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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 2441–2450 of 3304 papers

Title	Date	Tasks	Status	Hype
Unsupervised representation learning using convolutional and stacked auto-encoders: a domain and cross-domain feature space analysis	Nov 1, 2018	Dimensionality ReductionRepresentation Learning	—Unverified	0
The Price of Fair PCA: One Extra Dimension	Oct 31, 2018	Dimensionality Reduction	CodeCode Available	0
Dimensionality Reduction has Quantifiable Imperfections: Two Geometric Bounds	Oct 31, 2018	Dimensionality ReductionInformation Retrieval	—Unverified	0
Unsupervised Dimension Selection using a Blue Noise Spectrum	Oct 31, 2018	Dimensionality Reduction	—Unverified	0
Non-linear Canonical Correlation Analysis: A Compressed Representation Approach	Oct 31, 2018	Dimensionality ReductionQuantization	—Unverified	0
Contrastive Multivariate Singular Spectrum Analysis	Oct 31, 2018	ClusteringDimensionality Reduction	—Unverified	0
Alternating Diffusion Map Based Fusion of Multimodal Brain Connectivity Networks for IQ Prediction	Oct 30, 2018	Dimensionality ReductionFunctional Connectivity	—Unverified	0
A Closer Look at Deep Learning Heuristics: Learning rate restarts, Warmup and Distillation	Oct 29, 2018	Dimensionality ReductionKnowledge Distillation	—Unverified	0
Scaling Gaussian Process Regression with Derivatives	Oct 29, 2018	Bayesian OptimizationDimensionality Reduction	CodeCode Available	0
Failing Loudly: An Empirical Study of Methods for Detecting Dataset Shift	Oct 29, 2018	Dimensionality ReductionTwo-sample testing	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