SOTAVerified

Dimensionality Reduction

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

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Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 2451–2475 of 3304 papers

TitleStatusHype
Yet Another Algorithm for Supervised Principal Component Analysis: Supervised Linear Centroid-Encoder—0
YNU-oxz at SemEval-2020 Task 5: Detecting Counterfactuals Based on Ordered Neurons LSTM and Hierarchical Attention Network—0
You are out of context!—0
You can monitor your hydration level using your smartphone camera—0
Zero-Shot Feature Selection via Transferring Supervised Knowledge—0
Sufficient dimension reduction for feature matrices—0
Co-regularized Multi-view Sparse Reconstruction Embedding for Dimension Reduction—0
PCA-RECT: An Energy-efficient Object Detection Approach for Event Cameras—0
Deep Learning Reveals Underlying Physics of Light-matter Interactions in Nanophotonic Devices—0
Visualization of AE's Training on Credit Card Transactions with Persistent Homology—0
1-Bit Compressive Sensing for Efficient Federated Learning Over the Air—0
1-D CNN based Acoustic Scene Classification via Reducing Layer-wise Dimensionality—0
Compressive Mahalanobis Metric Learning Adapts to Intrinsic Dimension—0
Automated Classification of Dry Bean Varieties Using XGBoost and SVM Models—0
Feature Clock: High-Dimensional Effects in Two-Dimensional Plots—0
On Probabilistic Embeddings in Optimal Dimension Reduction—0
IISE PG&E Energy Analytics Challenge 2025: Hourly-Binned Regression Models Beat Transformers in Load Forecasting—0
FlowBERT: Prompt-tuned BERT for variable flow field prediction—0
Thermodynamically Consistent Latent Dynamics Identification for Parametric Systems—0
Data-Driven Prediction of Dynamic Interactions Between Robot Appendage and Granular Material—0
2D+3D facial expression recognition via embedded tensor manifold regularization—0
2D Face Recognition System Based on Selected Gabor Filters and Linear Discriminant Analysis LDA—0
Two-stage dimension reduction for noisy high-dimensional images and application to Cryogenic Electron Microscopy—0
3D Face Recognition with Sparse Spherical Representations—0
3-Dimensional residual neural architecture search for ultrasonic defect detection—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