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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 2451–2460 of 3304 papers

Title	Date	Tasks	Status	Hype
Monitoring the shape of weather, soundscapes, and dynamical systems: a new statistic for dimension-driven data analysis on large data sets	Oct 27, 2018	Dimensionality Reduction	—Unverified	0
Perceptual Visual Interactive Learning	Oct 25, 2018	ClusteringDimensionality Reduction	—Unverified	0
Modified Multidimensional Scaling and High Dimensional Clustering	Oct 24, 2018	ClusteringDimensionality Reduction	—Unverified	0
Optimal terminal dimensionality reduction in Euclidean space	Oct 22, 2018	Dimensionality ReductionLEMMA	—Unverified	0
Perturbation Bounds for Procrustes, Classical Scaling, and Trilateration, with Applications to Manifold Learning	Oct 22, 2018	Dimensionality Reduction	—Unverified	0
Fast Randomized PCA for Sparse Data	Oct 16, 2018	Dimensionality ReductionInformation Retrieval	CodeCode Available	0
A Generative Model of Textures Using Hierarchical Probabilistic Principal Component Analysis	Oct 16, 2018	Dimensionality Reduction	—Unverified	0
Learning Inward Scaled Hypersphere Embedding: Exploring Projections in Higher Dimensions	Oct 16, 2018	Dimensionality ReductionGeneral Classification	—Unverified	0
Decomposing feature-level variation with Covariate Gaussian Process Latent Variable Models	Oct 16, 2018	Dimensionality Reduction	CodeCode Available	0
Dimensionality Reduction and (Bucket) Ranking: a Mass Transportation Approach	Oct 15, 2018	Dimensionality 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