School of Computing

Applied Research in Computer Science (ARCS)

5

Machine Learning Machine learning is the science of getting computers to act without being explicitly programmed.

- from the Stanford online course on Machine Learning, by Andrew Ng

Machine Learning is a scientific discipline that is concerned with the design and development of algorithms that allow computers to change behavior based on data, such as from sensor data or databases. A major focus of machine learning research is to automatically learn to recognize complex patterns and make intelligent decisions based on data.

- from http://en.wikipedia.org/wiki/Machine_learning

The Machine Learning Research Group (MLRG) aims to do research in formal aspects of computer science, with the main focus being on Machine Learning.


Active members of this group:

  • van der Poel, Etienne
  • Halland, Ken
  • Thomas, Anitta

  • Publications

    This page is not necessarily up to date.

    JOURNAL PUBLICATION/S

    R.O. Adetunji ; M.A. Strydom ; M.E. Herselman ; A. Botha (2022)
    Augmented Reality Technology: A Systematic Review On Gaming Strategy For Medication Adherence
    Studies in Computational Intelligence
    (1061)
    pp 47-66

    Zimudzi, E.; SANDEID; Rollings, N ; Omlin, C (2021)
    Remote Sensing Of Mangroves Using Unmanned Aerial Vehicles: Current State And Future Directions
    Journal of Spatial Science
    (66) 2
    pp 195-212

    Okuboyejo, O.Y.; Ewert, S. ; SANDEID (2021)
    Goofs In The Class: Students' Errors And Misconceptions When Learning Regular Expressions
    Communications in Computer and Information Science
    pp In preparation

    Pise, A ; Vadapalli, H ; SANDEID (2021)
    Relational Reasoning Using Neural Networks: A Survey
    International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems
    (-) -
    pp Accepted for publication

    Malusi Sibiya; Mbuyu Sumbwanyambe (2021)
    Automatic Fuzzy Logic-based Maize Common Rust Disease Severity Predictions With Thresholding And Deep Learning
    Agri Engineering
    (10) 2
    pp 131

    PILKICL; Pretorius, L. (2020)
    A Connectivist View Of A Research Methodology Semantic Wiki
    Communications in Computer and Information Science
    (1136)
    pp 131–146

    Pise, A ; Vadapalli, H ; SANDEID (2020)
    Facial Emotion Recognition Using Temporal Relational Network: An Application To E-learning
    Multimedia Tools and Applications
    pp Published online

    Thangeda, AR; COLEMA (2020)
    Information Security Risk Analysis Methods For Healthcare Systems
    International Journal of Engineering and Advanced Technology (IJEAT)
    (Volume-10 ) 1
    pp 170 -177 (SCOPUS)

    Obeng, Y; COLEMA (2020)
    Evaluating The Effects And Outcome Of Technological Innovation On A Web-based E-learning System
    Cogent Education (Taylor and Francis Inc.)
    (7) 1
    pp 1-27 ( Scopus)

    Jingili, N ; Ewert, S. ; SANDEID (2020)
    Syntactic Generation Of Similar Pictures
    Advances in Intelligent Systems and Computing
    (947)
    pp 153-180

    E Zimudzi ; SANDEID; N Rollings ; C Omlin (2019)
    Segmenting Mangrove Ecosystems Drone Images Using Slic Superpixels
    Geocarto International
    (34) 14
    pp 1648–1662

    Ewert, S ; Jingili, N ; Mpota, L ; SANDEID (2019)
    Bag Context Picture Grammars
    Journal of Computer Languages
    (51)
    pp 214-221

    PILKICL; Pretorius, L. (2019)
    Learning With The Semantic Web: The Case Of A Research Methodology Semantic Wiki
    Lecture Notes in Computer Science
    (11937)
    pp 449–458

    Malusi Sibiya; Mbuyu Sumbwanyambe (2019)
    A Computational Procedure For The Recognition And Classification Of Maize Leaf Diseases Out Of Healthy Leaves Using Convolutional Neural Networks
    Agri Engineering
    pp 119-131

