SOTAVerified

Dimensionality Reduction

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

( Image credit: openTSNE )

Papers

Showing 23012325 of 3304 papers

TitleStatusHype
LSTM Autoencoders for Dialect Analysis0
Lucene for Approximate Nearest-Neighbors Search on Arbitrary Dense Vectors0
Machine-Learned Closure of URANS for Stably Stratified Turbulence: Connecting Physical Timescales & Data Hyperparameters of Deep Time-Series Models0
Machine-Learned HASDM Model with Uncertainty Quantification0
Machine Learning and Factor-Based Portfolio Optimization0
Machine learning-based network intrusion detection for big and imbalanced data using oversampling, stacking feature embedding and feature extraction0
Machine Learning-Based Prediction of Key Genes Correlated to the Subretinal Lesion Severity in a Mouse Model of Age-Related Macular Degeneration0
Machine Learning, Deep Learning and Data Preprocessing Techniques for Detection, Prediction, and Monitoring of Stress and Stress-related Mental Disorders: A Scoping Review0
Machine learning for assessing quality of service in the hospitality sector based on customer reviews0
Machine Learning for Pre/Post Flight UAV Rotor Defect Detection Using Vibration Analysis0
Machine learning in APOGEE: Identification of stellar populations through chemical abundances0
Machine Learning in LiDAR 3D point clouds0
Machine learning meets network science: dimensionality reduction for fast and efficient embedding of networks in the hyperbolic space0
Machine Learning of coarse-grained Molecular Dynamics Force Fields0
Machine Learning Reveals Composition Dependent Thermal Stability in Halide Perovskites0
Machine-Learning the Classification of Spacetimes0
Machine Learning With Feature Selection Using Principal Component Analysis for Malware Detection: A Case Study0
Macroscopic Market Making Games via Multidimensional Decoupling Field0
Making Laplacians commute0
Manifold Approximation by Moving Least-Squares Projection (MMLS)0
Manifold Fitting in Ambient Space0
Manifold Learning for Personalized and Label-Free Detection of Cardiac Arrhythmias0
Manifold Learning via Manifold Deflation0
Manifold learning via quantum dynamics0
Manifold learning: what, how, and why0
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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