Yearbooks

BACK

Introduction to statistical learning 720


 
Modulekode EKT 720
Kwalifikasie Postgraduate
Fakulteit Faculty of Economic and Management Sciences
Module-inhoud

The emphasis is on the theoretical understanding and practical application of advances in statistical modelling. The following topics are covered: Single equation models: Nonparametric regression. Bootstrap procedures within regression analysis, k-nearest neighbour classification. Modelling categorical dependent variables - Logit/Probit models. Multiple outputs. Linear regression of an indicator matrix. Ridge regression. Non-linear regression modelling.  Some new developments in regression and classification.
Simultaneous equation models: Specification, identification and estimation of simultaneous equation models.
Modulekrediete 15.00
NQF Level 08
Service modules Faculty of Natural and Agricultural Sciences
Prerequisites RAL 780 or WST 311, 312, 321
Contact time 1 lecture per week, 1 web-based period per week
Language of tuition Module is presented in English
Department Statistics
Period of presentation Semester 2
General Academic Regulations and Student Rules
The General Academic Regulations (G Regulations) and General Student Rules apply to all faculties and registered students of the University, as well as all prospective students who have accepted an offer of a place at the University of Pretoria. On registering for a programme, the student bears the responsibility of ensuring that they familiarise themselves with the General Academic Regulations applicable to their registration, as well as the relevant faculty-specific and programme-specific regulations and information as stipulated in the relevant yearbook. Ignorance concerning these regulations will not be accepted as an excuse for any transgression, or basis for an exception to any of the aforementioned regulations. The G Regulations are updated annually and may be amended after the publication of this information.

Regulations, degree requirements and information
The faculty regulations, information on and requirements for the degrees published here are subject to change and may be amended after the publication of this information.

University of Pretoria Programme Qualification Mix (PQM) verification project
The higher education sector has undergone an extensive alignment to the Higher Education Qualification Sub-Framework (HEQSF) across all institutions in South Africa. In order to comply with the HEQSF, all institutions are legally required to participate in a national initiative led by regulatory bodies such as the Department of Higher Education and Training (DHET), the Council on Higher Education (CHE), and the South African Qualifications Authority (SAQA). The University of Pretoria is presently engaged in an ongoing effort to align its qualifications and programmes with the HEQSF criteria. Current and prospective students should take note that changes to UP qualification and programme names, may occur as a result of the HEQSF initiative. Students are advised to contact their faculties if they have any questions.

Postal Address:
University of Pretoria
Private Bag x 20
Hatfield
0028

Location:
GIBS | Groenkloof | Hatfield
Hillcrest | Mamelodi | Onderstepoort | Prinshof

Student Service Centre (for Contact students):
Contact Centre - Telephone: 012 420 3111
Contact Centre - Email: [email protected]

UPOnline Call Centre (for Online Students):
Call Centre - Email: [email protected]

Get Social With Us

Download the UP Mobile App

Copyright © University of Pretoria 2024. All rights reserved.

Careers@UP | Tenders@UP | Ethics Hotline | PAIA Manual | Privacy Notices | Website Privacy Notice | Disclaimer | Terms of use

FAQ's Email Us Virtual Campus Share Cookie Preferences