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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 1241–1250 of 3304 papers

Title	Date	Tasks	Status	Hype
Exploring Dimensionality Reduction Techniques in Multilingual Transformers	Apr 18, 2022	Dimensionality Reductionfeature selection	—Unverified	0
A dynamical systems based framework for dimension reduction	Apr 18, 2022	Dimensionality ReductionEquation Discovery	—Unverified	0
Diagnosing and Fixing Manifold Overfitting in Deep Generative Models	Apr 14, 2022	Density EstimationDimensionality Reduction	CodeCode Available	1
Wassmap: Wasserstein Isometric Mapping for Image Manifold Learning	Apr 13, 2022	Dimensionality Reduction	CodeCode Available	0
DMCNet: Diversified Model Combination Network for Understanding Engagement from Video Screengrabs	Apr 13, 2022	Dimensionality Reduction	CodeCode Available	1
Assessment of convolutional recurrent autoencoder network for learning wave propagation	Apr 12, 2022	Decision MakingDimensionality Reduction	—Unverified	0
T- Hop: Tensor representation of paths in graph convolutional networks	Apr 11, 2022	Dimensionality 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
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

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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