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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 2301–2310 of 3304 papers

Title	Date	Tasks	Status	Hype
Deep Embedded SOM: Joint Representation Learning and Self-Organization	Apr 24, 2019	ClusteringDimensionality Reduction	CodeCode Available	0
A Robust Approach for Securing Audio Classification Against Adversarial Attacks	Apr 24, 2019	Audio ClassificationBIG-bench Machine Learning	—Unverified	0
Analysis and Visualization of Deep Neural Networks in Device-Free Wi-Fi Indoor Localization	Apr 23, 2019	Dimensionality ReductionIndoor Localization	—Unverified	0
Local Deep-Feature Alignment for Unsupervised Dimension Reduction	Apr 22, 2019	ClusteringData Visualization	—Unverified	0
SCANN: Synthesis of Compact and Accurate Neural Networks	Apr 19, 2019	Dimensionality ReductionNeural Network Compression	—Unverified	0
Privacy-Enhancing Context Authentication from Location-Sensitive Data	Apr 18, 2019	Dimensionality Reduction	—Unverified	0
Multi-stage Antenna Selection for Adaptive Beamforming in MIMO Arrays	Apr 18, 2019	Dimensionality Reduction	—Unverified	0
Fast Single Image Dehazing via Multilevel Wavelet Transform based Optimization	Apr 18, 2019	Computational EfficiencyDimensionality Reduction	CodeCode Available	0
Dimensionality Reduction of Complex Metastable Systems via Kernel Embeddings of Transition Manifolds	Apr 18, 2019	Dimensionality Reduction	CodeCode Available	0
Kernel methods for detecting coherent structures in dynamical data	Apr 16, 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