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 2301–2325 of 3304 papers

TitleStatusHype
Deep Embedded SOM: Joint Representation Learning and Self-OrganizationCode0
A Robust Approach for Securing Audio Classification Against Adversarial Attacks—0
Analysis and Visualization of Deep Neural Networks in Device-Free Wi-Fi Indoor Localization—0
Local Deep-Feature Alignment for Unsupervised Dimension Reduction—0
SCANN: Synthesis of Compact and Accurate Neural Networks—0
Privacy-Enhancing Context Authentication from Location-Sensitive Data—0
Multi-stage Antenna Selection for Adaptive Beamforming in MIMO Arrays—0
Fast Single Image Dehazing via Multilevel Wavelet Transform based OptimizationCode0
Dimensionality Reduction of Complex Metastable Systems via Kernel Embeddings of Transition ManifoldsCode0
Kernel methods for detecting coherent structures in dynamical data—0
PL-NMF: Parallel Locality-Optimized Non-negative Matrix Factorization—0
Estimation of Cross-Sectional Dependence in Large Panels—0
A framework for streamlined statistical prediction using topic models—0
GraphTSNE: A Visualization Technique for Graph-Structured DataCode0
Self-Paced Probabilistic Principal Component Analysis for Data with Outliers—0
Restricted Isometry Property under High Correlations—0
Beyond the Nucleus: Cytoplasmic Dominance in Follicular Thyroid Carcinoma Detection Using Single-Cell Raman Imaging Across Multiple DevicesCode0
Analyzing Dynamical Brain Functional Connectivity As Trajectories on Space of Covariance MatricesCode0
Simultaneous Spectral-Spatial Feature Selection and Extraction for Hyperspectral Images—0
Parametrization of stochastic inputs using generative adversarial networks with application in geology—0
Is 'Unsupervised Learning' a Misconceived Term?—0
Online Convex Matrix Factorization with Representative RegionsCode0
Building an Efficient Intrusion Detection System Based on Feature Selection and Ensemble Classifier—0
Co-regularized Multi-view Sparse Reconstruction Embedding for Dimension Reduction—0
Information Theoretic Feature Transformation Learning for Brain Interfaces—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