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 651–675 of 3304 papers

Title	Date	Tasks	Status	Score
Calibrating dimension reduction hyperparameters in the presence of noise	Dec 5, 2023	Dimensionality Reductionfeature selection	CodeCode Available	5
ADEPT: Hierarchical Bayes Approach to Personalized Federated Unsupervised Learning	Feb 19, 2024	Dimensionality ReductionFederated Learning	CodeCode Available	5
Caffe: Convolutional Architecture for Fast Feature Embedding	Jun 20, 2014	ClusteringDimensionality Reduction	CodeCode Available	5
High Dimensional Bayesian Optimization via Supervised Dimension Reduction	Jul 21, 2019	Bayesian OptimizationDimensionality Reduction	CodeCode Available	5
Designing Illuminant Spectral Power Distributions for Surface Classification	Jul 1, 2017	ClassificationDimensionality Reduction	CodeCode Available	5
Hillclimb-Causal Inference: A Data-Driven Approach to Identify Causal Pathways Among Parental Behaviors, Genetic Risk, and Externalizing Behaviors in Children	May 10, 2025	Causal DiscoveryCausal Inference	CodeCode Available	5
Demixed principal component analysis of population activity in higher cortical areas reveals independent representation of task parameters	Oct 22, 2014	Decision MakingDimensionality Reduction	CodeCode Available	5
Derivative-enhanced Deep Operator Network	Feb 29, 2024	Dimensionality Reduction	CodeCode Available	5
Detecting Adversarial Examples through Nonlinear Dimensionality Reduction	Apr 30, 2019	Density EstimationDimensionality Reduction	CodeCode Available	5
Computer-aided Interpretable Features for Leaf Image Classification	Jun 15, 2021	ClassificationDimensionality Reduction	CodeCode Available	5
Identifiable Energy-based Representations: An Application to Estimating Heterogeneous Causal Effects	Aug 6, 2021	Dimensionality Reduction	CodeCode Available	5
Computer vision-based framework for extracting geological lineaments from optical remote sensing data	Oct 4, 2018	Dimensionality ReductionEdge Detection	CodeCode Available	5
Bubblewrap: Online tiling and real-time flow prediction on neural manifolds	Aug 31, 2021	Dimensionality Reduction	CodeCode Available	5
Deep Temporal Clustering : Fully Unsupervised Learning of Time-Domain Features	Feb 4, 2018	ClusteringDimensionality Reduction	CodeCode Available	5
A comparison of correspondence analysis with PMI-based word embedding methods	May 31, 2024	Dimensionality Reduction	CodeCode Available	5
Deep Temporal Clustering: Fully unsupervised learning of time-domain features	Jan 1, 2018	ClusteringDimensionality Reduction	CodeCode Available	5
Degradation Modeling and Prognostic Analysis Under Unknown Failure Modes	Feb 29, 2024	Dimensionality Reduction	CodeCode Available	5
Improving text classification with vectors of reduced precision	Jun 20, 2017	ClassificationDimensionality Reduction	CodeCode Available	5
Detecting covariate drift in text data using document embeddings and dimensionality reduction	Sep 17, 2023	ClassificationDimensionality Reduction	CodeCode Available	5
Incorporating dynamicity of transportation network with multi-weight traffic graph convolutional network for traffic forecasting	Sep 16, 2019	Dimensionality Reduction	CodeCode Available	5
Dimensionality reduction of neuronal degeneracy reveals two interfering physiological mechanisms	May 3, 2024	Dimensionality Reduction	CodeCode Available	5
Dimension Reduction with Prior Information for Knowledge Discovery	Nov 26, 2021	Dimensionality Reduction	CodeCode Available	5
A parametric framework for kernel-based dynamic mode decomposition using deep learning	Sep 25, 2024	Computational EfficiencyDimensionality Reduction	CodeCode Available	5
Integrating anatomy and electrophysiology in the healthy human heart: Insights from biventricular statistical shape analysis using universal coordinates	Jan 8, 2025	AnatomyDimensionality Reduction	CodeCode Available	5
Deep learning to discover and predict dynamics on an inertial manifold	Dec 20, 2019	Dimensionality ReductionTranslation	CodeCode Available	5

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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