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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 2691–2700 of 3304 papers

Title	Date	Tasks	Status	Hype
Dimensionality Reduction for Improving Out-of-Distribution Detection in Medical Image Segmentation	Aug 7, 2023	Dimensionality ReductionImage Segmentation	CodeCode Available	0
"Why Here and Not There?" -- Diverse Contrasting Explanations of Dimensionality Reduction	Jun 15, 2022	Data VisualizationDimensionality Reduction	CodeCode Available	0
A Fully Bayesian Gradient-Free Supervised Dimension Reduction Method using Gaussian Processes	Aug 8, 2020	Dimensionality ReductionGaussian Processes	CodeCode Available	0
Dimensionality reduction of neuronal degeneracy reveals two interfering physiological mechanisms	May 3, 2024	Dimensionality Reduction	CodeCode Available	0
Robust PCA via Outlier Pursuit	Oct 20, 2010	Collaborative FilteringDimensionality Reduction	CodeCode Available	0
Bidirectional deep-readout echo state networks	Nov 17, 2017	ClassificationDimensionality Reduction	CodeCode Available	0
Dimensionality reduction, regularization, and generalization in overparameterized regressions	Nov 23, 2020	Data PoisoningDimensionality Reduction	CodeCode Available	0
Microstructure Representation and Reconstruction of Heterogeneous Materials via Deep Belief Network for Computational Material Design	Dec 22, 2016	Dimensionality Reduction	CodeCode Available	0
Towards Exploratory Landscape Analysis for Large-scale Optimization: A Dimensionality Reduction Framework	Apr 21, 2021	Dimensionality Reduction	CodeCode Available	0
Unsupervised machine learning framework for discriminating major variants of concern during COVID-19	Aug 1, 2022	BIG-bench Machine LearningClustering	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