SOTAVerified

Dimensionality Reduction

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

( Image credit: openTSNE )

Papers

Showing 26762700 of 3304 papers

TitleStatusHype
An Explainable Nature-Inspired Framework for Monkeypox Diagnosis: Xception Features Combined with NGBoost and African Vultures Optimization Algorithm0
Angle constrained path to cluster multiple manifolds0
Angular Embedding: A New Angular Robust Principal Component Analysis0
An Image-Based Fluid Surface Pattern Model0
An Impossibility Theorem for Node Embedding0
An Improved Deep Learning Model for Word Embeddings Based Clustering for Large Text Datasets0
An Improved CNN-based Neural Network Model for Fruit Sugar Level Detection0
An Improvement of PAA on Trend-Based Approximation for Time Series0
An Incremental Dimensionality Reduction Method for Visualizing Streaming Multidimensional Data0
An Incremental Non-Linear Manifold Approximation Method0
An information-geometric approach to feature extraction and moment reconstruction in dynamical systems0
An Information Theoretic Feature Selection Framework for Big Data under Apache Spark0
Non-linear Canonical Correlation Analysis: A Compressed Representation Approach0
An Innovative Imputation and Classification Approach for Accurate Disease Prediction0
An interpretable multiple kernel learning approach for the discovery of integrative cancer subtypes0
An Introduction to Autoencoders0
An Investigation of Newton-Sketch and Subsampled Newton Methods0
An Item-Based Collaborative Filtering using Dimensionality Reduction Techniques on Mahout Framework0
An iterative coordinate descent algorithm to compute sparse low-rank approximations0
Anomaly Detection Framework Using Rule Extraction for Efficient Intrusion Detection0
Anomaly Detection in Double-entry Bookkeeping Data by Federated Learning System with Non-model Sharing Approach0
Anomaly Subsequence Detection with Dynamic Local Density for Time Series0
A Nonlinear Dimensionality Reduction Framework Using Smooth Geodesics0
A non-parametric conditional factor regression model for high-dimensional input and response0
A Normalized Bottleneck Distance on Persistence Diagrams and Homology Preservation under Dimension Reduction0
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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