SOTAVerified

Dimensionality Reduction

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

( Image credit: openTSNE )

Papers

Showing 851875 of 3304 papers

TitleStatusHype
Deep denoising autoencoder-based non-invasive blood flow detection for arteriovenous fistula0
On building machine learning pipelines for Android malware detection: a procedural survey of practices, challenges and opportunities0
A Normalized Bottleneck Distance on Persistence Diagrams and Homology Preservation under Dimension Reduction0
Differentially private sliced inverse regression in the federated paradigm0
PLPCA: Persistent Laplacian Enhanced-PCA for Microarray Data AnalysisCode0
Multiscale Flow for Robust and Optimal Cosmological Analysis0
Yet Another Algorithm for Supervised Principal Component Analysis: Supervised Linear Centroid-Encoder0
Identifying Shared Decodable Concepts in the Human Brain Using Image-Language Foundation Models0
SDR-GAIN: A High Real-Time Occluded Pedestrian Pose Completion Method for Autonomous Driving0
Prescriptive PCA: Dimensionality Reduction for Two-stage Stochastic Optimization0
ShaRP: Shape-Regularized Multidimensional ProjectionsCode0
Efficient and Robust Bayesian Selection of Hyperparameters in Dimension Reduction for Visualization0
Label Embedding via Low-Coherence Matrices0
Dictionary Learning under Symmetries via Group Representations0
A Heat Diffusion Perspective on Geodesic Preserving Dimensionality ReductionCode0
Dimensionality Reduction for General KDE Mode Finding0
Cooperative Thresholded Lasso for Sparse Linear Bandit0
Parallel Coordinates for Discovery of Interpretable Machine Learning Models0
On the Noise Sensitivity of the Randomized SVDCode0
Classic machine learning methods0
Let There Be Order: Rethinking Ordering in Autoregressive Graph GenerationCode0
Efficient Multi-Scale Attention Module with Cross-Spatial LearningCode2
MMGP: a Mesh Morphing Gaussian Process-based machine learning method for regression of physical problems under non-parameterized geometrical variabilityCode0
Decentralized Equalization for Massive MIMO Systems With Colored Noise Samples0
RDA-INR: Riemannian Diffeomorphic Autoencoding via Implicit Neural Representations0
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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