University Of Pretoria Computer Science Department
Home

Another Dr in the department

Dr Anna Bosman received her PhD degree in September this year with a thesis titled "Fitness Landscape Analysis of Feed Forward Neural Networks". Neural network training is a highly non-convex optimisation problem with poorly understood properties. Due to the inherent high dimensionality, neural network search spaces cannot be intuitively visualised, thus other means to establish search space properties have to be employed. In her thesis, Dr Anna Bosman applied fitness landscape analysis techniques to gain insight into the nature of the neural network search spaces. A novel gradient-based sampling technique was proposed, together with a novel method to quantify and visualise the modality of neural network error landscapes.
The Information Technology Building

Welcome

Welcome to the Department of Computer Science at the University of Pretoria.

Our main objective is to explore and research the scientific basis of new technologies. We furthermore promote the proliferation of reliable, robust and innovative computing and information technologies into the IT industry in South Africa.

Excellence in computer science education, the development of internationally and nationally recognised research initiatives, and strong industry collaboration, are the driving factors underpinning the success of the department.

Additional News

Login

If you can't log in please clear your browser's cookies

Username:
Password:
Remember Me
Forgot password
All content copyright © Department of Computer Science, School of IT, University of Pretoria, South Africa