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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 2341–2350 of 3304 papers

Title	Date	Tasks	Status	Hype
Multi-Criteria Dimensionality Reduction with Applications to Fairness	Feb 28, 2019	Dimensionality ReductionFairness	CodeCode Available	0
Efficient Contextual Representation Learning Without Softmax Layer	Feb 28, 2019	Dimensionality ReductionLanguage Modeling	—Unverified	0
High-dimensional Bayesian optimization using low-dimensional feature spaces	Feb 27, 2019	Bayesian OptimizationDimensionality Reduction	CodeCode Available	0
Ordinal Distance Metric Learning with MDS for Image Ranking	Feb 27, 2019	Dimensionality ReductionMetric Learning	—Unverified	0
A Review, Framework and R toolkit for Exploring, Evaluating, and Comparing Visualizations	Feb 22, 2019	Dimensionality Reduction	—Unverified	0
Deep Learning Multidimensional Projections	Feb 21, 2019	BIG-bench Machine LearningDeep Learning	—Unverified	0
Noisy multi-label semi-supervised dimensionality reduction	Feb 20, 2019	Dimensionality ReductionSupervised dimensionality reduction	—Unverified	0
Exploring Language Similarities with Dimensionality Reduction Technique	Feb 16, 2019	Dimensionality ReductionTranslation	CodeCode Available	0
Unsupervised shape and motion analysis of 3822 cardiac 4D MRIs of UK Biobank	Feb 15, 2019	ClusteringDimensionality Reduction	—Unverified	0
Deep learning approach based on dimensionality reduction for designing electromagnetic nanostructures	Feb 11, 2019	Dimensionality 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