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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 371–380 of 3304 papers

Title	Date	Tasks	Status	Hype	Score
A journey in ESN and LSTM visualisations on a language task	Dec 3, 2020	Dimensionality ReductionSentence	CodeCode Available	0	5
ADAGIO: Fast Data-aware Near-Isometric Linear Embeddings	Sep 17, 2016	Computational EfficiencyDimensionality Reduction	CodeCode Available	0	5
Dimensionality Reduction of Complex Metastable Systems via Kernel Embeddings of Transition Manifolds	Apr 18, 2019	Dimensionality Reduction	CodeCode Available	0	5
Effective Dimensionality Reduction for Word Embeddings	Aug 1, 2019	Dimensionality ReductionWord Embeddings	CodeCode Available	0	5
A Quotient Space Formulation for Generative Statistical Analysis of Graphical Data	Sep 30, 2019	Dimensionality Reduction	CodeCode Available	0	5
Accelerated Stochastic Power Iteration	Jul 10, 2017	Dimensionality Reduction	CodeCode Available	0	5
Demixed principal component analysis of population activity in higher cortical areas reveals independent representation of task parameters	Oct 22, 2014	Decision MakingDimensionality Reduction	CodeCode Available	0	5
Efficient Multidimensional Functional Data Analysis Using Marginal Product Basis Systems	Jul 30, 2021	Dimensionality ReductionTensor Decomposition	CodeCode Available	0	5
Manifold Coordinates with Physical Meaning	Nov 29, 2018	Dimensionality Reduction	CodeCode Available	0	5
A Perturbation-Based Kernel Approximation Framework	Sep 7, 2020	Dimensionality Reduction	CodeCode Available	0	5

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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