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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 3221–3230 of 3304 papers

Title	Date	Tasks	Status	Hype
Convex Formulations for Fair Principal Component Analysis	Feb 11, 2018	ClusteringDimensionality Reduction	CodeCode Available	0
Graph Convolutional Networks Meet with High Dimensionality Reduction	Nov 7, 2019	BenchmarkingDimensionality Reduction	CodeCode Available	0
UCSL : A Machine Learning Expectation-Maximization framework for Unsupervised Clustering driven by Supervised Learning	Jul 5, 2021	Binary ClassificationClustering	CodeCode Available	0
DC4L: Distribution Shift Recovery via Data-Driven Control for Deep Learning Models	Feb 20, 2023	Data AugmentationDimensionality Reduction	CodeCode Available	0
Graph Laplacian Regularized Graph Convolutional Networks for Semi-supervised Learning	Sep 26, 2018	ClassificationDimensionality Reduction	CodeCode Available	0
Machine learning discovery of new phases in programmable quantum simulator snapshots	Dec 20, 2021	BIG-bench Machine LearningDimensionality Reduction	CodeCode Available	0
Topologically Regularized Data Embeddings	Jan 9, 2023	Computational EfficiencyDimensionality Reduction	CodeCode Available	0
Analyzing Dynamical Brain Functional Connectivity As Trajectories on Space of Covariance Matrices	Apr 10, 2019	ClusteringDimensionality Reduction	CodeCode Available	0
Hidden Convexity of Fair PCA and Fast Solver via Eigenvalue Optimization	Mar 1, 2025	Dimensionality ReductionFairness	CodeCode Available	0
Active Learning for Manifold Gaussian Process Regression	Jun 26, 2025	Active LearningDimensionality 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