2000 AnalyzingTheEffectivAndApplOfCoTraining
- (Nigam & Ghani, 2000) ⇒ Kamal Nigam, and Rayid Ghani. (2000). “Analyzing the Effectiveness and Applicability of Co-training.” In: Proceedings of the ninth International Conference on Information and knowledge management (CIKM 2000). doi:10.1145/354756.354805
Subject Headings: Co-Training Algorithm.
Notes
Cited by
2006
- (Ghani et al., 2006) ⇒ Rayid Ghani, Katharina Probst, Yan Liu, Marko Krema, and Andrew Fano. (2006). “Text Mining for Product Attribute Extraction.” In: ACM SIGKDD Explorations Newsletter Journal, 8(1). doi:10.1145/1147234.1147241
2002
- (Strehl & Ghosh, 2002b) ⇒ Alexander Strehl, and Joydeep Ghosh. (2002). “Cluster Ensembles -- A knowledge reuse framework for combining multiple partitions.” In: The Journal of Machine Learning Research, (3).
Quotes
Author Keywords
- co-training, expectation-maximization, learning with labeled and unlabeled data, text classification
Abstract
Recently there has been significant interest in supervised learning algorithms that combine labeled and unlabeled data for text learning tasks. The co-training setting(Blum & Mitchell, 1998) applies to datasets that have a natural separation of their features into two disjoint sets. We demonstrate that when learning from labeled and unlabeled data, algorithms explicitly leveraging a natural independent split of the features outperform algorithms that do not. When a natural split does not exist, co-training algorithms that manufacture a feature split may out-perform algorithms not using a split. These results help explain why co-training algorithms are both discriminative in nature and robust to the assumptions of their embedded classifiers.
References
- …
- (Blum & Mitchell, 1998) ⇒ Avrim Blum, and Tom M. Mitchell. (1998). “Combining Labeled and Unlabeled Data with Co-training.” In: Proceedings of COLT 1998 Conference. doi:10.1145/279943.279962.
- …,
| Author | volume | Date Value | title | type | journal | titleUrl | doi | note | year | |
|---|---|---|---|---|---|---|---|---|---|---|
| 2000 AnalyzingTheEffectivAndApplOfCoTraining | Kamal Nigam Rayid Ghani | Analyzing the Effectiveness and Applicability of Co-training | http://www.cs.cmu.edu/~knigam/papers/cotrain-CIKM00.pdf | 10.1145/354756.354805 |