SOTAVerified

Dimensionality Reduction

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

( Image credit: openTSNE )

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 3001–3025 of 3304 papers

TitleStatusHype
Cricket Player Profiling: Unraveling Strengths and Weaknesses Using Text Commentary Data—0
Cross-Sectional Dynamics Under Network Structure: Theory and Macroeconomic Applications—0
Cross-validation of matching correlation analysis by resampling matching weights—0
CSI Compression using Channel Charting—0
CUR Decompositions, Approximations, and Perturbations—0
DAC: Deep Autoencoder-based Clustering, a General Deep Learning Framework of Representation Learning—0
DA-Flow: Dual Attention Normalizing Flow for Skeleton-based Video Anomaly Detection—0
Data augmentation and feature selection for automatic model recommendation in computational physics—0
Data Augmentation For Label Enhancement—0
Data Dimension Reduction makes ML Algorithms efficient—0
Data Discovery Using Lossless Compression-Based Sparse Representation—0
Data-driven control of spatiotemporal chaos with reduced-order neural ODE-based models and reinforcement learning—0
Data-Driven Deep Learning to Design Pilot and Channel Estimator For Massive MIMO—0
Data-Driven Forecasting of High-Dimensional Transient and Stationary Processes via Space-Time Projection—0
Data-Driven Forecast of Dengue Outbreaks in Brazil: A Critical Assessment of Climate Conditions for Different Capitals—0
Data-driven intrinsic localized mode detection and classification in one-dimensional crystal lattice model—0
Data-driven Model Predictive Control Method for DFIG-based Wind Farm to Provide Primary Frequency Regulation Service—0
Data-driven Probabilistic Trajectory Learning with High Temporal Resolution in Terminal Airspace—0
Data-Driven Reduced-Order Modeling of Spatiotemporal Chaos with Neural Ordinary Differential Equations—0
Data-driven Uncertainty Quantification in Computational Human Head Models—0
Data efficiency, dimensionality reduction, and the generalized symmetric information bottleneck—0
Data-efficient Meta-models for Evaluation of Context-based Questions and Answers in LLMs—0
Data-Enabled Predictive Control for Flexible Spacecraft—0
Data-independent Low-complexity KLT Approximations for Image and Video Coding—0
Data-Space Inversion Using a Recurrent Autoencoder for Time-Series Parameterization—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