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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 601–610 of 3304 papers

Title	Date	Tasks	Status	Hype	Score
Efficient Online Learning of Optimal Rankings: Dimensionality Reduction via Gradient Descent	Nov 5, 2020	Dimensionality Reduction	CodeCode Available	0	5
Efficient Outlier Removal in Large Scale Global Structure-from-Motion	Aug 9, 2018	Dimensionality Reduction	CodeCode Available	0	5
A Computational Topology-based Spatiotemporal Analysis Technique for Honeybee Aggregation	Jul 19, 2023	Change Point DetectionDimensionality Reduction	CodeCode Available	0	5
Cluster Exploration using Informative Manifold Projections	Sep 26, 2023	Dimensionality Reduction	CodeCode Available	0	5
ClusterGraph: a new tool for visualization and compression of multidimensional data	Nov 8, 2024	ClusteringDimensionality Reduction	CodeCode Available	0	5
Empirical Evaluation of Pre-trained Transformers for Human-Level NLP: The Role of Sample Size and Dimensionality	May 7, 2021	Dimensionality Reduction	CodeCode Available	0	5
Hidden Convexity of Fair PCA and Fast Solver via Eigenvalue Optimization	Mar 1, 2025	Dimensionality ReductionFairness	CodeCode Available	0	5
Enhancing Affinity Propagation for Improved Public Sentiment Insights	Oct 12, 2024	ClusteringDimensionality Reduction	CodeCode Available	0	5
Clustering Noisy Signals with Structured Sparsity Using Time-Frequency Representation	Oct 18, 2015	ClusteringDimensionality Reduction	CodeCode Available	0	5
Demixed principal component analysis of population activity in higher cortical areas reveals independent representation of task parameters	Oct 22, 2014	Decision MakingDimensionality Reduction	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