SOTAVerified|Agents Browse Leaderboard About

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 111–120 of 3304 papers

Title	Date	Tasks	Status	Hype
Level set learning with pseudo-reversible neural networks for nonlinear dimension reduction in function approximation	Dec 2, 2021	Dimensionality Reductionregression	CodeCode Available	1
Dimensionality Reduction of Longitudinal 'Omics Data using Modern Tensor Factorization	Nov 28, 2021	Dimensionality ReductionFeature Engineering	CodeCode Available	1
The chemical space of terpenes: insights from data science and AI	Oct 27, 2021	ClusteringDimensionality Reduction	CodeCode Available	1
TLDR: Twin Learning for Dimensionality Reduction	Oct 18, 2021	Dimensionality ReductionRepresentation Learning	CodeCode Available	1
Nonnegative spatial factorization	Oct 12, 2021	Dimensionality ReductionGaussian Processes	CodeCode Available	1
Automatic Recognition of Abdominal Organs in Ultrasound Images based on Deep Neural Networks and K-Nearest-Neighbor Classification	Oct 9, 2021	ClassificationDimensionality Reduction	CodeCode Available	1
Learning Compact Representations of Neural Networks using DiscriminAtive Masking (DAM)	Oct 1, 2021	Dimensionality ReductionGraph Representation Learning	CodeCode Available	1
Multiscale modeling of inelastic materials with Thermodynamics-based Artificial Neural Networks (TANN)	Aug 30, 2021	Dimensionality Reduction	CodeCode Available	1
Clustering with UMAP: Why and How Connectivity Matters	Aug 12, 2021	ClusteringDimensionality Reduction	CodeCode Available	1
Discovering Distinctive "Semantics" in Super-Resolution Networks	Aug 1, 2021	Dimensionality ReductionImage Super-Resolution	CodeCode Available	1

Show:10 25 50

← PrevPage 12 of 331Next →

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