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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 1811–1820 of 3304 papers

Title	Date	Tasks	Status	Hype
Challenging Euclidean Topological Autoencoders	Oct 10, 2020	Dimensionality Reduction	CodeCode Available	0
Causal Feature Selection with Dimension Reduction for Interpretable Text Classification	Oct 9, 2020	Causal InferenceClassification	—Unverified	0
Explanation and Use of Uncertainty Quantified by Bayesian Neural Network Classifiers for Breast Histopathology Images	Oct 7, 2020	Dimensionality ReductionGeneral Classification	—Unverified	0
Invertible Manifold Learning for Dimension Reduction	Oct 7, 2020	Dimensionality Reduction	CodeCode Available	0
Less is more: Faster and better music version identification with embedding distillation	Oct 7, 2020	Dimensionality ReductionRetrieval	CodeCode Available	1
Combination of digital signal processing and assembled predictive models facilitates the rational design of proteins	Oct 7, 2020	ClusteringDimensionality Reduction	—Unverified	0
Optimal High-order Tensor SVD via Tensor-Train Orthogonal Iteration	Oct 6, 2020	Dimensionality ReductionVocal Bursts Intensity Prediction	CodeCode Available	0
Parameter Optimization using high-dimensional Bayesian Optimization	Oct 5, 2020	Bayesian OptimizationDimensionality Reduction	—Unverified	0
Factorized Discriminant Analysis for Genetic Signatures of Neuronal Phenotypes	Oct 5, 2020	Dimensionality ReductionRepresentation Learning	CodeCode Available	0
Algorithms for Nonnegative Matrix Factorization with the Kullback-Leibler Divergence	Oct 5, 2020	Dimensionality Reduction	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