Semi-Supervised Classification Algorithm: Difference between revisions

Latest revision as of 20:56, 23 September 2021

A Semi-Supervised Classification Algorithm is a semi-supervised learning algorithm that is a data-driven classification algorithm.

Context:
- It can range from being a Semi-Supervised Binary Classification Algorithm to being a Semi-Supervised Multiclass Classification Algorithm.
- It can be implemented into a Semi-Supervised Classification System (to solve a semi-supervised classification task).
- …
Example(s):
- Progressive Transductive Support Vector Machine (PTSVM).
- A Semi-Supervised Named Entity Recognition Algorithm.
- A Semi-Supervised Relation Mention Recognition Algorithm, such as Snowball.
- …
Counter-Example(s):
- a Fully-Supervised Classification Algorithm.
- a Semi-Supervised Estimation Algorithm, or Semi-Supervised Ranking Algorithm.
See: Self-Supervised Learning Algorithm.

References

2008

(Zhu, 2008) ⇒ Xiaojin Zhu. (2008). “Semi-Supervised Learning Literature Survey (revised edition)." Technical Report 1530, Department of Computer Sciences, University of Wisconsin, Madison.

2007

(Zhu, 2007) ⇒ Xiaojin Zhu. (2007). “Semi-Supervised Learning." Tutorial at ICML 2007.

2003

(Chen et al., 2003) ⇒ Yisong Chen, Guoping Wang, and Shihai Dong. (2003). “Learning with Progressive Transductive Support Vector Machine.” In: Pattern Recognition Letters, 24(12). doi:10.1016/S0167-8655(03)00008-4

@@ Line 1: / Line 1: @@
-A [[Semi-Supervised Classification Algorithm]] is a [[Supervised Classification Algorithm]] that can solve a [[Semi-Supervised Classification Task]].
+A [[Semi-Supervised Classification Algorithm]] is a [[semi-supervised learning algorithm]] that is a [[data-driven classification algorithm]].
-* <B><U>Context</U>:</B>
+* <B>Context</U>:</B>
-** ??? It can be a:
+** It can range from being a [[Semi-Supervised Binary Classification Algorithm]] to being a [[Semi-Supervised Multiclass Classification Algorithm]].
-*** ??? [[Generative Classification Algorithm]].
+** It can be implemented into a [[Semi-Supervised Classification System]] (to solve a [[semi-supervised classification task]]).
-*** ??? [[Discriminative Classification Algorithm]].
+** …
-* <B><U>Example(s)</U>:</B>
+* <B>Example(s):</B>
 ** [[Progressive Transductive Support Vector Machine]] ([[PTSVM]]).
 ** A [[Semi-Supervised Named Entity Recognition Algorithm]].
-** [[Snowball Algorithm]], a [[Semi-Supervised Relation Mention Recognition Algorithm]].
+** A [[Semi-Supervised Relation Mention Recognition Algorithm]], such as [[Snowball Algorithm|Snowball]].
-* <B><U>See</U>:</B> [[Fully-Supervised Classification Algorithm]], [[Semi-Supervised Learning Algorithm]], [[Semi-Supervised Estimation Algorithm]].
+** …
+* <B>Counter-Example(s):</B>
+** a [[Fully-Supervised Classification Algorithm]].
+** a [[Semi-Supervised Estimation Algorithm]], or [[Semi-Supervised Ranking Algorithm]].
+* <B>See:</B> [[Self-Supervised Learning Algorithm]].
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-==References ==
-===2008===
+== References ==
-* ([[2008_SemiSupervisedLearningLitReview|Zhu, 2008]]) &rArr; [[Xiaojin Zhu]]. ([[2008]]). "[http://www.cs.wisc.edu/~jerryzhu/pub/ssl_survey.pdf Semi-Supervised Learning Literature Survey (revised edition)]." Technical Report 1530, Department of Computer Sciences, University of Wisconsin, Madison.
+=== 2008 ===
+* ([[2008_SemiSupervisedLearningLitReview|Zhu, 2008]]) ⇒ [[Xiaojin Zhu]]. ([[2008]]). “[http://www.cs.wisc.edu/~jerryzhu/pub/ssl_survey.pdf Semi-Supervised Learning Literature Survey (revised edition)]." Technical Report 1530, Department of Computer Sciences, University of Wisconsin, Madison.
-===2007===
+=== 2007 ===
-* ([[2007_SemiSupervisedLearning|Zhu, 2007]]) &rArr; Xiaojin Zhu. ([[2007]]). "[http://pages.cs.wisc.edu/~jerryzhu/pub/sslicml07.pdf Semi-Supervised Learning]." Tutorial at ICML 2007.
+* ([[2007_SemiSupervisedLearning|Zhu, 2007]]) ⇒ Xiaojin Zhu. ([[2007]]). “[http://pages.cs.wisc.edu/~jerryzhu/pub/sslicml07.pdf Semi-Supervised Learning]." Tutorial at ICML 2007.
-===2003===
+=== 2003 ===
-* ([[2003_LearningWithProgrTransdSVM|Chen & al, 2003]]) &rArr; Yisong Chen, Guoping Wang, and Shihai Dong. (2003). "[http://dx.doi.org/10.1016/S0167-8655(03)00008-4 Learning with Progressive Transductive Support Vector Machine]." In: Pattern Recognition Letters, 24(12). [http://dx.doi.org/10.1016/S0167-8655(03)00008-4 doi:10.1016/S0167-8655(03)00008-4]
+* ([[2003_LearningwithProgressiveTransduc|Chen et al., 2003]]) ⇒ Yisong Chen, Guoping Wang, and Shihai Dong. ([[2003]]). “[http://dx.doi.org/10.1016/S0167-8655(03)00008-4 Learning with Progressive Transductive Support Vector Machine].” In: Pattern Recognition Letters, 24(12). [http://dx.doi.org/10.1016/S0167-8655(03)00008-4 doi:10.1016/S0167-8655(03)00008-4]
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 __NOTOC__
 [[Category:Concept]]