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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 911–920 of 3304 papers

Title	Date	Tasks	Status	Hype
Gradient-Free Textual Inversion	Apr 12, 2023	Computational EfficiencyCPU	—Unverified	0
Selecting Robust Features for Machine Learning Applications using Multidata Causal Discovery	Apr 11, 2023	Causal DiscoveryDimensionality Reduction	CodeCode Available	0
Deep-learning based measurement of planetary radial velocities in the presence of stellar variability	Apr 10, 2023	Dimensionality Reduction	—Unverified	0
SELFormer: Molecular Representation Learning via SELFIES Language Models	Apr 10, 2023	Dimensionality ReductionDrug Discovery	CodeCode Available	1
OFTER: An Online Pipeline for Time Series Forecasting	Apr 8, 2023	Dimensionality ReductionTime Series	—Unverified	0
Multi-Linear Kernel Regression and Imputation in Data Manifolds	Apr 6, 2023	Dimensionality ReductionImputation	—Unverified	0
OutCenTR: A novel semi-supervised framework for predicting exploits of vulnerabilities in high-dimensional datasets	Apr 3, 2023	Dimensionality ReductionOutlier Detection	—Unverified	0
NeuroDAVIS: A neural network model for data visualization	Apr 1, 2023	Data VisualizationDimensionality Reduction	CodeCode Available	0
Maximum Covariance Unfolding Regression: A Novel Covariate-based Manifold Learning Approach for Point Cloud Data	Mar 31, 2023	Dimensionality Reductionregression	—Unverified	0
A Second-Order Majorant Algorithm for Nonnegative Matrix Factorization	Mar 31, 2023	Dimensionality ReductionRepresentation Learning	—Unverified	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