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3rd SACAIR 2022: Stellenbosch, South Africa
- Anban W. Pillay
, Edgar Jembere
, Aurona Gerber
:
Artificial Intelligence Research - Third Southern African Conference, SACAIR 2022, Stellenbosch, South Africa, December 5-9, 2022, Proceedings. Communications in Computer and Information Science 1734, Springer 2022, ISBN 978-3-031-22320-4
Algorithmic, Data Driven and Symbolic AI
- Andrew J. Oosthuizen
, Albert S. J. Helberg
, Marelie H. Davel
:
Adversarial Training for Channel State Information Estimation in LTE Multi-antenna Systems. 3-17 - Anicet Hounkanrin
, Paul Amayo, Fred Nicolls:
Content-Based Medical Image Retrieval Using a Class Similarity-Aware Cross-Entropy Loss. 18-30 - Shane Josias
, Willie Brink
:
Jacobian Norm Regularisation and Conditioning in Neural ODEs. 31-45 - Thokozile Manaka
, Terence L. van Zyl
, Deepak Kar
:
Improving Cause-of-Death Classification from Verbal Autopsy Reports. 46-59 - Lindsay John Arendse
, Branden Ingram
, Benjamin Rosman
:
Real Time In-Game Playstyle Classification Using a Hybrid Probabilistic Supervised Learning Approach. 60-77 - Marthinus Wilhelmus Theunissen
, Coenraad Mouton
, Marelie H. Davel
:
The Missing Margin: How Sample Corruption Affects Distance to the Boundary in ANNs. 78-92 - Mikhail Davidson, Deshendran Moodley
:
ST-GNNs for Weather Prediction in South Africa. 93-107 - Mufhumudzi Muthivhi
, Terence L. van Zyl
, Hairong Wang
:
Multi-modal Recommendation System with Auxiliary Information. 108-122 - Thamsanqa Mlotshwa, Heinrich van Deventer
, Anna Sergeevna Bosman
:
Cauchy Loss Function: Robustness Under Gaussian and Cauchy Noise. 123-138 - Tevin Moodley
, Dustin van der Haar
:
CASA: Cricket Action Similarity Assessment in Video Footage Using Deep Metric Learning. 139-153 - Shane Acton
, Jan Buys
:
From GNNs to Sparse Transformers: Graph-Based Architectures for Multi-hop Question Answering. 154-168 - Gift Khangamwa
, Terence L. van Zyl
, Clint J. van Alten
:
Towards a Methodology for Addressing Missingness in Datasets, with an Application to Demographic Health Datasets. 169-186 - Steve Wang
, Thomas Meyer
, Deshendran Moodley
:
Defeasible Justification Using the KLM Framework. 187-201 - Jesse Heyninck, Thomas Meyer
:
Relevance in the Computation of Non-monotonic Inferences. 202-214 - Christine Asaju
, Hima Vadapalli
:
Adaptive Reasoning: An Affect Related Feedback Approach for Enhanced E-Learning. 215-230 - Matthew Baas
, Kevin Eloff
, Herman Kamper
:
TransFusion: Transcribing Speech with Multinomial Diffusion. 231-245 - Geoffrey T. Frost
, Emily Morris
, Joshua Jansen van Vüren
, Thomas Niesler
:
Fine-Tuned Self-supervised Speech Representations for Language Diarization in Multilingual Code-Switched Speech. 246-259 - Jarryd Dunn
, Hussein Suleman
:
Evaluating Automated and Hybrid Neural Disambiguation for African Historical Named Entities. 260-275 - Edrich Fourie
, Marelie H. Davel
, Jaco Versfeld
:
Neural Speech Processing for Whale Call Detection. 276-290 - Neil Sinclair
, Jan Buys
:
Self-Supervised Text Style Transfer with Rationale Prediction and Pretrained Transformers. 291-305
Socio-Technical and Human-Centered AI
- Koena Ronny Mabokela
, Tim Schlippe:
AI for Social Good: Sentiment Analysis to Detect Social Challenges in South Africa. 309-322 - Mapula Elisa Maeko, Dustin van der Haar:
A Model for Biometric Selection in Public Services Sector. 323-334 - Danie Smit
, Sunet Eybers
, Nhlanhla Sibanyoni, Alta de Waal:
Technology Days: An AI Democratisation Journey Begins with a Single Step. 335-347 - Tiaan Taljaard, Aurona Gerber
:
The Preparation of South African Companies for the Impact of Artificial Intelligence. 348-367
Responsible and Ethical AI
- Fabio Tollon
:
Answerability, Accountability, and the Demands of Responsibility. 371-383 - Ethan Vorster
:
Does Counterfactual Reasoning Hold the Key to Artificial General Intelligence? 384-399
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