SOTAVerified

Dimensionality Reduction

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

( Image credit: openTSNE )

Papers

Showing 28512875 of 3304 papers

TitleStatusHype
bigMap: Big Data Mapping with Parallelized t-SNE0
Bi-Linear Modeling of Data Manifolds for Dynamic-MRI Recovery0
Binary Matrix Factorisation via Column Generation0
Binding constants of membrane-anchored receptors and ligands: a general theory corroborated by Monte Carlo simulations0
Bit Cipher -- A Simple yet Powerful Word Representation System that Integrates Efficiently with Language Models0
Black-Box k-to-1-PCA Reductions: Theory and Applications0
Blind signal decomposition of various word embeddings based on join and individual variance explained0
Block-diagonal covariance selection for high-dimensional Gaussian graphical models0
Blockwise Principal Component Analysis for monotone missing data imputation and dimensionality reduction0
Boarding for ISS: Imbalanced Self-Supervised: Discovery of a Scaled Autoencoder for Mixed Tabular Datasets0
BOLIMES: Boruta and LIME optiMized fEature Selection for Gene Expression Classification0
Book Review: Graph-Based Natural Language Processing and Information Retrieval by Rada Mihalcea and Dragomir Radev0
Borel Isomorphic Dimensionality Reduction of Data and Supervised Learning0
Bounded Manifold Completion0
Bounds on Causal Effects and Application to High Dimensional Data0
Brain Inspired Face Recognition: A Computational Framework0
Bridging Autoencoders and Dynamic Mode Decomposition for Reduced-order Modeling and Control of PDEs0
Bridging Classical and Quantum Machine Learning: Knowledge Transfer From Classical to Quantum Neural Networks Using Knowledge Distillation0
Bridging Dense and Sparse Maximum Inner Product Search0
Bridging Fairness and Environmental Sustainability in Natural Language Processing0
Bringing Order to Chaos: A Non-Sequential Approach for Browsing Large Sets of Found Audio Data0
Broadband Beamforming via Linear Embedding0
Broadcast Product: Shape-aligned Element-wise Multiplication and Beyond0
Building Models for Biopathway Dynamics Using Intrinsic Dimensionality Analysis0
BYTECOVER2: TOWARDS DIMENSIONALITY REDUCTION OF LATENT EMBEDDING FOR EFFICIENT COVER SONG IDENTIFICATION0
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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