    Malusi Sibiya; Mbuyu Sumbwanyambe (2019)
    A Computational Procedure For The Recognition And Classification Of Maize Leaf Diseases Out Of Healthy Leaves Using Convolutional Neural Networks
    Agri Engineering
    (1) 1
    pp 119-131

    Malusi Sibiya; Mbuyu Sumbwanyambe (2019)
    An Algorithm For Severity Estimation Of Plant Leaf Diseases By The Use Of Colour Threshold Image Segmentation And Fuzzy Logic Inference: A Proposed Algorithm To Update A “leaf Doctor” Application
    Agri Engineering
    (1) 2
    pp 205-219

    Malusi Sibiya; Mbuyu Sumbwanyambe (2019)
    An Algorithm For Severity Estimation Of Plant Leaf Diseases By The Use Of Colour Threshold Image Segmentation And Fuzzy Logic Inference: A Proposed Algorithm To Update A “leaf Doctor” Application
    Agri Engineering
    (1) 2
    pp 205-219

    Vallabhapurapu, S; L.D. Varma Sangani; M. Ghanashyam Krishna; C. Tu; ; A. Srinivasan (2018-Published)
    Resistive Switching Behaviour In Pmma/al:zno
    Acta physica polonica A
    (134) 1
    pp 68-70

    Chengetanai G.; OSUNMIO (2018)
    Quacs: Routing Data Packets In Ad Hoc Networks On Buffer-constrained Load Balancing Conditions During Emergency Rescue Crisis
    Wireless Personal Communications Journal, Springer International Publishers USA, (ISI journal)
    (99) 3
    pp 1345-1375

    PILKICL (2018)
    A Playful Approach To Fostering Motivation In A Distance Education Computer Programming Course: Behaviour Change And Student Perceptions
    International Review of Research in Open and Distributed Learning (IRRODL)
    (19) 3
    pp 282-298

    Sreedevi vallabhapurapu; Ashwini Rohom; N. B.Chaure; C. Tu; ; A.Srinivasan (2018)
    Hopping Conductivity-mediated O-shaped Memory Behaviour
    Applied Physics A (2018) :
    (124)
    pp 639

    Jakovljevic, M ; Zupan, J ; COLEMA (2018)
    Model Of Incentive System For Employees: A Case Of A Manufacturing Company In Croatia’
    South African Journal of Business Management (SAJBM)
    (49,) 1
    pp 1-10 (DHET)

    Furusa, SS ; COLEMA (2018)
    A Strategic Framework For Effective Utilisation Of Ehealth Tools By Medical Doctors In Zimbabwe’s Public Hospitals
    Indian Journal of Public Health Research & Development (IJPHRD),
    (9) 8
    pp 285-289

    COLEMA (2018)
    Message-based Interaction (mbi) Mobile Phone Platform To Expedite Counselling And Education To Hiv Patients In Developing Countries
    Indian Journal of Public Health Research & Development (IJPHRD)
    (9) 10
    pp 250-255 (SCOPUS) ACCREDITED

    Jakovljevic, M ; Sommerfeld, H. ; COLEMA (2018)
    The Use Of Support Vector Machines When Designing A User-defined Niche Search Engine
    . Journal of Information and Organizational Science (JIOS)-SCOPUS
    (42) 1
    pp 87-109

    COLEMA (2018)
    Developing A Hospital Electronic Death Record And Storage System For Deceased Patients In Developing Countries
    . Indian Journal of Public Health Research & Development (IJPHRD)
    (9) 10
    pp 351- 356

    WJ van Staden; van der Poel, E (2017)
    Using Automated Keyword Extraction To Facilitate Team Discovery In A Digital Forensic Investigation Of Electronic Communication
    SAIEE Africa Research Journal
    (108) 2
    pp 45-55

