Abstract in English, Afrikaans and Xhosa / Blended learning is referenced as the “best of both worlds” (Snart, 2010:xvi), which integrates Face-to-Face instruction with online learning. With interest in incorporating blended learning within the higher education curricula expanding, many private higher education institutions seek to understand how they can use educational technology effectively in blended learning to enhance undergraduate students’ learning engagement. This study investigated the nature and extent of private higher education students’ learning engagement in blended learning programmes within a private higher education provider. Through the lens of Bandura's (2000:121, 2009:180) Social Cognitive Theory, the study investigated private higher education students’ learning engagement in blended learning during the completion of their qualification and how it impacted teaching and learning. A descriptive quantitative research design was adopted, coupled with a positivist paradigm of inquiry. Utilising a cross-sectional survey it acquired descriptive data from a sample population of 567 respondents who answered the study’s research questions. The study found that student orientation programmes are associated with students’ perceived self-efficacy, subsequently affecting their engagement in blended learning programmes directly, and through the impact on outcome expectations, goals and socio-structural impediments. Additionally, socio-structural facilitators impacted outcome expectations and student engagement. The study’s results established a new framework, namely Social Cognitive Student Engagement in Blended Learning. / Gemengde leer word dikwels die “beste van twee wêrelde” genoem (Snart, 2010:xvi) aangesien onderrig nie alleen van aangesig tot aangesig nie, maar ook aanlyn geskied. Gesien die stygende belangstelling in die inskakeling van gemengde leer by hoëronderwysleerplanne, ondersoek talle private hoëronderwysinstellings maniere om opvoedkundige tegnologie in gemengde leer te gebruik om voorgraadse studente se leerbetrokkenheid te verbeter. In hierdie studie is ondersoek ingestel na die aard en omvang van studente se leerbetrokkenheid in die gemengdeleerprogramme wat by ʼn private verskaffer van hoër onderwys aangebied word. Hierdie studie het deur die lens van Bandura se sosiaal-kognitiewe teorie (2000:121, 2009:180) gekyk na studente se leerbetrokkenheid by gemengde leer in die verwerwing van ʼn kwalifikasie, en die uitwerking daarvan op onderrig en leer. Die navorsingsontwerp was deskriptief-kwantitatief en die ondersoekparadigma positivisties. Aan die hand van ʼn dwarssnitopname is beskrywende data by ʼn steekproefbevolking van 567 respondente ingewin. In die studie is bevind dat oriënteringsprogramme op studente se siening van hul eie selfwerksaamheid gemik is, hulle betrokkenheid by gemengdeleerprogramme verbeter, en daardeur hul uitkomsverwagtings, mikpunte en die mate waarin hulle sosiaal-strukturele struikelblokke oorkom, bepaal. Afgesien hiervan het sosiaal-strukturele fasiliteerders ʼn gunstige uitwerking op studente se uitkomsverwagtings en betrokkenheid gehad. ʼn Raamwerk is opgestel, naamlik die Sosiaal-Kognitiewe Betrokkenheid van Studente by Gemengde Leer. / Uhlelo lwemfundo ehlanganisiwe lubizwa, phecelezi nge “best of both worlds” (Snart, 2010:xvi), ukuhlanganisa umyalelo okhishwa ngendlela yokubhekana kwabantu ubuso nobuso kanye nohlelo lokufunda nge-inthanethi. Njengoba uthando lokufaka phakathi uhlelo lokufunda oluhlanganisiwe ngaphakathi kohlelo lwemfundo emazikweni aphakeme lya ngokuya lukhula nje, amaziko emfundo ephakeme amaningi angasese afuna ukuzwisisa ukuthi ngabe angabusebenzisa kanjani ngempumelelo ubuchwepheshe bethekinoloji bezemfundoi ohlelweni lwezokufunda oluhlanganisiwe ukuze kuqiniswe uhlelo lokufunda ngokuxoxisana nabafundi abasafundela iziqu zesigaba sokuqala. Lolu cwaningo luye lwaphenya ubunjalo kanye nezinga lokufunda kwabafundi ngokuxoxisana ezinhlelweni zokufunda okuhlanganisiwe ngaphakathi kweziko langasese lemfundo ephakeme. Ngokusebenzisa iso lomqondo wokufunda kaBandura (Bandura's social cognitive theory (2000:121, 2009:180), ucwaningo luye lwaphenya uhlelo lokufunda ngokuxoxisana nabafundi ohlelweni lokufunda ngokuhlanganyela