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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 2701–2710 of 3304 papers

Title	Date	Tasks	Status	Hype
Dimensionality Reduction for Binary Data through the Projection of Natural Parameters	Oct 21, 2015	Dimensionality Reduction	CodeCode Available	0
Computer vision-based framework for extracting geological lineaments from optical remote sensing data	Oct 4, 2018	Dimensionality ReductionEdge Detection	CodeCode Available	0
Deep Adaptive Arbitrary Polynomial Chaos Expansion: A Mini-data-driven Semi-supervised Method for Uncertainty Quantification	Jul 22, 2021	Dimensionality ReductionUncertainty Quantification	CodeCode Available	0
Dimensionality Reduction using Similarity-induced Embeddings	Jun 18, 2017	Dimensionality ReductionSupervised dimensionality reduction	CodeCode Available	0
Benign Autoencoders	Oct 2, 2022	DecoderDimensionality Reduction	CodeCode Available	0
Validating Clustering Frameworks for Electric Load Demand Profiles	Feb 26, 2021	ClusteringDimensionality Reduction	CodeCode Available	0
Unifying Summary Statistic Selection for Approximate Bayesian Computation	Jun 6, 2022	Bayesian InferenceDimensionality Reduction	CodeCode Available	0
Computer-aided Interpretable Features for Leaf Image Classification	Jun 15, 2021	ClassificationDimensionality Reduction	CodeCode Available	0
Theano: A Python framework for fast computation of mathematical expressions	May 9, 2016	BIG-bench Machine LearningClustering	CodeCode Available	0
Bayesian Sparse Tucker Models for Dimension Reduction and Tensor Completion	May 10, 2015	Compressive SensingDimensionality Reduction	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