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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 2811–2820 of 3304 papers

Title	Date	Tasks	Status	Hype
SRP: Efficient class-aware embedding learning for large-scale data via supervised random projections	Nov 7, 2018	Dimensionality ReductionSupervised dimensionality reduction	CodeCode Available	0
A Mixture of Matrix Variate Bilinear Factor Analyzers	Dec 22, 2017	ClusteringDimensionality Reduction	CodeCode Available	0
The Impact of Element Ordering on LM Agent Performance	Sep 18, 2024	Dimensionality ReductionLanguage Modeling	CodeCode Available	0
Inference and Visualization of Community Structure in Attributed Hypergraphs Using Mixed-Membership Stochastic Block Models	Jan 1, 2024	AttributeDimensionality Reduction	CodeCode Available	0
Premise selection with neural networks and distributed representation of features	Jul 26, 2018	Binary ClassificationDimensionality Reduction	CodeCode Available	0
Scaling Gaussian Process Regression with Derivatives	Oct 29, 2018	Bayesian OptimizationDimensionality Reduction	CodeCode Available	0
Co-orchestration of Multiple Instruments to Uncover Structure-Property Relationships in Combinatorial Libraries	Feb 3, 2024	Bayesian OptimizationDimensionality Reduction	CodeCode Available	0
A distribution-dependent Mumford-Shah model for unsupervised hyperspectral image segmentation	Mar 28, 2022	DenoisingDimensionality Reduction	CodeCode Available	0
XNB: Explainable Class-Specific NaIve-Bayes Classifier	Nov 2, 2024	Density EstimationDimensionality Reduction	CodeCode Available	0
Preventing Model Collapse in Gaussian Process Latent Variable Models	Apr 2, 2024	Dimensionality ReductionImputation	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