M/F Minimax strategy for Multi-Label Classification

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Heuristique et Diagnostic des Systèmes Complexes

COMPIEGNE • Oise

  • Researcher in FTC
  • 24 months
  • Doctorate

This offer is available in English version

This offer is open to people with a document recognizing their status as a disabled worker.

Offer at a glance

The Unit

Heuristique et Diagnostic des Systèmes Complexes

Contract Type

Researcher in FTC

Working hHours

Full Time

Workplace

60203 COMPIEGNE

Contract Duration

24 months

Date of Hire

01/09/2026

Remuneration

Between €2,991.58 and €4,756.76 gross per month

Apply Application Deadline : 13 August 2026 23:59

Job Description

Missions

Discrete Minimax Classifier for imbalanced classes and prior probability shifts in Multi-Label Classification (MLC)

Activity

The first objective will be to develop a Discrete Minimax Classifier to adress the issue of imbalanced classes and prior probability shifts in Multi-Label CLassification (MLC).
The second point of interest would be the inconsistency faced when estimating the necessary probabilistic information to find BOPs of non-decomposable MLC losses, such as F-measure. By inconsistency, we refer to the situations where some types of conditional probabilities, such as pairwise probabilities, should be learned so that they are consistent with some joint conditional probability. Minimax classifiers provide a natural way to fulfill this requirement. This is because the conditional probabilities provided by the minimax classifiers on each discrete profile are basically constructed based on the proportions of the events that appear on that discrete profile.

Your Profil

Skills

Supervised Multi-label Classification
Machine Learning
Imbalanced Data

Your Work Environment

Postdoctoral position

Constraints and risks

NA

Compensation and benefits

Compensation

Between €2,991.58 and €4,756.76 gross per month

Annual leave and RTT

44 jours

Remote Working practice and compensation

Pratique et indemnisation du TT

Transport

Prise en charge à 75% du coût et forfait mobilité durable jusqu’à 300€

About the offer

Offer reference UMR7253-CYPGIL-001
CN Section(s) / Research Area Information sciences: processing, integrated hardware-software systems, robots, commands, images, content, interactions, signals and languages

About the CNRS

The CNRS is a major player in fundamental research on a global scale. The CNRS is the only French organization active in all scientific fields. Its unique position as a multi-specialist allows it to bring together different disciplines to address the most important challenges of the contemporary world, in connection with the actors of change.

CNRS

The research professions

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M/F Minimax strategy for Multi-Label Classification

Researcher in FTC • 24 months • Doctorate • COMPIEGNE

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