SOTAVerified

Dimensionality Reduction

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

( Image credit: openTSNE )

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 2726–2750 of 3304 papers

TitleStatusHype
Sparse Deep Nonnegative Matrix Factorization—0
A Harmony Search Based Wrapper Feature Selection Method for Holistic Bangla word Recognition—0
Application of Dictionary Learning in Alleviating Computational Burden of EEG Source Localization—0
SAR Target Recognition Using the Multi-aspect-aware Bidirectional LSTM Recurrent Neural Networks—0
A Survey on Multi-Task LearningCode0
Using PCA and Factor Analysis for Dimensionality Reduction of Bio-informatics Data—0
Sketched Subspace Clustering—0
A Nonlinear Dimensionality Reduction Framework Using Smooth Geodesics—0
Structural Learning and Integrative Decomposition of Multi-View Data—0
Discriminative convolutional Fisher vector network for action recognition—0
Algorithms for Approximate Subtropical Matrix Factorization—0
Prediction with Dimension Reduction of Multiple Molecular Data Sources for Patient Survival—0
Predictive Liability Models and Visualizations of High Dimensional Retail Employee Data—0
Iterative Manifold Embedding Layer Learned by Incomplete Data for Large-scale Image RetrievalCode0
Accelerated Stochastic Power IterationCode0
An Information Theory-Based Feature Selection Framework for Big Data Under Apache SparkCode0
High-Performance FPGA Implementation of Equivariant Adaptive Separation via Independence Algorithm for Independent Component Analysis—0
Kernel Scaling for Manifold Learning and Classification—0
Kernel Feature Selection via Conditional Covariance MinimizationCode0
Vectorial Dimension Reduction for Tensors Based on Bayesian Inference—0
Dimensionality reduction with missing values imputation—0
Additive Component Analysis—0
Grassmannian Manifold Optimization Assisted Sparse Spectral Clustering—0
Designing Illuminant Spectral Power Distributions for Surface ClassificationCode0
FFTLasso: Large-Scale LASSO in the Fourier Domain—0
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All datasetsMCAEMNIST

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1UDRNClassification Accuracy90.9—Unverified
2tSNEClassification Accuracy51.5—Unverified
3IVISClassification Accuracy46.6—Unverified
4UMAPClassification Accuracy41.3—Unverified
#ModelMetricClaimedVerifiedStatus
1UDRNClassification Accuracy71.1—Unverified
2QSClassification Accuracy68—Unverified