Expert Monitoring: Human-Centered Concept Drift Detection in Machine Learning Operations

Author:

Leest Joran1ORCID,Raibulet Claudia1ORCID,Gerostathopoulos Ilias1ORCID,Lago Patricia2ORCID

Affiliation:

1. Vrije Universiteit Amsterdam, Amsterdam, Netherlands

2. Vrije Universiteit Amsterdam, Amsterdam, The Netherlands

Publisher

ACM

Reference29 articles.

1. A Survey on Churn Analysis in Various Business Domains

2. The ML test score: A rubric for ML production readiness and technical debt reduction

3. Mayee Chen, Karan Goel, Nimit S Sohoni, Fait Poms, Kayvon Fatahalian, and Christopher Ré. 2021. Mandoline: Model evaluation under distribution shift. In International conference on machine learning. PMLR, 1617--1629.

4. Siddhartha Chib. 2001. Markov chain Monte Carlo methods: computation and inference. Handbook of econometrics 5 (2001), 3569--3649.

5. Oliver Cobb and Arnaud Van Looveren. 2022. Context-aware drift detection. In International Conference on Machine Learning. PMLR, 4087--4111.

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