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Dimensionality Reduction

Dimensionality reduction is the task of reducing the dimensionality of a dataset.

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Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 271–280 of 3304 papers

Title	Date	Tasks	Status	Hype	Score
Distributionally Robust Optimization with Markovian Data	Jun 12, 2021	Dimensionality Reduction	CodeCode Available	0	5
Efficient Solution of Portfolio Optimization Problems via Dimension Reduction and Sparsification	Jun 22, 2023	Dimensionality ReductionPortfolio Optimization	CodeCode Available	0	5
Differentiable VQ-VAE's for Robust White Matter Streamline Encodings	Nov 10, 2023	Dimensionality Reduction	CodeCode Available	0	5
A Mixture of Matrix Variate Bilinear Factor Analyzers	Dec 22, 2017	ClusteringDimensionality Reduction	CodeCode Available	0	5
DiffRed: Dimensionality Reduction guided by stable rank	Mar 9, 2024	Data SummarizationData Visualization	CodeCode Available	0	5
A metric on directed graphs and Markov chains based on hitting probabilities	Jun 25, 2020	Dimensionality ReductionLink Prediction	CodeCode Available	0	5
A method to integrate and classify normal distributions	Dec 23, 2020	Dimensionality Reduction	CodeCode Available	0	5
A DEEP ADVERSARIAL LEARNING METHODOLOGY FOR DESIGNING MICROSTRUCTURAL MATERIAL SYSTEMS	Aug 26, 2018	Bayesian OptimizationDimensionality Reduction	CodeCode Available	0	5
Dimensionality Collapse: Optimal Measurement Selection for Low-Error Infinite-Horizon Forecasting	Mar 27, 2023	Dimensionality ReductionState Estimation	CodeCode Available	0	5
Detecting covariate drift in text data using document embeddings and dimensionality reduction	Sep 17, 2023	ClassificationDimensionality Reduction	CodeCode Available	0	5

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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