SOTAVerified

Dimensionality Reduction

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

( Image credit: openTSNE )

Papers

Showing 13011325 of 3304 papers

TitleStatusHype
Applying Supervised Learning Algorithms and a New Feature Selection Method to Predict Coronary Artery Disease0
A Hybrid Approach for Binary Classification of Imbalanced Data0
Active Learning with TensorBoard Projector0
Covariance matrix preparation for quantum principal component analysis0
Covariance Matrix Adaptation Evolution Strategy Assisted by Principal Component Analysis0
Applying Ricci Flow to High Dimensional Manifold Learning0
Coupling the reduced-order model and the generative model for an importance sampling estimator0
Applying Graph-based Keyword Extraction to Document Retrieval0
A hierarchical approach with feature selection for emotion recognition from speech0
Coupled Control Systems: Periodic Orbit Generation with Application to Quadrupedal Locomotion0
Cost-informed dimensionality reduction for structural digital twin technologies0
Cost-efficient Gaussian Tensor Network Embeddings for Tensor-structured Inputs0
Applying a random projection algorithm to optimize machine learning model for breast lesion classification0
A Heath-Jarrow-Morton framework for energy markets: a pragmatic approach0
Accelerated Canonical Polyadic Decomposition by Using Mode Reduction0
Thermodynamically Consistent Latent Dynamics Identification for Parametric Systems0
1-D CNN based Acoustic Scene Classification via Reducing Layer-wise Dimensionality0
CO-SNE: Dimensionality Reduction and Visualization for Hyperbolic Data0
Cortical spatio-temporal dimensionality reduction for visual grouping0
Applying a random projection algorithm to optimize machine learning model for predicting peritoneal metastasis in gastric cancer patients using CT images0
Cooperative Thresholded Lasso for Sparse Linear Bandit0
Applications of Nature-Inspired Algorithms for Dimension Reduction: Enabling Efficient Data Analytics0
Assessment of convolutional recurrent autoencoder network for learning wave propagation0
Convolutional Neural Networks Demystified: A Matched Filtering Perspective Based Tutorial0
Applications of machine learning to predict seasonal precipitation for East Africa0
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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