Semi-Supervised Learning from a Translation Model between Data Distributions

Anaya-Sánchez, Henry; Sotoca, José Martínez; Usó, Adolfo Martínez

doi:10.5591/978-1-57735-516-8/IJCAI11-199

Semi-Supervised Learning from a Translation Model between Data Distributions

Henry Anaya-Sánchez, José Martínez Sotoca, Adolfo Martínez Usó

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Proceedings of the Twenty-Second International Joint Conference on Artificial Intelligence. Pages 1165-1169.

https://doi.org/10.5591/978-1-57735-516-8/IJCAI11-199

Abstract

In this paper, we introduce a probabilistic classification model to address the task of semi-supervised learning. The major novelty of our proposal stems from measuring distributional relationships between the labeled and unlabeled data. This is achieved from a stochastic translation model between data distributions that is estimated from a mixture model. The proposed classifier is defined from the combination of both the translation model and a kernel logistic regression on labeled data. Experimental results obtained over synthetic and real-world data sets validate the usefulness of our proposal.

Henry Anaya-Sánchez, José Martínez Sotoca, and Adolfo Martínez Usó. 2011. Semi-Supervised Learning from a Translation Model between Data Distributions. In Proceedings of the Twenty-Second International Joint Conference on Artificial Intelligence, IJCAI-11. IJCAI, 1165–1169. https://doi.org/10.5591/978-1-57735-516-8/IJCAI11-199

@inproceedings{ijcai2011p199,
  title     = {Semi-Supervised Learning from a Translation Model between Data Distributions},
  author    = {Anaya-Sánchez, Henry and Sotoca, José Martínez and Usó, Adolfo Martínez},
  booktitle = {Proceedings of the Twenty-Second International Joint Conference on
               Artificial Intelligence, {IJCAI-11}},
  publisher = {AAAI Press/International Joint Conferences on Artificial Intelligence},
  editor    = {Toby Walsh},
  pages     = {1165--1169},
  year      = {2011},
  month     = {7},
  doi       = {10.5591/978-1-57735-516-8/IJCAI11-199},
  url       = {https://doi.org/10.5591/978-1-57735-516-8/IJCAI11-199},
}

TY  - CPAPER
TI  - Semi-Supervised Learning from a Translation Model between Data Distributions
AU  - Anaya-Sánchez, Henry
AU  - Sotoca, José Martínez
AU  - Usó, Adolfo Martínez
T2  - Proceedings of the Twenty-Second International Joint Conference on Artificial Intelligence, IJCAI-11
PB  - AAAI Press/International Joint Conferences on Artificial Intelligence
PY  - 2011
SP  - 1165
EP  - 1169
DO  - 10.5591/978-1-57735-516-8/IJCAI11-199
UR  - https://doi.org/10.5591/978-1-57735-516-8/IJCAI11-199
ER  -