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Dimensionality Reduction

Dimensionality reduction is the task of reducing the dimensionality of a dataset.

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Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1801–1810 of 3304 papers

Title	Date	Tasks	Status	Hype
Algorithmic Stability and Generalization of an Unsupervised Feature Selection Algorithm	Oct 19, 2020	Decision MakingDimensionality Reduction	CodeCode Available	1
Auto-Encoding Variational Bayes for Inferring Topics and Visualization	Oct 19, 2020	Dimensionality Reduction	CodeCode Available	0
Prediction of daily maximum ozone levels using Lasso sparse modeling method	Oct 18, 2020	Dimensionality ReductionPrediction	—Unverified	0
Understanding Information Processing in Human Brain by Interpreting Machine Learning Models	Oct 17, 2020	BIG-bench Machine LearningDimensionality Reduction	CodeCode Available	1
Interactive Latent Interpolation on MNIST Dataset	Oct 15, 2020	Dimensionality Reduction	CodeCode Available	0
Mycorrhiza: Genotype Assignment usingPhylogenetic Networks	Oct 14, 2020	BIG-bench Machine LearningDimensionality Reduction	CodeCode Available	0
Rapid Robust Principal Component Analysis: CUR Accelerated Inexact Low Rank Estimation	Oct 14, 2020	Computational EfficiencyDimensionality Reduction	CodeCode Available	0
Causal learning with sufficient statistics: an information bottleneck approach	Oct 12, 2020	Dimensionality Reduction	—Unverified	0
0-dimensional Homology Preserving Dimensionality Reduction with TopoMap	Oct 10, 2020	Dimensionality Reduction	—Unverified	0
Circular Coordinate Methods with Generalized Penalty Functions	Oct 10, 2020	Dimensionality Reduction	—Unverified	0

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All datasets MCA EMNIST

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	UDRN	Classification Accuracy	90.9	—	Unverified
2	tSNE	Classification Accuracy	51.5	—	Unverified
3	IVIS	Classification Accuracy	46.6	—	Unverified
4	UMAP	Classification Accuracy	41.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	UDRN	Classification Accuracy	71.1	—	Unverified
2	QS	Classification Accuracy	68	—	Unverified