PhD position in Lille (France): Bayesian models for forecasting in the supply chain

The International Society for Bayesian Analysis; Lille; Sur place; EUR 60 000 - 80 000; Plein temps

Résumé du poste

A research organization is offering a fully funded PhD position in Lille, France, focusing on Bayesian models for forecasting in the supply chain. Candidates should have a background in machine learning, signal processing, or applied mathematics, along with strong mathematical and programming skills in Matlab and/or Python. The position starts September/October 2018, with an opportunity for an earlier start date.

Qualifications

• Proven background in machine learning, signal processing, statistics or applied mathematics.
• Strong mathematical skills required.
• Experience in programming, preferably in Matlab and/or Python.

Responsabilités

• Develop Bayesian models for forecasting in the supply chain.
• Conduct mathematical modeling of the supply chain.
• Develop inference methods for probabilistic prediction.

Connaissances

Machine learning

Signal processing

Statistics

Applied mathematics

Programming in Matlab

Programming in Python

Description du poste

PhD position in Lille (France): Bayesian models for forecasting in the supply chain

Overview

Bayesian models for forecasting in the supply chain. The objective of the thesis is to predict the evolution of the outputs in the supply chain, i.e. quantities in locations of storage or sales. The research work is divided into two parts: (1) mathematical modeling of the supply chain, and (2) inference methods for prediction. First, we model the problem in a probabilistic and generic way, taking into account all possible interactions between the variables of interest. In the second part, we develop Bayesian methods for probabilistic prediction at all stages of the chain. We propose novel efficient and accurate algorithms, including but not only sequential learning, to avoid the need to reprocess all past data every time new data is available.

Where and When

One fully funded PhD position is available in Lille from September/October 2018. The thesis will take place jointly at the engineering school IMT Lille Douai and at a fast-growing company focused on machine learning and data science. Earlier start date can be considered. Lille is a vibrant, young and dynamic city. Lille lies in the heart of the triangle that links three of Europe’s main metropoles: London (80 min), Paris (60 min), and Brussels (35 min).

Candidate profile

We are looking for a motivated and talented student with:

• background in machine learning, signal processing, statistics or applied mathematics
• strong mathematical skills
• experience in programming, preferably in Matlab and/or Python

Contact

If you have any question and/or want to apply, please contact: