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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 2021–2030 of 3304 papers

Title	Date	Tasks	Status	Hype
Understanding Aesthetic Evaluation using Deep Learning	Apr 15, 2020	Deep LearningDimensionality Reduction	—Unverified	0
Beyond Fine-tuning: Few-Sample Sentence Embedding Transfer	Apr 10, 2020	Dimensionality ReductionGeneral Classification	—Unverified	0
Estimating a Brain Network Predictive of Stress and Genotype with Supervised Autoencoders	Apr 10, 2020	Dimensionality Reduction	CodeCode Available	0
Latent regularization for feature selection using kernel methods in tumor classification	Apr 10, 2020	ClassificationDimensionality Reduction	CodeCode Available	0
TensorProjection Layer: A Tensor-Based Dimension Reduction Method in Deep Neural Networks	Apr 9, 2020	Dimensionality Reductionimage-classification	CodeCode Available	0
Nonlinear Dimensionality Reduction for Data Visualization: An Unsupervised Fuzzy Rule-based Approach	Apr 8, 2020	ClusteringData Visualization	—Unverified	0
Fisher Discriminant Triplet and Contrastive Losses for Training Siamese Networks	Apr 5, 2020	Classification Of Breast Cancer Histology ImagesDimensionality Reduction	CodeCode Available	0
An information-geometric approach to feature extraction and moment reconstruction in dynamical systems	Apr 5, 2020	Dimensionality ReductionTime Series Analysis	—Unverified	0
Backprojection for Training Feedforward Neural Networks in the Input and Feature Spaces	Apr 5, 2020	Dimensionality Reduction	CodeCode Available	0
DNA Methylation Data to Predict Suicidal and Non-Suicidal Deaths: A Machine Learning Approach	Apr 4, 2020	BIG-bench Machine LearningData Visualization	—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