Learning from positive and unlabeled data: a survey

Author:

Bekker JessaORCID,Davis Jesse

Funder

KU Leuven

Fonds Wetenschappelijk Onderzoek

Interreg

Agentschap voor Innovatie door Wetenschap en Technologie

Publisher

Springer Science and Business Media LLC

Subject

Artificial Intelligence,Software

Reference123 articles.

1. Basile, T. M., Di Mauro, N., Esposito, F., Ferilli, S., & Vergari, A. (2018). Density estimators for positive-unlabeled learning. In New frontiers in mining complex patterns: 6th international workshop, NFMCP 2017, held in conjunction with ECML-PKDD 2017, Skopje, Macedonia, September 18–22, 2017, Revised Selected Papers (Vol. 10785, pp. 49–64). Berlin: Springer.

2. Bekker, J., & Davis, J. (2018a). Estimating the class prior in positive and unlabeled data through decision tree induction. In Proceedings of the 32th AAAI conference on artificial intelligence (pp. 2712–2719).

3. Bekker, J., & Davis, J. (2018b). Positive and unlabeled relational classification through label frequency estimation. In N. Lachiche & C. Vrain (Eds.), Inductive logic programming (pp. 16–30). Cham: Springer.

4. Bekker, J., Robberechts, P., & Davis, J. (2019). Beyond the selected completely at random assumption for learning from positive and unlabeled data. In ECML PKDD: Joint European conference on machine learning and knowledge discovery in databases. Cham: Springer.

5. Blanchard, G., Lee, G., & Scott, C. (2010). Semi-supervised novelty detection. Journal of Machine Learning Research, 11, 2973–3009.

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