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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 2941–2950 of 3304 papers

Title	Date	Tasks	Status	Hype
Approximate Bayesian Computation with Domain Expert in the Loop	Jan 28, 2022	Active LearningDimensionality Reduction	CodeCode Available	0
Kernel Feature Selection via Conditional Covariance Minimization	Jul 4, 2017	Dimensionality Reductionfeature selection	CodeCode Available	0
Evaluating Meta-Feature Selection for the Algorithm Recommendation Problem	Jun 7, 2021	Dimensionality Reductionfeature selection	CodeCode Available	0
Deep Kernel Principal Component Analysis for Multi-level Feature Learning	Feb 22, 2023	Dimensionality Reduction	CodeCode Available	0
Classes are not Clusters: Improving Label-based Evaluation of Dimensionality Reduction	Aug 1, 2023	Dimensionality Reduction	CodeCode Available	0
Neural Dynamics Discovery via Gaussian Process Recurrent Neural Networks	Jul 1, 2019	Dimensionality ReductionTime Series Analysis	CodeCode Available	0
Layered Models can "Automatically" Regularize and Discover Low-Dimensional Structures via Feature Learning	Oct 18, 2023	Dimensionality Reductionregression	CodeCode Available	0
Auto-NAHL: A Neural Network Approach for Condition-Based Maintenance of Complex Industrial Systems	Nov 15, 2021	Dimensionality Reduction	CodeCode Available	0
Semi-Supervised Graph Learning Meets Dimensionality Reduction	Mar 23, 2022	ClusteringDimensionality Reduction	CodeCode Available	0
Pseudocell Tracer—A method for inferring dynamic trajectories using scRNAseq and its application to B cells undergoing immunoglobulin class switch recombination	May 3, 2021	Dimensionality ReductionGenerative Adversarial Network	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