Objective Function Designing Led by User Preferences Acquisition

04/23/2012
by   Patrick Taillandier, et al.
0

Many real world problems can be defined as optimisation problems in which the aim is to maximise an objective function. The quality of obtained solution is directly linked to the pertinence of the used objective function. However, designing such function, which has to translate the user needs, is usually fastidious. In this paper, a method to help user objective functions designing is proposed. Our approach, which is highly interactive, is based on man machine dialogue and more particularly on the comparison of problem instance solutions by the user. We propose an experiment in the domain of cartographic generalisation that shows promising results.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
04/27/2022

R-MBO: A Multi-surrogate Approach for Preference Incorporation in Multi-objective Bayesian Optimisation

Many real-world multi-objective optimisation problems rely on computatio...
research
05/24/2019

Neuro-Optimization: Learning Objective Functions Using Neural Networks

Mathematical optimization is widely used in various research fields. Wit...
research
11/14/2016

Statistical mechanics of the inverse Ising problem and the optimal objective function

The inverse Ising problem seeks to reconstruct the parameters of an Isin...
research
11/01/2021

Low-Cost Algorithmic Recourse for Users With Uncertain Cost Functions

The problem of identifying algorithmic recourse for people affected by m...
research
05/30/2019

Information theoretic learning of robust deep representations

We propose a novel objective function for learning robust deep represent...
research
03/02/2020

The Use of Implicit Human Motor Behaviour in the Online Personalisation of Prosthetic Interfaces

In previous work, the authors proposed a data-driven optimisation algori...
research
12/30/2022

Superiorization: The asymmetric roles of feasibility-seeking and objective function reduction

The superiorization methodology can be thought of as lying conceptually ...

Please sign up or login with your details

Forgot password? Click here to reset