Progressive Sampling Algorithm: Difference between revisions

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A [[Progressive Sampling Algorithm]] is a [[Sampling Algorithm]] that is an [[Iterative Algorithm]].
A [[Progressive Sampling Algorithm]] is a [[Sampling Algorithm]] that is an [[Iterative Algorithm]].
* <B><U>Context</U>:</B>
* <B>Context</U>:</B>
** It can be used to create an [[Efficient Algorithm|efficient]] [[Supervised Learning Algorithm]].
** It can be used to create an [[Efficient Algorithm|efficient]] [[Supervised Learning Algorithm]].
** It can be used to create an [[Efficient Algorithm|efficient]] [[Feature Reduction Algorithm]].
** It can be used to create an [[Efficient Algorithm|efficient]] [[Feature Reduction Algorithm]].
* <B><U>See</U>:</B> [[Feature Selection Algorithm]].
* <B>See:</B> [[Feature Selection Algorithm]].
 
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==References ==


===2009===
== References ==
* ([[2009_ImprovingDataMiningUtility|Last, 2009]]) &rArr; Mark Last. ([[2009]]). "Improving Data Mining Utility with Projective Sampling." In: [[Proceedings of the 15th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining]] ([[KDD 2009]]). [http://dx.doi.org/10.1145/1557019.1557076 doi:10.1145/1557019.1557076]
 
=== 2009 ===
* ([[2009_ImprovingDataMiningUtilitywithP|Last, 2009]]) ⇒ [[Mark Last]]. ([[2009]]). “Improving Data Mining Utility with Projective Sampling.In: [[Proceedings of the 15th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining]] ([[KDD-2009]]). [http://dx.doi.org/10.1145/1557019.1557076 doi:10.1145/1557019.1557076]


===2003===
=== 2003 ===
* ([[2003_ColumnReductionDuringProgressiveSampling|Melli & al, 2003]]) &rArr; [[Gabor Melli]], Siavash Amirrezvani, Felix Chen, and Neil Russell. (2003). "[http://www.gabormelli.com/Publications/2003/2003_ColumnReductionDuringProgressiveSampling/2003_ColumnReductionDuringProgressiveSampling.pdf Column Reduction During Progressive Sampling]." In: Workshop on Data Mining for Actionable Knowledge (DMAK 2003).
* ([[2003_ColumnReductionDuringProgressiveSampling|Melli et al., 2003]]) [[Gabor Melli]], Siavash Amirrezvani, Felix Chen, and Neil Russell. ([[2003]]). [http://www.gabormelli.com/Publications/2003/2003_ColumnReductionDuringProgressiveSampling/2003_ColumnReductionDuringProgressiveSampling.pdf Column Reduction During Progressive Sampling].In: Workshop on Data Mining for Actionable Knowledge (DMAK 2003).


===2002===
=== 2002 ===
* S. Parthasarathy. (2002). "Efficient Progressive Sampling for Association Rules." In: Proceedings of the 2002 IEEE International Conference on Data Mining (ICDM 2002).
* S. Parthasarathy. ([[2002]]). “Efficient Progressive Sampling for Association Rules.In: Proceedings of the 2002 IEEE International Conference on Data Mining (ICDM 2002).


===1999===
=== 1999 ===
* ([[1999_EfficientProgressiveSampling|Provost & al, 1999]]) &rArr; Foster Provost, David Jensen, and Tim Oates. "[http://dx.doi.org/10.1145/312129.312188 Efficient Progressive Sampling]." In: Proceedings of the fifth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining ([[KDD 1999]]).
* ([[1999_EfficientProgressiveSampling|Provost et al., 1999]]) ⇒ [[Foster Provost]], [[David Jensen]], and Tim Oates. [http://dx.doi.org/10.1145/312129.312188 Efficient Progressive Sampling].In: Proceedings of the fifth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining ([[KDD-1999]]).
** ... We analyze [[Algorithm|methods]] for ''[[Progressive Sampling Algorithm|progressive sampling]]'' - using progressively larger [[samples]] as long as [[Induced Classification Model|model]] [[Classifier Performance|accuracy]] improves.  
** … [[We]] analyze [[Algorithm|methods]] for ''[[Progressive Sampling Algorithm|progressive sampling]]'' - using progressively larger [[samples]] as long as [[Induced Classification Model|model]] [[Classifier Performance|accuracy]] improves.


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Latest revision as of 07:01, 8 May 2024

A Progressive Sampling Algorithm is a Sampling Algorithm that is an Iterative Algorithm.



References

2009

2003

2002

  • S. Parthasarathy. (2002). “Efficient Progressive Sampling for Association Rules.” In: Proceedings of the 2002 IEEE International Conference on Data Mining (ICDM 2002).

1999