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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 2051–2060 of 3304 papers

Title	Date	Tasks	Status	Hype
Learned SVD: solving inverse problems via hybrid autoencoding	Dec 20, 2019	Dimensionality Reduction	—Unverified	0
Gaussian Process Latent Variable Model Factorization for Context-aware Recommender Systems	Dec 19, 2019	Dimensionality ReductionRecommendation Systems	CodeCode Available	0
Bounded Manifold Completion	Dec 19, 2019	Dimensionality ReductionImage Inpainting	—Unverified	0
Semi-Supervised Deep Learning Using Improved Unsupervised Discriminant Projection	Dec 19, 2019	ClassificationDeep Learning	—Unverified	0
Projection Pursuit with Applications to scRNA Sequencing Data	Dec 16, 2019	Dimensionality Reduction	—Unverified	0
MM Algorithms for Distance Covariance based Sufficient Dimension Reduction and Sufficient Variable Selection	Dec 13, 2019	Dimensionality ReductionVariable Selection	—Unverified	0
From deep learning to mechanistic understanding in neuroscience: the structure of retinal prediction	Dec 12, 2019	Dimensionality Reduction	CodeCode Available	0
Discriminative Dimension Reduction based on Mutual Information	Dec 11, 2019	ClassificationDimensionality Reduction	—Unverified	0
The Wasserstein-Fourier Distance for Stationary Time Series	Dec 11, 2019	Data AugmentationDimensionality Reduction	CodeCode Available	0
Performance Analysis of Deep Autoencoder and NCA Dimensionality Reduction Techniques with KNN, ENN and SVM Classifiers	Dec 11, 2019	ClassificationDimensionality Reduction	—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