SOTAVerified

Dimensionality Reduction

Dimensionality reduction is the task of reducing the dimensionality of a dataset.

( Image credit: openTSNE )

Papers

Showing 30013050 of 3304 papers

TitleStatusHype
Face Pyramid Vision TransformerCode0
Quiver Laplacians and Feature SelectionCode0
The spiked matrix model with generative priorsCode0
Unsupervised dynamic modeling of medical image transformationCode0
Latent Manifold Reconstruction and Representation with Topological and Geometrical RegularizationCode0
Latent regularization for feature selection using kernel methods in tumor classificationCode0
Nonlinear Sufficient Dimension Reduction for Distribution-on-Distribution RegressionCode0
Factorized Discriminant Analysis for Genetic Signatures of Neuronal PhenotypesCode0
Factorized Point Process Intensities: A Spatial Analysis of Professional BasketballCode0
Visualizing the Effects of a Changing Distance on Data Using Continuous EmbeddingsCode0
Latent-space Physics: Towards Learning the Temporal Evolution of Fluid FlowCode0
A Bi-level Nonlinear Eigenvector Algorithm for Wasserstein Discriminant AnalysisCode0
Failing Loudly: An Empirical Study of Methods for Detecting Dataset ShiftCode0
Challenging Euclidean Topological AutoencodersCode0
Multi-Criteria Dimensionality Reduction with Applications to FairnessCode0
Subspace Clustering through Sub-ClustersCode0
Lazy stochastic principal component analysisCode0
Challenges of Multi-Modal Coreset Selection for Depth PredictionCode0
Unsupervised Boosting-based Autoencoder Ensembles for Outlier DetectionCode0
DeepFRC: An End-to-End Deep Learning Model for Functional Registration and ClassificationCode0
ShaRP: Shape-Regularized Multidimensional ProjectionsCode0
Automatic Differentiation in PyTorchCode0
Image Reconstruction via Deep Image Prior SubspacesCode0
Chainer: a Next-Generation Open Source Framework for Deep LearningCode0
Deep Feature Selection using a Teacher-Student NetworkCode0
Learning Active Subspaces and Discovering Important Features with Gaussian Radial Basis Functions Neural NetworksCode0
Using Dimensionality Reduction to Optimize t-SNECode0
A Flag Decomposition for Hierarchical DatasetsCode0
Center Smoothing: Certified Robustness for Networks with Structured OutputsCode0
Subsurface Characterization using Ensemble-based Approaches with Deep Generative ModelsCode0
Sufficient dimension reduction for classification using principal optimal transport directionCode0
Sifting Common Information from Many VariablesCode0
CCP: Correlated Clustering and Projection for Dimensionality ReductionCode0
Signal enhancement for two-dimensional cryo-EM data processingCode0
Deep Embedded SOM: Joint Representation Learning and Self-OrganizationCode0
A Mathematical Formalization of Hierarchical Temporal Memory's Spatial PoolerCode0
Fast Randomized PCA for Sparse DataCode0
"Normalized Stress" is Not Normalized: How to Interpret Stress CorrectlyCode0
Fast Single Image Dehazing via Multilevel Wavelet Transform based OptimizationCode0
CausNet : Generational orderings based search for optimal Bayesian networks via dynamic programming with parent set constraintsCode0
The Wasserstein-Fourier Distance for Stationary Time SeriesCode0
Novel optimized crow search algorithm for feature selectionCode0
FCA2: Frame Compression-Aware Autoencoder for Modular and Fast Compressed Video Super-ResolutionCode0
Deep Diffusion MapsCode0
Similarity encoding for learning with dirty categorical variablesCode0
Novelty Detection via Robust Variational AutoencodingCode0
Learning Effective SDEs from Brownian Dynamics Simulations of Colloidal ParticlesCode0
Similarity Learning for High-Dimensional Sparse DataCode0
nSimplex Zen: A Novel Dimensionality Reduction for Euclidean and Hilbert SpacesCode0
Feature Grouping and Sparse Principal Component Analysis with Truncated RegularizationCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1UDRNClassification Accuracy90.9Unverified
2tSNEClassification Accuracy51.5Unverified
3IVISClassification Accuracy46.6Unverified
4UMAPClassification Accuracy41.3Unverified
#ModelMetricClaimedVerifiedStatus
1UDRNClassification Accuracy71.1Unverified
2QSClassification Accuracy68Unverified