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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 2951–2960 of 3304 papers

Title	Date	Tasks	Status	Hype
Kernel Principal Component Analysis and its Applications in Face Recognition and Active Shape Models	Jul 15, 2012	Dimensionality ReductionFace Recognition	CodeCode Available	0
Neural Networks Perform Sufficient Dimension Reduction	Dec 26, 2024	Dimensionality Reduction	CodeCode Available	0
The Price of Fair PCA: One Extra Dimension	Oct 31, 2018	Dimensionality Reduction	CodeCode Available	0
DeepHYDRA: Resource-Efficient Time-Series Anomaly Detection in Dynamically-Configured Systems	May 13, 2024	Anomaly DetectionDimensionality Reduction	CodeCode Available	0
Stochastic Neighbor Embedding with Gaussian and Student-t Distributions: Tutorial and Survey	Sep 22, 2020	Dimensionality Reduction	CodeCode Available	0
Exact and Approximation Algorithms for Sparse PCA	Aug 28, 2020	Dimensionality Reductionfeature selection	CodeCode Available	0
NeuroDAVIS: A neural network model for data visualization	Apr 1, 2023	Data VisualizationDimensionality Reduction	CodeCode Available	0
NeuroMapper: In-browser Visualizer for Neural Network Training	Oct 22, 2022	Dimensionality Reduction	CodeCode Available	0
A Large-Scale Sensitivity Analysis on Latent Embeddings and Dimensionality Reductions for Text Spatializations	Jul 25, 2024	DescriptiveDimensionality Reduction	CodeCode Available	0
Knowledge Base Index Compression via Dimensionality and Precision Reduction	Apr 6, 2022	Dimensionality ReductionQuestion Answering	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