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 751–775 of 3304 papers

Title	Date	Tasks	Status	Score
A Quotient Space Formulation for Generative Statistical Analysis of Graphical Data	Sep 30, 2019	Dimensionality Reduction	CodeCode Available	5
Decentralized State Estimation In A Dimension-Reduced Linear Regression	Oct 13, 2022	Dimensionality Reductionregression	CodeCode Available	5
Decoder Decomposition for the Analysis of the Latent Space of Nonlinear Autoencoders With Wind-Tunnel Experimental Data	Apr 25, 2024	DecoderDimensionality Reduction	CodeCode Available	5
Accelerated Stochastic Power Iteration	Jul 10, 2017	Dimensionality Reduction	CodeCode Available	5
Differentiable VQ-VAE's for Robust White Matter Streamline Encodings	Nov 10, 2023	Dimensionality Reduction	CodeCode Available	5
DiffRed: Dimensionality Reduction guided by stable rank	Mar 9, 2024	Data SummarizationData Visualization	CodeCode Available	5
Decoding the shift-invariant data: applications for band-excitation scanning probe microscopy	Apr 20, 2021	DenoisingDimensionality Reduction	CodeCode Available	5
On genetic programming representations and fitness functions for interpretable dimensionality reduction	Mar 1, 2022	Dimensionality Reduction	CodeCode Available	5
Manifold Coordinates with Physical Meaning	Nov 29, 2018	Dimensionality Reduction	CodeCode Available	5
A Comparative Study of Machine Learning Methods for Predicting the Evolution of Brain Connectivity from a Baseline Timepoint	Sep 16, 2021	Dimensionality Reduction	CodeCode Available	5
On Manifold Learning in Plato's Cave: Remarks on Manifold Learning and Physical Phenomena	Apr 27, 2023	Dimensionality Reduction	CodeCode Available	5
On orthogonal projections for dimension reduction and applications in augmented target loss functions for learning problems	Jan 22, 2019	Dimensionality ReductionGeneral Classification	CodeCode Available	5
Dimensionality Collapse: Optimal Measurement Selection for Low-Error Infinite-Horizon Forecasting	Mar 27, 2023	Dimensionality ReductionState Estimation	CodeCode Available	5
Deep Autoencoding Gaussian Mixture Model for Unsupervised Anomaly Detection	Jan 1, 2018	Anomaly DetectionDensity Estimation	CodeCode Available	5
ARES: Locally Adaptive Reconstruction-based Anomaly Scoring	Jun 15, 2022	Anomaly DetectionDimensionality Reduction	CodeCode Available	5
Deep Continuous Clustering	Mar 5, 2018	ClusteringDimensionality Reduction	CodeCode Available	5
Designing Illuminant Spectral Power Distributions for Surface Classification	Jul 1, 2017	ClassificationDimensionality 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
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
Adversarial Canonical Correlation Analysis	May 20, 2020	ClusteringDimensionality Reduction	CodeCode Available	5
Detecting covariate drift in text data using document embeddings and dimensionality reduction	Sep 17, 2023	ClassificationDimensionality Reduction	CodeCode Available	5
Deep Embedded SOM: Joint Representation Learning and Self-Organization	Apr 24, 2019	ClusteringDimensionality Reduction	CodeCode Available	5
A ripple in time: a discontinuity in American history	Dec 2, 2023	Authorship AttributionDimensionality Reduction	CodeCode Available	5
Dimensionality Reduction and (Bucket) Ranking: a Mass Transportation Approach	Oct 15, 2018	Dimensionality Reduction	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