    Alani AY; OSUNMIO (2017)
    Short-term Multiple Forecasting Of Electric Energy Loads For Sustainable Demand Planning In Smart Grids For Smart Homes
    Sustainability journal, Special Issue in Wind Energy, Load and Price Forecasting towards Sustainability, (ISI journal)
    (9) (11)
    pp 1972

    L.D. Varma Sangani; M. Ghanashyam Krishna; J. Das; C. Tu; ; srinivasan Resistive Switching Behaviour In Pmma/al:zno Composite Films
    Acta Physica Polonica A
    (Accepted, to be published)

    PEER REVIEWED CONFERENCE PROCEEDING PUBLICATION/S

    Thomas, A (2023)
    A Consolidated Catalogue Of Question Types For Programming Courses
    SACLA 2023
    Muldersdrift, Gauteng
    Communications in Computer and Information Science, Springer
    pp 119-133

    van Biljon, J A; van der Poel, E; Malesela Motlhape; Hulisani Mafune (2023)
    Identifying Research Topics In Explainable Artificial Intelligence (xai): The Value Add Of Natural Language Processing Techniques
    icARTi 2023
    Mauritius

    van Biljon, J A; van der Poel, E; Tawanda Chiyangwa (2023)
    Identifying Research Topics In Human-computer Interaction For Development: What Value Can Natural Language Processing Techniques Add?
    Intelligent Systems Conference (IntelliSys) 2023
    Amsterdam, Netherlands

    Thomas, A (2023)
    Investigations Into Chatgpt Using First-level Programming Mcqs
    4th International Conference on Teaching, Assessment and Learning in the Digital Age
    Cape Town
    digiTAL2K
    pp 24-38

    TJ Ramabu ; SANDEID; SCHOEMA (2021)
    Teaching And Learning Cs1 With An Assist Of Manipulatives
    IST-Africa

    Dude, SS ; SANDEID; Marange, BK (2021)
    A Low Cost Application For Diagnosing Cotton Plant And Leaf Diseases Using Convolutional Neural Networks
    International Conference on Science, Engineering & Technology (ICSTE-21)
    Malaysia (and virtual)
    pp Accepted for publication

    (2021)
    Evaluation Of Visual Syntax Specification Techniques: A Study Of Owl
    International Conference on Artificial Intelligence, Big Data, Computing and Data Communication Systems (icABCD 2021)
    Online
    IEEE

    LEHONS; van Biljon, J A; SANDEID (2019)
    Open-distance Electronic Learning Environments: Supervisors’ Views On Usability
    The ICT and Society Conference (ICTAS2019)
    Durban
    pp Paper 26; Electronic publication

    Thomas, A; Aurona J. Gerber ; Alta van der Merwe (2019)
    A Conceptual Framework Of Research On Visual Language Specification Languages
    Advances in Big Data, Computing and Data Communication Systems
    Drakensberg, South Africa

    C. U. Aigbekaen; Vallabhapurapu, S; I. O. Osunmakinde (2019)
    Reram Memory Based On Dropcast Pva Nano Composite
    Open innovation conference
    cape town
    978-1-7281-3464-2/IEEE
    pp 196-198

    A. T. Fabiyi; Vallabhapurapu, S; I. O. Osunmakinde (2019)
    Biodegradable Reram Based On Chitosan For Nonvolatile Memory Application
    2019 open innovation conference
    Capetown, South Africa
    IEEE
    pp 211-215.

    O. A. Olawumi; Vallabhapurapu, S; I. O. Osunmakinde (2019)
    Reram Memory Cells Based On Gelatin Nano Composites: Towards Green Computing
    2019 open innovation conference
    Capetown. South Africa
    IEEE
    pp 216-218

    Vallabhapurapu, S; Ghanashyam Krishna; A. Srinivasan; V.V. Srinivasuof Physics, UNISA); ; S. Du (2018(Accepted and in production process))
    Observation Of Resistive Switching In Reduced Graphene Oxide Incorporated Pva Films
    the International Conference on Green Methods for Separation, Purification and Nanomaterial Synthesis, GMSP&NS’18
    Jain University, Bengaluru
    elsevier