ngesikhathi bephothula iziqu zabo kanye nangendlela lolu hlelo lunomthelela ngayo kwezokufundisa nokufunda. Idizayini yocwaningo oluchazayo olwencike kumanani luye lwamukelwa, ngokuthi luhambisane nohlelo lwe-positivist paradigm of inquiry. Ngokusebenzisa isaveyi i-cross-sectional survey, idatha echazayo yaqoqwa kwisampuli yenani lonke labaphenduli abayi-567. Ucwaningo luye lwathola ukuthi izinhlelo zokwamukela abafundi zihlobene nemiqondo yabafundi (students’ perceived self-efficacy), bese kulandelise ngokuthinta ngqo ukuxoxisana kwabo kwizinhlelo zokufunda ezihlanganisiwe. Ukwengeza, abahlanganisi besakhiwo somphakathi babe nomthelela phezu kwemiphumela elindelwe kanye nokuxoxisana nomfundi. Kuye kwasungulwa isakhiwo esisha, sona yilesi esilandelayo, phecelezi, Social Cognitive Student Engagement in Blended Learning. / Curriculum and Instructional Studies / M. Ed. (Curriculum Studies)

Many have used the principles of statistics and Bayesian decision theory to model specific learning problems. It is less common to see models of the processes of learning in general. One exception is the model of the supervised learning process known as the "Extended Bayesian Formalism" or EBF. This model is descriptive, in that it can describe and compare learning algorithms. Thus the EBF is capable of modeling both effective and ineffective learning algorithms. We extend the EBF to model un-supervised learning, semi-supervised learning, supervised learning, and empirical function optimization. We also generalize the utility model of the EBF to deal with non-deterministic outcomes, and with utility functions other than 0-1 loss. Finally, we modify the EBF to create a "prescriptive" learning model, meaning that, instead of describing existing algorithms, our model defines how learning should optimally take place. We call the resulting model the Unified Bayesian Decision Theoretical Model, or the UBDTM. WE show that this model can serve as a cohesive theory and framework in which a broad range of questions can be analyzed and studied. Such a broadly applicable unified theoretical framework is one of the major missing ingredients of machine learning theory. Using the UBDTM, we concentrate on supervised learning and empirical function optimization. We then use the UBDTM to reanalyze many important theoretical issues in Machine Learning, including No-Free-Lunch, utility implications, and active learning. We also point forward to future directions for using the UBDTM to model learnability, sample complexity, and ensembles. We also provide practical applications of the UBDTM by using the model to train a Bayesian variation to the CMAC supervised learner in closed form, to perform a practical empirical function optimization task, and as part of the guiding principles behind an ongoing project to create an electronic and print corpus of tagged ancient Syriac texts using active learning.

English text, with summaries in English, Afrikaans and Zulu / This study aims to propose an e-learning framework for mobile devices in Africa to help improve enrolment rates and education standards in the FET (Further Education and Training) phase. The study is qualitative in nature and employs document analysis as main research method. An overview of the South African education context with supporting statistical data to motivate why an e-learning alternative is crucial for improving South African and African education is provided. The literature review includes a descriptive analysis of 7 existing e- and m-learning frameworks, with key features highlighted for possible adaptation or incorporation into an e-learning framework for Africa. Behaviourism, Constructivism and Connectivism are discussed as applicable learning theories to pedagogically underpin this proposed e-learning framework. Thereafter, a critical evaluation of current South African education policy documents (White Papers, the Norms and Standards for Educators and the Draft Policy for the Provision and Management of Learning Teaching and Support Materials) is conducted to determine whether these policies support and enable e-learning effectively. Part 2 of Chapter 5 comprises a critical analysis and comparison of education systems and applicable legislation in the USA, Finland