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 2601–2650 of 3304 papers

TitleStatusHype
A kernel Principal Component Analysis (kPCA) digest with a new backward mapping (pre-image reconstruction) strategy—0
A Knowledge-based Representation for Cross-Language Document Retrieval and Categorization—0
A Large Scale Evaluation of Distributional Semantic Models: Parameters, Interactions and Model Selection—0
A Latent Variable Model for Two-Dimensional Canonical Correlation Analysis and its Variational Inference—0
Algorithm-Agnostic Interpretations for Clustering—0
Algorithmic Stability and Uniform Generalization—0
Algorithms for Approximate Subtropical Matrix Factorization—0
A Light weight and Hybrid Deep Learning Model based Online Signature Verification—0
A Lightweight ReLU-Based Feature Fusion for Aerial Scene Classification—0
A Local Similarity-Preserving Framework for Nonlinear Dimensionality Reduction with Neural Networks—0
A Low Effort Approach to Structured CNN Design Using PCA—0
Alternating Co-Quantization for Cross-Modal Hashing—0
Alternating Diffusion Map Based Fusion of Multimodal Brain Connectivity Networks for IQ Prediction—0
Alternative Channel Charting Techniques in Cellular Wireless Communications—0
A Machine-Learning-Aided Visual Analysis Workflow for Investigating Air Pollution Data—0
A Masked Pruning Approach for Dimensionality Reduction in Communication-Efficient Federated Learning Systems—0
A mechanism-driven reinforcement learning framework for shape optimization of airfoils—0
A Meta-learning Formulation of the Autoencoder Problem for Non-linear Dimensionality Reduction—0
A Method for Classifying Snow Using Ski-Mounted Strain Sensors—0
Explanation and Use of Uncertainty Quantified by Bayesian Neural Network Classifiers for Breast Histopathology Images—0
Grading and Anomaly Detection for Automated Retinal Image Analysis using Deep Learning—0
A Multi-Fidelity Methodology for Reduced Order Models with High-Dimensional Inputs—0
A Multimodal Data-driven Framework for Anxiety Screening—0
A Multimodal Deep Learning Approach for White Matter Shape Prediction in Diffusion MRI Tractography—0
A Multimodal Intermediate Fusion Network with Manifold Learning for Stress Detection—0
A Multi-view Dimensionality Reduction Algorithm Based on Smooth Representation Model—0
A Music Classification Model based on Metric Learning and Feature Extraction from MP3 Audio Files—0
An Accelerated Doubly Stochastic Gradient Method with Faster Explicit Model Identification—0
An adaptive block based integrated LDP,GLCM,and Morphological features for Face Recognition—0
ELBD: Efficient score algorithm for feature selection on latent variables of VAE—0
An Adaptive Dimension Reduction Estimation Method for High-dimensional Bayesian Optimization—0
An Algorithm and Heuristic based on Normalized Mutual Information for Dimensionality Reduction and Classification of Hyperspectral images—0
An Algorithmic Information Calculus for Causal Discovery and Reprogramming Systems—0
Analyse en Composante Principale pour l'extraction des i-vecteurs en v\'erification du locuteur (Principal Component Analysis for i-vector extraction in speaker verification.) [in French]—0
Analysing race and sex bias in brain age prediction—0
Analysis and mining of low-carbon and energy-saving tourism data characteristics based on machine learning algorithm—0
Analysis and Visualization of Deep Neural Networks in Device-Free Wi-Fi Indoor Localization—0
Analysis of Cellular Feature Differences of Astrocytomas with Distinct Mutational Profiles Using Digitized Histopathology Images—0
Analysis of Evolving Cortical Neuronal Networks Using Visual Informatics—0
Analytic Bilinear Appearance Subspace Construction for Modeling Image Irradiance under Natural Illumination and Non-Lambertian Reflectance—0
ANALYTiC: Understanding Decision Boundaries and Dimensionality Reduction in Machine Learning—0
Analyzing movies to predict their commercial viability for producers—0
Exact Cluster Recovery via Classical Multidimensional Scaling—0
An Analysis of the t-SNE Algorithm for Data Visualization—0
An approximate solution for options market-making in high dimension—0
An Attack on Facial Soft-biometric Privacy Enhancement—0
An Augmented Translation Technique for low Resource language pair: Sanskrit to Hindi translation—0
An Autoencoder and Generative Adversarial Networks Approach for Multi-Omics Data Imbalanced Class Handling and Classification—0
An autoencoder-based reduced-order model for eigenvalue problems with application to neutron diffusion—0
An automated approach for task evaluation using EEG signals—0
Show:102550
← PrevPage 53 of 67Next →
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