3-7 December 2017
Velmoré Hotel Estate
Africa/Johannesburg timezone

Computational Intelligence and Algorithmic Mechanism Design: an Application in Revenue Optimisation

4 Dec 2017, 13:30
30m
De Voir (Velmoré Hotel Estate)

De Voir

Velmoré Hotel Estate

96 Main Road (M26) Hennops River Erasmia
Invited talk (plenary/keynote) Cognitive Computing & Machine Learning Cognitive Computing and Machine Learning

Speaker

Prof. Fulufhelo Nelwamondo (CSIR)

Description

Mechanism Design lies in the area of game theory, with aims to design games whose equilibria have desired objectives such as high efficiency or revenue optimisation. Algorithmic Mechanism Design focuses on Mechanism Design in algorithmically-complex scenarios, and it employs various analytics tools with considerations on computational constraints that exist in polynomial time. What makes this area more challenging is the trade-off between computational constrains and game-theoretic constrains. This talk will present this challenge, through a simple case study in the application of revenue optimisation in the area of auctions. A number of issues such as the computational hardness; convexity and a Vickrey–Clarke–Groves (VCG) mechanism, which is a generic truthful mechanism for achieving a socially-optimal solution, will be presented. The convergence of the challenges and the need for High Performance Computing environment will also be presented. The talk will end by discussing the current state of the field and how mechanism design is applied in computational settings, the challenges for further research.

HPC content

Not included

Primary author

Prof. Fulufhelo Nelwamondo (CSIR)

Presentation Materials

There are no materials yet.