and Malawi to establish how education is structured and how e-learning is administered in these countries to make relevant recommendations for South Africa and to inform the design of an e-learning framework for Africa. Research findings are presented as answers to the research questions posed and the proposed e-learning framework with further recommendations are presented to the South African Department of Basic Education, teachers and researchers. / Die doel van hierdie studie is om ‘n e-onderrig-en-leer raamwerk vir mobiele toestelle vir Afrika voor te stel, sodat inskrywingsgetalle en onderrig- en leerstandaarde in die Verdere Onderrig en Opleidings (VOO) fase verbeter kan word. Dit is ‘n kwalitatiewe studie en dokumentanalise word as navorsingsmetode toegepas. ‘n Oorsig van die huidige Suid-Afrikaanse onderwysstelsel en konteks met ondersteunende statistiese bevindinge word verduidelik om e-onderrig-en-leer as noodsaaklike alternatief vir Suid-Afrika en Afrika te motiveer. Die literatuuroorsig sluit ‘n beskrywende analise van sewe bestaande e- en m-onderrig-en-leer (mobiele-onderrig-en-leer) raamwerke in. Hoofkenmerke van elke raamwerk word uitgelig vir moontlike aanpassing en inkorporering in ‘n e-onderrig-en-leer raamwerk vir die Afrika-konteks. Leerteorië, nl Behaviourisme, Konstruktivisme en Konnektivisme (Connectivism) word in diepte bespreek as pedagogies fundamenteel om die e-onderrig-en-leer raamwerk te onderbou en te ondersteun. ‘n Kritiese evaluasie van Suid-Afrikaanse onderwysbeleid (d.w.s. Witskrifte, die Norme and Standaarde vir Onderwysers en die konsepdokument oor die Voorsiening en Bestuur van Onderrig-, Leer- en Ondersteuningsmateriaal) is gedoen om vas te stel of die beleid wel e-onderrig-en-leer effektief ondersteun en prakties moontlik maak. ‘n Krities analitiese en vergelykende studie van die VSA (Verenigde State van Amerika), Finland en Malawi se onderwysstelsels- en wetgewing is gedoen in hoofstuk 5 deel 2 om te bepaal hoe dié lande onderwys struktureer en hoe e-onderrig-en–leer geadministreer word, sodat relevante voorstelle vir Suid-Afrika gemaak kan word en om insae te lewer in die ontwerp van ‘n e-onderrig-en-leer raamwerk toepaslik vir die Afrika-kontinent. Navorsingsbevindinge word voorgelê aan die Suid-Afrikaanse Departement van Basiese Onderwys, onderwysers sowel as aan navorsers. / Lolu cwaningo luhlose ukuphakamisa uhlaka lwe-e-learning lamadivaysi eselula e-Afrika ukusiza ukuthuthukisa izinga lokubhalisa nezindinganiso zemfundo kwiSigaba se-FET (Further Education and Training). Ucwaningo luyimfanelo enemvelo futhi lusebenzisa ukuhlaziywa kwedokhumenti njengendlela yokucwaninga eyinhloko. Ukuhlolisisa umongo wezemfundo waseNingizimu Afrika ngokusekela imniningwane yezibalo ukugqugquzela ukuthi kungani enye yokufunda email ibalulekile ekuthuthukiseni imfundo yaseNingizimu Afrika ne-Afrika. Ukubuyekezwa kwezincwadi kuhlanganisa ukuhlaziywa okuchazayo kwezinhlaka eziyisikhombisa ezisekhona ze-e- e-m-learning, nezici eziyinhloko eziqokonyiswe ukukhishwa kwe-adaption noma ukufakwa kwisakhiwo se-e-learning se-Afrika. Ukuzikhethela, Ukwakhiwa kwe-Constructivism (Kwe Zokwakha) kanye ne-Connectivism (Kwe Zokuxhumana) kuxoxwa njengezifundo ezifanele zokufunda ukusekela lolu hlelo oluhlongozwayo lwe-e-learning. Ngemuva kwaloko, ukuhlolwa okubalulekile kwemibhalo yamanje yemfundo yaseNingizimu Afrika (Amaphepha Asemhlophe, Imigomo Nemigomo Yabafundisi kanye neNqubomgomo Yohlaka Lokufundiswa Nezifundo Nokusekela) kwenziwa ukuze kutholakale ukuthi lezi zinqubomgomo zisekela futhi zikwazi yini ukufundisa nge-e-ephumelelayo. Ingxenye yesibili yeSahluko sesihlanu iqukethe ukuhlaziywa okubucayi kanye nokuqhathaniswa kwezinhlelo zemfundo kanye nemithetho esebenzayo eMelika, eFinland nase Malawi ukuqinisekisa ukuthi imfundo ihlelwe kanjani nokuthi i-e-learning inikezwa kanjani ukwenza izincomo ezifanele eNingizimu Afrika nokwazisa ukuklama uhlaka lwe-e-learning lwe-Afrika. Imiphumela yokucwaninga inikezwa njengezimpendulo zemibuzo yokucwaninga ephakanyisiwe kanye nohlaka oluhlongozwayo lwe-e-learning kanye nezincomo ezengeziwe ezethulwa eMnyangweni wezemfundo Eyisisekelo, othisha nabacwaningi baseNingizimu Afrika. / Curriculum and Instructional Studies / M. Ed. (Curriculum Studies)