SOTAVerified

Dimensionality Reduction

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

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Papers

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Showing 1951–2000 of 3304 papers

TitleStatusHype
RMFGP: Rotated Multi-fidelity Gaussian process with Dimension Reduction for High-dimensional Uncertainty Quantification—0
Robust Co-occurrence Quantification for Lexical Distributional Semantics—0
Robust Discriminative Clustering with Sparse Regularizers—0
Robust factored principal component analysis for matrix-valued outlier accommodation and detection—0
Robust Feature Extraction to Utterance Fluctuation of Articulation Disorders Based on Random Projection—0
Robust High-Dimensional Linear Regression—0
Robust Kronecker Component Analysis—0
Robust learning of low-dimensional dynamics from large neural ensembles—0
Robust Linear Classification from Limited Training Data—0
Restricted Minimum Error Entropy Criterion for Robust Classification—0
Robust Maximum Likelihood Estimation of Sparse Vector Error Correction Model—0
Robust Multilinear Principal Component Analysis—0
Robust Nonlinear Reduced-Order Model Predictive Control—0
Robust Partial Least Squares Using Low Rank and Sparse Decomposition—0
Robust Principal Component Analysis: A Median of Means Approach—0
Robust Principal Component Analysis on Graphs—0
Robust Principal Component Analysis using Density Power Divergence—0
Robust spectral clustering with rank statistics—0
Robust Subspace Approximation in a Stream—0
Robust Subspace Clustering with Compressed Data—0
Robust Subspace Learning: Robust PCA, Robust Subspace Tracking, and Robust Subspace Recovery—0
Robust Support Vector Machines for Speaker Verification Task—0
Robust Transfer Principal Component Analysis with Rank Constraints—0
Robust Unsupervised Fault Diagnosis For High-Dimensional Nonlinear Noisy Data—0
RRScell method for automated single-cell profiling of multiplexed immunofluorescence cancer tissue—0
RDA-INR: Riemannian Diffeomorphic Autoencoding via Implicit Neural Representations—0
Run-to-Run Control With Bayesian Optimization for Soft Landing of Short-Stroke Reluctance Actuators—0
RURANET++: An Unsupervised Learning Method for Diabetic Macular Edema Based on SCSE Attention Mechanisms and Dynamic Multi-Projection Head Clustering—0
SAGMAN: Stability Analysis of Graph Neural Networks on the Manifolds—0
Sample complexity and effective dimension for regression on manifolds—0
Sampling and multilevel coarsening algorithms for fast matrix approximations—0
SAP-sLDA: An Interpretable Interface for Exploring Unstructured Text—0
SAR Target Recognition Using the Multi-aspect-aware Bidirectional LSTM Recurrent Neural Networks—0
Scalable Adaptive Stochastic Optimization Using Random Projections—0
Scalable Amortized GPLVMs for Single Cell Transcriptomics Data—0
Scalable Derivative-Free Optimization for Nonlinear Least-Squares Problems—0
Scalable Differentially Private Clustering via Hierarchically Separated Trees—0
Scalable Iterative Algorithm for Robust Subspace Clustering—0
Scalable manifold learning by uniform landmark sampling and constrained locally linear embedding—0
Scalable Out-of-Sample Extension of Graph Embeddings Using Deep Neural Networks—0
Scalable physics-informed deep generative model for solving forward and inverse stochastic differential equations—0
SCALE SPACE FLOW WITH AUTOREGRESSIVE PRIORS—0
Scaling Up Bayesian Uncertainty Quantification for Inverse Problems using Deep Neural Networks—0
SCANN: Synthesis of Compact and Accurate Neural Networks—0
Schrödinger Risk Diversification Portfolio—0
scMamba: A Pre-Trained Model for Single-Nucleus RNA Sequencing Analysis in Neurodegenerative Disorders—0
Screening Rules and its Complexity for Active Set Identification—0
SDR-GAIN: A High Real-Time Occluded Pedestrian Pose Completion Method for Autonomous Driving—0
Segmentation of Cardiac Structures via Successive Subspace Learning with Saab Transform from Cine MRI—0
Segmented and Non-Segmented Stacked Denoising Autoencoder for Hyperspectral Band Reduction—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