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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 221–230 of 3304 papers

Title	Date	Tasks	Status	Hype	Score
Targeted Visualization of the Backbone of Encoder LLMs	Mar 26, 2024	Dimensionality Reductionimage-classification	CodeCode Available	1	5
Tensor Canonical Correlation Analysis for Multi-view Dimension Reduction	Feb 9, 2015	Dimensionality ReductionMULTI-VIEW LEARNING	CodeCode Available	1	5
Deep Learning for Reduced Order Modelling and Efficient Temporal Evolution of Fluid Simulations	Jul 9, 2021	Dimensionality Reduction	CodeCode Available	1	5
Deep Learning for Functional Data Analysis with Adaptive Basis Layers	Jun 19, 2021	Deep LearningDimensionality Reduction	CodeCode Available	1	5
Deep Learning of Individual Aesthetics	Sep 24, 2020	Deep LearningDimensionality Reduction	CodeCode Available	1	5
Deep reconstruction of strange attractors from time series	Feb 14, 2020	Dimensionality ReductionTime Series	CodeCode Available	1	5
ParaDime: A Framework for Parametric Dimensionality Reduction	Oct 10, 2022	Dimensionality Reduction	CodeCode Available	1	5
Trajectories, bifurcations and pseudotime in large clinical datasets: applications to myocardial infarction and diabetes data	Jul 7, 2020	ClusteringData Visualization	CodeCode Available	1	5
A distribution-dependent Mumford-Shah model for unsupervised hyperspectral image segmentation	Mar 28, 2022	DenoisingDimensionality Reduction	CodeCode Available	0	5
DiffRed: Dimensionality Reduction guided by stable rank	Mar 9, 2024	Data SummarizationData Visualization	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