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 2451–2475 of 3304 papers

Title	Date	Tasks	Status	Hype
Learning Optimal Deep Projection of ^18F-FDG PET Imaging for Early Differential Diagnosis of Parkinsonian Syndromes	Oct 11, 2018	DiagnosticDimensionality Reduction	—Unverified	0
Real time expert system for anomaly detection of aerators based on computer vision technology and existing surveillance cameras	Oct 9, 2018	Anomaly DetectionCultural Vocal Bursts Intensity Prediction	—Unverified	0
Trace Quotient with Sparsity Priors for Learning Low Dimensional Image Representations	Oct 8, 2018	Data VisualizationDimensionality Reduction	—Unverified	0
Hartley Spectral Pooling for Deep Learning	Oct 7, 2018	Deep LearningDimensionality Reduction	CodeCode Available	1
Network Distance Based on Laplacian Flows on Graphs	Oct 5, 2018	ClusteringDimensionality Reduction	—Unverified	0
Computer vision-based framework for extracting geological lineaments from optical remote sensing data	Oct 4, 2018	Dimensionality ReductionEdge Detection	CodeCode Available	0
CoverBLIP: accelerated and scalable iterative matched-filtering for Magnetic Resonance Fingerprint reconstruction	Oct 3, 2018	Dimensionality ReductionQuantitative MRI	CodeCode Available	0
Capturing Regional Variation with Distributed Place Representations and Geographic Retrofitting	Oct 1, 2018	ClusteringDimensionality Reduction	—Unverified	0
Quantifying Context Overlap for Training Word Embeddings	Oct 1, 2018	Dimensionality ReductionLanguage Modeling	—Unverified	0
Dynamic Sparse Graph for Efficient Deep Learning	Oct 1, 2018	Deep LearningDimensionality Reduction	—Unverified	0
Modeling Dynamics of Biological Systems with Deep Generative Neural Networks	Sep 27, 2018	Dimensionality Reduction	—Unverified	0
Graph Laplacian Regularized Graph Convolutional Networks for Semi-supervised Learning	Sep 26, 2018	ClassificationDimensionality Reduction	CodeCode Available	0
Graph filtering for data reduction and reconstruction	Sep 25, 2018	Dimensionality Reduction	—Unverified	0
A convex formulation for high-dimensional sparse sliced inverse regression	Sep 17, 2018	Dimensionality Reductionregression	—Unverified	0
ManifoldNet: A Deep Network Framework for Manifold-valued Data	Sep 11, 2018	Dimensionality Reduction	CodeCode Available	1
Visualization of High-dimensional Scalar Functions Using Principal Parameterizations	Sep 11, 2018	Dimensionality ReductionSensitivity	CodeCode Available	0
Distance preserving model order reduction of graph-Laplacians and cluster analysis	Sep 9, 2018	ClusteringDimensionality Reduction	—Unverified	0
Randomized Iterative Algorithms for Fisher Discriminant Analysis	Sep 9, 2018	Dimensionality Reduction	—Unverified	0
Mixtures of Skewed Matrix Variate Bilinear Factor Analyzers	Sep 7, 2018	ClusteringDimensionality Reduction	CodeCode Available	0
Optimal Sparse Singular Value Decomposition for High-dimensional High-order Data	Sep 6, 2018	Dimensionality ReductionVocal Bursts Intensity Prediction	—Unverified	0
A note on concentration inequality for vector-valued martingales with weak exponential-type tails	Sep 6, 2018	Dimensionality ReductionLEMMA	—Unverified	0
Geometry of Deep Learning for Magnetic Resonance Fingerprinting	Sep 5, 2018	Deep LearningDimensionality Reduction	—Unverified	0
NEU: A Meta-Algorithm for Universal UAP-Invariant Feature Representation	Aug 31, 2018	Dimensionality ReductionMeta-Learning	—Unverified	0
Open Source Dataset and Machine Learning Techniques for Automatic Recognition of Historical Graffiti	Aug 31, 2018	BIG-bench Machine LearningData Augmentation	—Unverified	0
A novel extension of Generalized Low-Rank Approximation of Matrices based on multiple-pairs of transformations	Aug 31, 2018	Dimensionality Reduction	—Unverified	0

Show:10 25 50

← PrevPage 99 of 133Next →

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