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 31–40 of 3304 papers

Title	Date	Tasks	Status	Hype	Score
Bayesian Optimization of Sampling Densities in MRI	Sep 15, 2022	Bayesian OptimizationDimensionality Reduction	CodeCode Available	1	5
BIKED: A Dataset for Computational Bicycle Design with Machine Learning Benchmarks	Mar 10, 2021	BIG-bench Machine LearningDesign Synthesis	CodeCode Available	1	5
catch22: CAnonical Time-series CHaracteristics	Jan 29, 2019	ClassificationClustering	CodeCode Available	1	5
Effective Sample Size, Dimensionality, and Generalization in Covariate Shift Adaptation	Oct 2, 2020	Dimensionality ReductionDomain Adaptation	CodeCode Available	1	5
Autoencoding with a Classifier System	Oct 23, 2019	DecoderDimensionality Reduction	CodeCode Available	1	5
Algorithmic Stability and Generalization of an Unsupervised Feature Selection Algorithm	Oct 19, 2020	Decision MakingDimensionality Reduction	CodeCode Available	1	5
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	5
AUCO ResNet: an end-to-end network for Covid-19 pre-screening from cough and breath	Mar 15, 2022	8kAudio Classification	CodeCode Available	1	5
ActUp: Analyzing and Consolidating tSNE and UMAP	May 12, 2023	Dimensionality Reduction	CodeCode Available	1	5
A tutorial on generalized eigendecomposition for denoising, contrast enhancement, and dimension reduction in multichannel electrophysiology	Apr 26, 2021	DenoisingDimensionality Reduction	CodeCode Available	1	5

Show:10 25 50

← PrevPage 4 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