    Aruleba, K ; Ewert, S ; SANDEID; Raborife, M (2018)
    Preprocessing And Feature Extraction Technique For Hand-drawn Finite Automata Recognition
    IST-Africa
    pp Paper 48 (9 pages) Electronic proceedings

    Thomas, A; Aurona J. Gerber ; Alta van der Merwe (2018)
    Ontology-based Spatial Pattern Recognition In Diagrams
    Artificial Intelligence Applications and Innovations
    Greece
    IFIP AICT 519, Springer
    pp 61-72

    Nuru Jingili ; Sigrid Ewert ; SANDEID (2018)
    Measuring Perceptual Similarity Of Syntactically Generated Pictures
    8th International Conference on Simulation and Modeling Methodologies, Technologies and Applications (SIMULTECH 2018)
    Porto, Portugal
    pp 244-255

    Van Staden, W; PILKICL (2018)
    Overcoming The Corporate University And Its Effect On Computing Education
    Southern African Computer Lecturers’ Association (SACLA)
    Cape Town

    Vallabhapurapu, S; Shengzhi Du; T.S.Mahule; Ashwini Roham; ; V.V.Srinivasu;A.Srinivasan (2018)
    Resistive Switching Memory Effect And Conduction Mechanism In Nano-silver Incorporated Type-a Gelatin Films
    IEEE open innovation conference 2018
    Johannesburg
    IEEE- Explore
    pp 281-284

    COLEMA; GIANNA (2018)
    Chalk And Talk? Key Strokes? Or A Dynamic Diagnostic Teacher?
    Annual National Congress of the Association for Mathematics Education of South Africa,(AMESA)
    University of Free state, Bloemfontein
    978-0-6399514-0-9
    pp 107-123

    GIANNA; COLEMA (2018)
    Problem Solving In Mathematics And Programming: Are They Complementary?
    Annual National Congress of the Association for Mathematics Education of South Africa,Date
    University of Free state, Bloemfontein
    978-0-6399514-0-9
    pp 157-170

    Vallabhapurapu, S; Ashwini Rohom; N.B.Chaure; Shengzhi Du; (2017)
    Bistable Resistive Memory Behavior In Gelatin-cdte Quantum Dot Composite Film
    2nd International Conference on Condensed Matter and Applied Physics
    Bikaner, India
    AIP
    pp 4

    Coral Featherstone; van der Poel, E (2015)
    Using Character Valence In Computer Generated Music To Produce Variation Aligned To A Storyline
    SAICSIT
    Stellenbosch
    978-1-4503-3683

    Gail Shaw; van der Poel, E (2015)
    Genetic Algorithms As A Feasible Re-planning Mechanism For Belief-desire-intention Agents
    SAICSIT
    Stellenbosch
    978-1-4503-3683

    Okuboyejo, O ; Ewert, S ; SANDEID Goofs In The Class: Students’ Errors And Misconceptions When Learning Regular Expressions
    SACLA 2020
    pp Accepted


    CONFERENCE PRESENTATION/S

    TJ Ramabu ; SANDEID; SCHOEMA (2021)
    Manipulatives For Teaching Introductory Programming To Struggling Students: A Case Of Nested-decisions.
    13th International Conference on Computer Supported Education (CSEDU 2021)
    online

    BOOKS/CHAPTERS

    Jingili, N ; Ewert, S ; SANDEID Syntactic generation of similar pictures
    2020
    Springer, Cham
    pp Chapter 8, pages 153-180
    ISBN: ebook: 978-3-030-35944-7. softcover: 978-3-030-35943-0

    Vallabhapurapu, S; Shengzhi Du; Ananthakrishnan Srinivasan Electronics: Nonvolatile Memory Technologies, Encyclopedia of Polymer Applications(accepted and in production)
    2018
    Taylor and Francis group
    USA
    pp 20