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

List by: Type | Date

Jump to: 2024 | 2023
Number of items: 5.

2024

Janich, T. B., McDonald, G. and Ounis, I. (2024) Fairness-Aware Exposure Allocation via Adaptive Reranking. In: 47th International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2024), Washington D.C., USA, 14-18 July 2024, pp. 1504-1513. ISBN 9798400704314 (doi: 10.1145/3626772.3657794)

Yang, E., Janich, T. B., Mayfield, J. and Lawrie, D. (2024) Language Fairness in Multilingual Information Retrieval. In: 47th International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2024), Washington D.C., USA, 14-18 July 2024, pp. 2487-2491. ISBN 9798400704314 (doi: 10.1145/3626772.3657943)

Jaenich, T. B., McDonald, G. and Ounis, I. (2024) Improving Exposure Allocation in Rankings by Query Generation. In: 46th European Conference on Information Retrieval (ECIR2024), Glasgow, Scotland, 24-28 March 2024, pp. 121-129. ISBN 9783031560620 (doi: 10.1007/978-3-031-56069-9_9)

Jaenich, T. B., McDonald, G. and Ounis, I. (2024) Query Exposure Prediction for Groups of Documents in Rankings. In: 46th European Conference on Information Retrieval (ECIR2024), Glasgow, Scotland, 24-28 March 2024, pp. 143-158. ISBN 9783031560620 (doi: 10.1007/978-3-031-56060-6_10)

2023

Janich, T. B., McDonald, G. and Ounis, I. (2023) 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, pp. 457-465. ISBN 9783031282379 (doi: 10.1007/978-3-031-28238-6_36)

This list was generated on Thu Nov 21 04:37:46 2024 GMT.
Jump to: Conference Proceedings
Number of items: 5.

Conference Proceedings

Janich, T. B., McDonald, G. and Ounis, I. (2024) Fairness-Aware Exposure Allocation via Adaptive Reranking. In: 47th International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2024), Washington D.C., USA, 14-18 July 2024, pp. 1504-1513. ISBN 9798400704314 (doi: 10.1145/3626772.3657794)

Yang, E., Janich, T. B., Mayfield, J. and Lawrie, D. (2024) Language Fairness in Multilingual Information Retrieval. In: 47th International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2024), Washington D.C., USA, 14-18 July 2024, pp. 2487-2491. ISBN 9798400704314 (doi: 10.1145/3626772.3657943)

Jaenich, T. B., McDonald, G. and Ounis, I. (2024) Improving Exposure Allocation in Rankings by Query Generation. In: 46th European Conference on Information Retrieval (ECIR2024), Glasgow, Scotland, 24-28 March 2024, pp. 121-129. ISBN 9783031560620 (doi: 10.1007/978-3-031-56069-9_9)

Jaenich, T. B., McDonald, G. and Ounis, I. (2024) Query Exposure Prediction for Groups of Documents in Rankings. In: 46th European Conference on Information Retrieval (ECIR2024), Glasgow, Scotland, 24-28 March 2024, pp. 143-158. ISBN 9783031560620 (doi: 10.1007/978-3-031-56060-6_10)

Janich, T. B., McDonald, G. and Ounis, I. (2023) 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, pp. 457-465. ISBN 9783031282379 (doi: 10.1007/978-3-031-28238-6_36)

This list was generated on Thu Nov 21 04:37:46 2024 GMT.

Supervisors