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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 1381–1390 of 3304 papers

Title	Date	Tasks	Status	Hype
A dynamical systems based framework for dimension reduction	Apr 18, 2022	Dimensionality ReductionEquation Discovery	—Unverified	0
Wassmap: Wasserstein Isometric Mapping for Image Manifold Learning	Apr 13, 2022	Dimensionality Reduction	CodeCode Available	0
Assessment of convolutional recurrent autoencoder network for learning wave propagation	Apr 12, 2022	Decision MakingDimensionality Reduction	—Unverified	0
RMFGP: Rotated Multi-fidelity Gaussian process with Dimension Reduction for High-dimensional Uncertainty Quantification	Apr 11, 2022	Active LearningDimensionality Reduction	—Unverified	0
T- Hop: Tensor representation of paths in graph convolutional networks	Apr 11, 2022	Dimensionality Reduction	—Unverified	0
Weight Matrix Dimensionality Reduction in Deep Learning via Kronecker Multi-layer Architectures	Apr 8, 2022	Deep LearningDimensionality Reduction	CodeCode Available	0
MultiAuto-DeepONet: A Multi-resolution Autoencoder DeepONet for Nonlinear Dimension Reduction, Uncertainty Quantification and Operator Learning of Forward and Inverse Stochastic Problems	Apr 7, 2022	DecoderDimensionality Reduction	—Unverified	0
Covariance matrix preparation for quantum principal component analysis	Apr 7, 2022	Dimensionality Reduction	—Unverified	0
Knowledge Base Index Compression via Dimensionality and Precision Reduction	Apr 6, 2022	Dimensionality ReductionQuestion Answering	CodeCode Available	0
An efficient real-time target tracking algorithm using adaptive feature fusion	Apr 5, 2022	Dimensionality Reduction	—Unverified	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