Thomas Benedikt Janich

Email: t.jaenich.1@research.gla.ac.uk

Research title: Fair Machine Learning for Search and Recommendation Systems

Research Summary

I am a PhD student at the School of Computing Science where I am part of the Information Retrieval Group. My supervisors are Professor Iadh Ounis and Dr. Graham McDonald. My research focuses on fair Machine Learning. I develop fair ranking strategies for search and recommendation systems with machine learning techniques such as reinforcement learning. I evaluate existing and self-developed strategies and techniques to ensure a suitable trade-off between user satisfaction and fairness.

Research Interests:

  • reinforcement learning
  • machine-learned ranking
  • fairness

 

Publications

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Jump to: 2022
Number of items: 1.

2022

Janich, T. B., McDonald, G. and Ounis, I. (2022) Colbert-FairPRF: Towards Fair Pseudo-Relevance Feedback in Dense Retrieval. In: 45th European Conference on Information Retrieval (ECIR'23), Dublin, Ireland, 02-06 Apr 2023, (Accepted for Publication)

This list was generated on Mon Jan 30 22:47:41 2023 GMT.
Number of items: 1.

Conference Proceedings

Janich, T. B., McDonald, G. and Ounis, I. (2022) Colbert-FairPRF: Towards Fair Pseudo-Relevance Feedback in Dense Retrieval. In: 45th European Conference on Information Retrieval (ECIR'23), Dublin, Ireland, 02-06 Apr 2023, (Accepted for Publication)

This list was generated on Mon Jan 30 22:47:41 2023 GMT.