SOTAVerified|Agents Browse Leaderboard About Blog

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 3261–3270 of 3304 papers

Title	Date	Tasks	Status	Hype
Rigid Transformations for Stabilized Lower Dimensional Space to Support Subsurface Uncertainty Quantification and Interpretation	Aug 16, 2023	Dimensionality ReductionUncertainty Quantification	CodeCode Available	0
PAC-Bayesian Generalization Bounds for Adversarial Generative Models	Feb 17, 2023	Dimensionality ReductionGeneralization Bounds	CodeCode Available	0
Control of ecological outcomes through deliberate parameter changes in a model of the gut microbiome	Dec 7, 2019	Dimensionality Reduction	CodeCode Available	0
M-ar-K-Fast Independent Component Analysis	Aug 17, 2021	Computational EfficiencyDimensionality Reduction	CodeCode Available	0
PAGE: Parametric Generative Explainer for Graph Neural Network	Aug 26, 2024	DecoderDimensionality Reduction	CodeCode Available	0
Augmentation Component Analysis: Modeling Similarity via the Augmentation Overlaps	Jun 1, 2022	Contrastive LearningDimensionality Reduction	CodeCode Available	0
BinGAN: Learning Compact Binary Descriptors with a Regularized GAN	Jun 18, 2018	Dimensionality ReductionRetrieval	CodeCode Available	0
Uncertainty-Aware Principal Component Analysis	May 3, 2019	Dimensionality Reduction	CodeCode Available	0
A Survey on Multi-Task Learning	Jul 25, 2017	Active LearningClustering	CodeCode Available	0
Weighted Sparse Partial Least Squares for Joint Sample and Feature Selection	Aug 13, 2023	Dimensionality Reductionfeature selection	CodeCode Available	0

Show:10 25 50

← PrevPage 327 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