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 671–680 of 3304 papers

Title	Date	Tasks	Status	Hype	Score
Conditional Latent Block Model: a Multivariate Time Series Clustering Approach for Autonomous Driving Validation	Aug 3, 2020	Autonomous DrivingClustering	CodeCode Available	0	5
Dimension Reduction with Prior Information for Knowledge Discovery	Nov 26, 2021	Dimensionality Reduction	CodeCode Available	0	5
A parametric framework for kernel-based dynamic mode decomposition using deep learning	Sep 25, 2024	Computational EfficiencyDimensionality Reduction	CodeCode Available	0	5
Integrative Factorization of Bidimensionally Linked Matrices	Jun 9, 2019	Dimensionality ReductionMissing Values	CodeCode Available	0	5
A Perturbation-Based Kernel Approximation Framework	Sep 7, 2020	Dimensionality Reduction	CodeCode Available	0	5
Interpetable Target-Feature Aggregation for Multi-Task Learning based on Bias-Variance Analysis	Jun 12, 2024	ClusteringDimensionality Reduction	CodeCode Available	0	5
Constraint matrix factorization for space variant PSFs field restoration	Aug 29, 2016	Dimensionality ReductionSuper-Resolution	CodeCode Available	0	5
Interpretable dimensionality reduction using weighted linear transformation	Mar 26, 2025	Dimensionality Reduction	CodeCode Available	0	5
Dimensionality reduction, regularization, and generalization in overparameterized regressions	Nov 23, 2020	Data PoisoningDimensionality Reduction	CodeCode Available	0	5
Divergence Regulated Encoder Network for Joint Dimensionality Reduction and Classification	Dec 31, 2020	ClassificationDimensionality Reduction	CodeCode Available	0	5

Show:10 25 50

← PrevPage 68 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