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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 3141–3150 of 3304 papers

Title	Date	Tasks	Status	Hype
Recursive nearest agglomeration (ReNA): fast clustering for approximation of structured signals	Sep 15, 2016	ClusteringDenoising	CodeCode Available	0
t-SNE-CUDA: GPU-Accelerated t-SNE and its Applications to Modern Data	Jul 31, 2018	Dimensionality ReductionGPU	CodeCode Available	0
ALPCAH: Sample-wise Heteroscedastic PCA with Tail Singular Value Regularization	Jul 6, 2023	Dimensionality Reduction	CodeCode Available	0
Game-theoretic Objective Space Planning	Sep 16, 2022	Autonomous Vehiclescounterfactual	CodeCode Available	0
An Information Theory-Based Feature Selection Framework for Big Data Under Apache Spark	Jul 6, 2017	Dimensionality Reductionfeature selection	CodeCode Available	0
On orthogonal projections for dimension reduction and applications in augmented target loss functions for learning problems	Jan 22, 2019	Dimensionality ReductionGeneral Classification	CodeCode Available	0
Asymptotics for Sketching in Least Squares Regression	Oct 14, 2018	Dimensionality Reductionregression	CodeCode Available	0
On Projections to Linear Subspaces	Sep 26, 2022	Dimensionality Reduction	CodeCode Available	0
Unsupervised Discovery of Temporal Structure in Noisy Data with Dynamical Components Analysis	Dec 1, 2019	Computational EfficiencyDimensionality Reduction	CodeCode Available	0
Linear Dimensionality Reduction: Survey, Insights, and Generalizations	Jun 3, 2014	Dimensionality ReductionMetric Learning	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