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 2551–2600 of 3304 papers

TitleStatusHype
Branching embedding: A heuristic dimensionality reduction algorithm based on hierarchical clusteringCode0
Efficient Design of Hardware-Enabled Reservoir Computing in FPGAs—0
Compressed Dictionary Learning—0
Bringing Order to Chaos: A Non-Sequential Approach for Browsing Large Sets of Found Audio Data—0
Secure Face Matching Using Fully Homomorphic EncryptionCode0
Building Models for Biopathway Dynamics Using Intrinsic Dimensionality Analysis—0
Auto-Detection of Safety Issues in Baby Products—0
From Principal Subspaces to Principal Components with Linear AutoencodersCode0
Learning Manifolds from Non-stationary Streaming Data—0
Randomized ICA and LDA Dimensionality Reduction Methods for Hyperspectral Image Classification—0
varrank: an R package for variable ranking based on mutual information with applications to observed systemic datasets—0
Mathematical Analysis on Out-of-Sample Extensions—0
Deep Embedding Kernel—0
Scalable and Interpretable One-class SVMs with Deep Learning and Random Fourier featuresCode0
Online Multi-Label Classification: A Label Compression Method—0
Robust Subspace Clustering with Compressed Data—0
Canonical Correlation Analysis of Datasets with a Common Source Graph—0
Reservoir computing approaches for representation and classification of multivariate time seriesCode0
Sparse Reduced Rank Regression With Nonconvex Regularization—0
Stock Price Prediction using Principle Components—0
Low-Rank Boolean Matrix Approximation by Integer Programming—0
Interpreting Deep Classifier by Visual Distillation of Dark Knowledge—0
Construction of neural networks for realization of localized deep learning—0
Concise Fuzzy Planar Embedding of Graphs: a Dimensionality Reduction Approach—0
On Nonlinear Dimensionality Reduction, Linear Smoothing and Autoencoding—0
Dimensionality Reduction for Stationary Time Series via Stochastic Nonconvex Optimization—0
Deep Continuous ClusteringCode0
An Analysis of the t-SNE Algorithm for Data Visualization—0
Understanding and Improving Multi-Sense Word Embeddings via Extended Robust Principal Component Analysis—0
Autoencoding topology—0
A more globally accurate dimensionality reduction method using tripletsCode0
Deep Learning for Causal Inference—0
Static and Dynamic Robust PCA and Matrix Completion: A Review—0
Latent-space Physics: Towards Learning the Temporal Evolution of Fluid FlowCode0
DID: Distributed Incremental Block Coordinate Descent for Nonnegative Matrix Factorization—0
Improved Regularity Model-based EDA for Many-objective Optimization—0
Diffusion Maps meet Nyström—0
AEkNN: An AutoEncoder kNN-based classifier with built-in dimensionality reduction—0
Harnessing Structures in Big Data via Guaranteed Low-Rank Matrix Estimation—0
Angle constrained path to cluster multiple manifolds—0
Learning Integral Representations of Gaussian ProcessesCode0
Entropy-Isomap: Manifold Learning for High-dimensional Dynamic Processes—0
First-order bifurcation detection for dynamic complex networks—0
Unsupervised vehicle recognition using incremental reseeding of acoustic signatures—0
Out-of-sample extension of graph adjacency spectral embedding—0
Fisherposes for Human Action Recognition Using Kinect Sensor DataCode0
Shamap: Shape-based Manifold Learning—0
Natural data structure extracted from neighborhood-similarity graphs—0
From Gameplay to Symbolic Reasoning: Learning SAT Solver Heuristics in the Style of Alpha(Go) ZeroCode0
A Diffusion Approximation Theory of Momentum SGD in Nonconvex Optimization—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