SOTAVerified

Dimensionality Reduction

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

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Papers

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Showing 751–800 of 3304 papers

TitleStatusHype
Analysing race and sex bias in brain age prediction—0
Asteroids co-orbital motion classification based on Machine Learning—0
O(k)-Equivariant Dimensionality Reduction on Stiefel ManifoldsCode0
Interactive Distillation of Large Single-Topic Corpora of Scientific Papers—0
On the Use of the Kantorovich-Rubinstein Distance for Dimensionality Reduction—0
Noise-Augmented Boruta: The Neural Network Perturbation Infusion with Boruta Feature Selection—0
Detecting covariate drift in text data using document embeddings and dimensionality reductionCode0
Bridging Dense and Sparse Maximum Inner Product Search—0
Supervised Stochastic Neighbor Embedding Using Contrastive LearningCode0
Directed Scattering for Knowledge Graph-based Cellular Signaling Analysis—0
Massively-Parallel Heat Map Sorting and Applications To Explainable Clustering—0
Predicting Fatigue Crack Growth via Path Slicing and Re-WeightingCode0
LInKs "Lifting Independent Keypoints" -- Partial Pose Lifting for Occlusion Handling with Improved Accuracy in 2D-3D Human Pose Estimation—0
Gpachov at CheckThat! 2023: A Diverse Multi-Approach Ensemble for Subjectivity Detection in News Articles—0
Latent Representation and Simulation of Markov Processes via Time-Lagged Information Bottleneck—0
BDEC:Brain Deep Embedded Clustering model—0
Compressive Mahalanobis Metric Learning Adapts to Intrinsic Dimension—0
Robust Nonlinear Reduced-Order Model Predictive Control—0
Data efficiency, dimensionality reduction, and the generalized symmetric information bottleneck—0
Non-linear dimension reduction in factor-augmented vector autoregressions—0
GroupEnc: encoder with group loss for global structure preservation—0
Information Processing by Neuron Populations in the Central Nervous System: Mathematical Structure of Data and Operations—0
Design of Recognition and Evaluation System for Table Tennis Players' Motor Skills Based on Artificial Intelligence—0
Are We Using Autoencoders in a Wrong Way?Code0
Online Adaptive Mahalanobis Distance Estimation—0
An explainable three dimension framework to uncover learning patterns: A unified look in variable sulci recognitionCode0
Multi-fidelity reduced-order surrogate modelingCode1
Why do universal adversarial attacks work on large language models?: Geometry might be the answer—0
Dimensionality Reduction Using pseudo-Boolean polynomials For Cluster Analysis—0
Optimal Projections for Discriminative Dictionary Learning using the JL-lemmaCode0
Sparse Models for Machine Learning—0
Class-constrained t-SNE: Combining Data Features and Class ProbabilitiesCode0
The Potential of Quantum Techniques for Stock Price Prediction—0
Is Deep Learning Network Necessary for Image Generation?—0
Free Lunch for Gait Recognition: A Novel Relation Descriptor—0
Ultra Dual-Path Compression For Joint Echo Cancellation And Noise SuppressionCode1
BERT4CTR: An Efficient Framework to Combine Pre-trained Language Model with Non-textual Features for CTR Prediction—0
An Empirical Study on Fault Detection and Root Cause Analysis of Indium Tin Oxide Electrodes by Processing S-parameter Patterns—0
Rigid Transformations for Stabilized Lower Dimensional Space to Support Subsurface Uncertainty Quantification and InterpretationCode0
Weighted Sparse Partial Least Squares for Joint Sample and Feature SelectionCode0
Gaussian Image Anomaly Detection with Greedy Eigencomponent Selection—0
Deep Learning Architecture for Motor Imaged Words—0
Machine Learning, Deep Learning and Data Preprocessing Techniques for Detection, Prediction, and Monitoring of Stress and Stress-related Mental Disorders: A Scoping Review—0
ScatterUQ: Interactive Uncertainty Visualizations for Multiclass Deep Learning ProblemsCode0
Generative Models for Anomaly Detection and Design-Space Dimensionality Reduction in Shape Optimization—0
Dimensionality Reduction for Improving Out-of-Distribution Detection in Medical Image SegmentationCode0
Visualization of Extremely Sparse Contingency Table by Taxicab Correspondence Analysis: A Case Study of Textual Data—0
Flashlight Search Medial Axis: A Pixel-Free Pore-Network Extraction Algorithm—0
Fast and Accurate Reduced-Order Modeling of a MOOSE-based Additive Manufacturing Model with Operator Learning—0
Regular Variation in Hilbert Spaces and Principal Component Analysis for Functional Extremes—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