

      • Gift Khangamwa, Terence van Zyl, Clint J. van Alten
      Pages 169-186

    14. Defeasible Justification Using the KLM Framework

      • Steve Wang, Thomas Meyer, Deshendran Moodley
      Pages 187-201

    15. Relevance in the Computation of Non-monotonic Inferences

      • Jesse Heyninck, Thomas Meyer
      Pages 202-214

    16. Adaptive Reasoning: An Affect Related Feedback Approach for Enhanced E-Learning

      • Christine Asaju, Hima Vadapalli
      Pages 215-230

    17. TransFusion: Transcribing Speech with Multinomial Diffusion

      • Matthew Baas, Kevin Eloff, Herman Kamper
      Pages 231-245

    18. Fine-Tuned Self-supervised Speech Representations for Language Diarization in Multilingual Code-Switched Speech

      • Geoffrey Frost, Emily Morris, Joshua Jansen van Vüren, Thomas Niesler
      Pages 246-259

    19. Evaluating Automated and Hybrid Neural Disambiguation for African Historical Named Entities

      • Jarryd Dunn, Hussein Suleman
      Pages 260-275
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About this book

This book constitutes the refereed proceedings of the Third Southern African Conference on  Artificial Intelligence Research, SACAIR 2022, held in Stellenbosch, South Africa, in  December 2022. 

The 26 papers presented were thoroughly reviewed and selected from the 73 submissions. They are organized on the topical sections on​ algorithmic, data driven and symbolic AI; socio-technical and human-centered AI; responsible and ethical AI. 

Editors and Affiliations

  • University of KwaZulu-Natal, Durban, South Africa

    Anban Pillay, Edgar Jembere

  • University of Pretoria, Pretoria, South Africa

    Aurona Gerber

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