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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 3151–3160 of 3304 papers

Title	Date	Tasks	Status	Hype
Small Sample Hyperspectral Image Classification Based on the Random Patches Network and Recursive Filtering	Feb 23, 2023	ClassificationDimensionality Reduction	CodeCode Available	0
Dimensionality Reduction and Nearest Neighbors for Improving Out-of-Distribution Detection in Medical Image Segmentation	Aug 5, 2024	Dimensionality ReductionImage Segmentation	CodeCode Available	0
Adaptive Mixtures of Factor Analyzers	Jul 10, 2015	ClusteringDimensionality Reduction	CodeCode Available	0
[Re] Explaining Groups of Points in Low-Dimensional Representations	Jan 31, 2021	Dimensionality ReductionInterpretable Machine Learning	CodeCode Available	0
Gaussian Process Latent Variable Model Factorization for Context-aware Recommender Systems	Dec 19, 2019	Dimensionality ReductionRecommendation Systems	CodeCode Available	0
Refusal Behavior in Large Language Models: A Nonlinear Perspective	Jan 14, 2025	Dimensionality Reduction	CodeCode Available	0
Curvature Augmented Manifold Embedding and Learning	Mar 21, 2024	Data VisualizationDimensionality Reduction	CodeCode Available	0
Branching embedding: A heuristic dimensionality reduction algorithm based on hierarchical clustering	May 6, 2018	ClusteringDimensionality Reduction	CodeCode Available	0
Regional Expected Improvement for Efficient Trust Region Selection in High-Dimensional Bayesian Optimization	Dec 16, 2024	Bayesian OptimizationDimensionality Reduction	CodeCode Available	0
VERA: Generating Visual Explanations of Two-Dimensional Embeddings via Region Annotation	Jun 7, 2024	Dimensionality Reduction	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