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 3251–3275 of 3304 papers

Title	Date	Tasks	Status
An AI-based Domain-Decomposition Non-Intrusive Reduced-Order Model for Extended Domains applied to Multiphase Flow in Pipes	Feb 13, 2022	Dimensionality Reduction	CodeCode Available
Sparse quadratic classification rules via linear dimension reduction	Nov 13, 2017	ClassificationDimensionality Reduction	CodeCode Available
GT-PCA: Effective and Interpretable Dimensionality Reduction with General Transform-Invariant Principal Component Analysis	Jan 28, 2024	Dimensionality ReductionTime Series	CodeCode Available
Guided Quantum Compression for High Dimensional Data Classification	Feb 14, 2024	Binary ClassificationClassification	CodeCode Available
Guided Visual Exploration of Relations in Data Sets	May 7, 2019	Dimensionality Reduction	CodeCode Available
Sparse random hypergraphs: Non-backtracking spectra and community detection	Mar 14, 2022	Community DetectionDimensionality Reduction	CodeCode Available
Manifold learning with arbitrary norms	Dec 28, 2020	Dimensionality Reduction	CodeCode Available
Manifold Learning with Normalizing Flows: Towards Regularity, Expressivity and Iso-Riemannian Geometry	May 12, 2025	Dimensionality ReductionInterpretable Machine Learning	CodeCode Available
Biological Pathway Guided Gene Selection Through Collaborative Reinforcement Learning	May 30, 2025	Dimensionality Reductionfeature selection	CodeCode Available
Learning Embeddings into Entropic Wasserstein Spaces	May 8, 2019	Dimensionality ReductionWord Embeddings	CodeCode Available
Rigid Transformations for Stabilized Lower Dimensional Space to Support Subsurface Uncertainty Quantification and Interpretation	Aug 16, 2023	Dimensionality ReductionUncertainty Quantification	CodeCode Available
PAC-Bayesian Generalization Bounds for Adversarial Generative Models	Feb 17, 2023	Dimensionality ReductionGeneralization Bounds	CodeCode Available
Control of ecological outcomes through deliberate parameter changes in a model of the gut microbiome	Dec 7, 2019	Dimensionality Reduction	CodeCode Available
M-ar-K-Fast Independent Component Analysis	Aug 17, 2021	Computational EfficiencyDimensionality Reduction	CodeCode Available
PAGE: Parametric Generative Explainer for Graph Neural Network	Aug 26, 2024	DecoderDimensionality Reduction	CodeCode Available
Augmentation Component Analysis: Modeling Similarity via the Augmentation Overlaps	Jun 1, 2022	Contrastive LearningDimensionality Reduction	CodeCode Available
BinGAN: Learning Compact Binary Descriptors with a Regularized GAN	Jun 18, 2018	Dimensionality ReductionRetrieval	CodeCode Available
Uncertainty-Aware Principal Component Analysis	May 3, 2019	Dimensionality Reduction	CodeCode Available
A Survey on Multi-Task Learning	Jul 25, 2017	Active LearningClustering	CodeCode Available
Weighted Sparse Partial Least Squares for Joint Sample and Feature Selection	Aug 13, 2023	Dimensionality Reductionfeature selection	CodeCode Available
Hidden Talents of the Variational Autoencoder	Jun 16, 2017	Dimensionality Reduction	CodeCode Available
ADEPT: Hierarchical Bayes Approach to Personalized Federated Unsupervised Learning	Feb 19, 2024	Dimensionality ReductionFederated Learning	CodeCode Available
Risk Analysis of Flowlines in the Oil and Gas Sector: A GIS and Machine Learning Approach	Jan 20, 2025	Dimensionality ReductionFeature Engineering	CodeCode Available
Matrix factorisation and the interpretation of geodesic distance	Jun 2, 2021	Dimensionality Reduction	CodeCode Available
A Generalized EigenGame with Extensions to Multiview Representation Learning	Nov 21, 2022	Dimensionality ReductionRepresentation Learning	CodeCode Available

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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