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 2301–2325 of 3304 papers

Title	Date	Tasks	Status	Hype
Simultaneous Spectral-Spatial Feature Selection and Extraction for Hyperspectral Images	Apr 8, 2019	Dimensionality Reductionfeature selection	—Unverified	0
Parametrization of stochastic inputs using generative adversarial networks with application in geology	Apr 7, 2019	Dimensionality Reductionparameter estimation	—Unverified	0
Is 'Unsupervised Learning' a Misconceived Term?	Apr 5, 2019	BIG-bench Machine LearningClustering	—Unverified	0
Online Convex Matrix Factorization with Representative Regions	Apr 4, 2019	Computational EfficiencyDictionary Learning	CodeCode Available	0
Building an Efficient Intrusion Detection System Based on Feature Selection and Ensemble Classifier	Apr 2, 2019	Anomaly DetectionDimensionality Reduction	—Unverified	0
Co-regularized Multi-view Sparse Reconstruction Embedding for Dimension Reduction	Apr 1, 2019	Dimensionality ReductionDocument Classification	—Unverified	0
Information Theoretic Feature Transformation Learning for Brain Interfaces	Mar 28, 2019	Brain Computer InterfaceDimensionality Reduction	—Unverified	0
Smoothing Nonlinear Variational Objectives with Sequential Monte Carlo	Mar 27, 2019	Dimensionality Reductionparameter estimation	—Unverified	0
Interactions between Representation Learning and Supervision	Mar 25, 2019	Continual LearningDimensionality Reduction	—Unverified	0
Gene Expression based Survival Prediction for Cancer Patients: A Topic Modeling Approach	Mar 25, 2019	Dimensionality ReductionSurvival Prediction	—Unverified	0
CUR Decompositions, Approximations, and Perturbations	Mar 22, 2019	Dimensionality Reduction	—Unverified	0
Aggregated Deep Local Features for Remote Sensing Image Retrieval	Mar 22, 2019	Dimensionality ReductionImage Retrieval	—Unverified	0
Latent Simplex Position Model: High Dimensional Multi-view Clustering with Uncertainty Quantification	Mar 21, 2019	ClusteringDimensionality Reduction	—Unverified	0
Individualized Multilayer Tensor Learning with An Application in Imaging Analysis	Mar 21, 2019	Dimensionality ReductionTensor Decomposition	—Unverified	0
Deep Feature Selection using a Teacher-Student Network	Mar 17, 2019	ClusteringDimensionality Reduction	CodeCode Available	0
On the Computation and Applications of Large Dense Partial Correlation Networks	Mar 17, 2019	Dimensionality ReductionModel Selection	—Unverified	0
Multi-Stage Fault Warning for Large Electric Grids Using Anomaly Detection and Machine Learning	Mar 15, 2019	Anomaly DetectionBIG-bench Machine Learning	—Unverified	0
DysLexML: Screening Tool for Dyslexia Using Machine Learning	Mar 14, 2019	BIG-bench Machine LearningDimensionality Reduction	—Unverified	0
Reducing the dimensionality of data using tempered distributions	Mar 12, 2019	Dimensionality Reduction	CodeCode Available	0
A Grid-based Method for Removing Overlaps of Dimensionality Reduction Scatterplot Layouts	Mar 8, 2019	Dimensionality Reduction	CodeCode Available	0
Learning the dynamics of technical trading strategies	Mar 6, 2019	Dimensionality ReductionTime Series	CodeCode Available	1
Deep Random Splines for Point Process Intensity Estimation of Neural Population Data	Mar 6, 2019	Dimensionality ReductionGaussian Processes	CodeCode Available	0
GraphVite: A High-Performance CPU-GPU Hybrid System for Node Embedding	Mar 2, 2019	CPUDimensionality Reduction	CodeCode Available	0
Efficient Contextual Representation Learning Without Softmax Layer	Feb 28, 2019	Dimensionality ReductionLanguage Modeling	—Unverified	0
Multi-Criteria Dimensionality Reduction with Applications to Fairness	Feb 28, 2019	Dimensionality ReductionFairness	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