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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 211–220 of 3304 papers

Title	Date	Tasks	Status	Hype
Effective Sample Size, Dimensionality, and Generalization in Covariate Shift Adaptation	Oct 2, 2020	Dimensionality ReductionDomain Adaptation	CodeCode Available	1
Reduced operator inference for nonlinear partial differential equations	Jan 29, 2021	BIG-bench Machine LearningDimensionality Reduction	CodeCode Available	1
Remote sensing framework for geological mapping via stacked autoencoders and clustering	Apr 2, 2024	ClusteringDimensionality Reduction	CodeCode Available	1
Renormalized Mutual Information for Artificial Scientific Discovery	May 4, 2020	Dimensionality Reductionscientific discovery	CodeCode Available	1
DQ-LoRe: Dual Queries with Low Rank Approximation Re-ranking for In-Context Learning	Oct 4, 2023	Dimensionality ReductionIn-Context Learning	CodeCode Available	1
A Memory Efficient Baseline for Open Domain Question Answering	Dec 30, 2020	Dimensionality ReductionOpen-Domain Question Answering	CodeCode Available	1
R-PointHop: A Green, Accurate, and Unsupervised Point Cloud Registration Method	Mar 15, 2021	AttributeDimensionality Reduction	CodeCode Available	1
Scalable semi-supervised dimensionality reduction with GPU-accelerated EmbedSOM	Jan 3, 2022	Data VisualizationDimensionality Reduction	CodeCode Available	1
Sign Bits Are All You Need for Black-Box Attacks	May 1, 2020	Adversarial AttackAll	CodeCode Available	1
Linear Recursive Feature Machines provably recover low-rank matrices	Jan 9, 2024	Dimensionality ReductionLow-Rank Matrix Completion	CodeCode Available	1

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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