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Dimensionality Reduction

Dimensionality reduction is the task of reducing the dimensionality of a dataset.

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Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1001–1010 of 3304 papers

Title	Date	Tasks	Status	Hype
A Functional approach for Two Way Dimension Reduction in Time Series	Jan 1, 2023	DecoderDimensionality Reduction	—Unverified	0
Causal Deep Learning	Jan 1, 2023	Causal InferenceDeep Learning	—Unverified	0
Quantum Machine Learning Applied to the Classification of Diabetes	Dec 31, 2022	ClassificationDimensionality Reduction	—Unverified	0
Non-intrusive surrogate modelling using sparse random features with applications in crashworthiness analysis	Dec 30, 2022	Dimensionality ReductionSupervised dimensionality reduction	—Unverified	0
Learning 3D Human Pose Estimation from Dozens of Datasets using a Geometry-Aware Autoencoder to Bridge Between Skeleton Formats	Dec 29, 2022	3D Human Pose EstimationDimensionality Reduction	CodeCode Available	2
Theoretical Guarantees for Sparse Principal Component Analysis based on the Elastic Net	Dec 29, 2022	Dimensionality Reduction	—Unverified	0
Topological Data Analysis of Spatial Patterning in Heterogeneous Cell Populations: Clustering and Sorting with Varying Cell-Cell Adhesion	Dec 28, 2022	ClassificationDimensionality Reduction	—Unverified	0
ProgNet: A Transferable Deep Network for Aircraft Engine Damage Propagation Prognosis under Real Flight Conditions	Dec 23, 2022	DenoisingDimensionality Reduction	CodeCode Available	0
Hybrid Quantum-Classical Generative Adversarial Network for High Resolution Image Generation	Dec 22, 2022	Dimensionality ReductionGenerative Adversarial Network	CodeCode Available	1
Quantifying Extrinsic Curvature in Neural Manifolds	Dec 20, 2022	Dimensionality ReductionTopological Data Analysis	CodeCode Available	1

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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