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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 3111–3120 of 3304 papers

Title	Date	Tasks	Status	Hype
Lens functions for exploring UMAP Projections with Domain Knowledge	May 15, 2024	Dimensionality Reduction	CodeCode Available	0
Online Detection of Sparse Changes in High-Dimensional Data Streams Using Tailored Projections	Aug 6, 2019	Change DetectionDimensionality Reduction	CodeCode Available	0
Calibrating dimension reduction hyperparameters in the presence of noise	Dec 5, 2023	Dimensionality Reductionfeature selection	CodeCode Available	0
Data Mapping and Finite Difference Learning	Sep 18, 2019	Dimensionality Reduction	CodeCode Available	0
From deep learning to mechanistic understanding in neuroscience: the structure of retinal prediction	Dec 12, 2019	Dimensionality Reduction	CodeCode Available	0
From Gameplay to Symbolic Reasoning: Learning SAT Solver Heuristics in the Style of Alpha(Go) Zero	Feb 14, 2018	Decision MakingDeep Reinforcement Learning	CodeCode Available	0
From Images to Features: Unbiased Morphology Classification via Variational Auto-Encoders and Domain Adaptation	Mar 15, 2023	Dimensionality ReductionDomain Adaptation	CodeCode Available	0
LEt-SNE: A Hybrid Approach To Data Embedding and Visualization of Hyperspectral Imagery	Oct 19, 2019	ClusteringDimensionality Reduction	CodeCode Available	0
Let There Be Order: Rethinking Ordering in Autoregressive Graph Generation	May 24, 2023	Dimensionality ReductionGraph Generation	CodeCode Available	0
A journey in ESN and LSTM visualisations on a language task	Dec 3, 2020	Dimensionality ReductionSentence	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