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Dimensionality Reduction

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

( Image credit: openTSNE )

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 3001–3010 of 3304 papers

Title	Date	Tasks	Status	Hype
Face Pyramid Vision Transformer	Oct 21, 2022	Dimensionality ReductionFace Recognition	CodeCode Available	0
Quiver Laplacians and Feature Selection	Apr 10, 2024	Dimensionality Reductionfeature selection	CodeCode Available	0
The spiked matrix model with generative priors	May 29, 2019	Dimensionality Reductionmodel	CodeCode Available	0
Unsupervised dynamic modeling of medical image transformation	Mar 1, 2021	DenoisingDimensionality Reduction	CodeCode Available	0
Latent Manifold Reconstruction and Representation with Topological and Geometrical Regularization	May 7, 2025	Dimensionality Reduction	CodeCode Available	0
Latent regularization for feature selection using kernel methods in tumor classification	Apr 10, 2020	ClassificationDimensionality Reduction	CodeCode Available	0
Nonlinear Sufficient Dimension Reduction for Distribution-on-Distribution Regression	Jul 11, 2022	Dimensionality Reductionregression	CodeCode Available	0
Factorized Discriminant Analysis for Genetic Signatures of Neuronal Phenotypes	Oct 5, 2020	Dimensionality ReductionRepresentation Learning	CodeCode Available	0
Factorized Point Process Intensities: A Spatial Analysis of Professional Basketball	Jan 5, 2014	Dimensionality Reduction	CodeCode Available	0
Visualizing the Effects of a Changing Distance on Data Using Continuous Embeddings	Nov 8, 2013	ClusteringDimensionality Reduction	CodeCode Available	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