SOTAVerified

Dimensionality Reduction

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

( Image credit: openTSNE )

Papers

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Showing 2601–2650 of 3304 papers

TitleStatusHype
Angle constrained path to cluster multiple manifolds—0
Learning Integral Representations of Gaussian ProcessesCode0
Entropy-Isomap: Manifold Learning for High-dimensional Dynamic Processes—0
Out-of-sample extension of graph adjacency spectral embedding—0
First-order bifurcation detection for dynamic complex networks—0
Unsupervised vehicle recognition using incremental reseeding of acoustic signatures—0
Shamap: Shape-based Manifold Learning—0
Natural data structure extracted from neighborhood-similarity graphs—0
Fisherposes for Human Action Recognition Using Kinect Sensor DataCode0
A Diffusion Approximation Theory of Momentum SGD in Nonconvex Optimization—0
From Gameplay to Symbolic Reasoning: Learning SAT Solver Heuristics in the Style of Alpha(Go) ZeroCode0
On the Needs for Rotations in Hypercubic Quantization Hashing—0
Convex Formulations for Fair Principal Component AnalysisCode0
Modeling Global Dynamics from Local Snapshots with Deep Generative Neural Networks—0
A Spatial Mapping Algorithm with Applications in Deep Learning-Based Structure Classification—0
Outlier Detection for Robust Multi-dimensional Scaling—0
Dimension Reduction Using Active Manifolds—0
Deep Temporal Clustering : Fully Unsupervised Learning of Time-Domain FeaturesCode0
Rigorous Restricted Isometry Property of Low-Dimensional Subspaces—0
Nonlinear Dimensionality Reduction on Graphs—0
Using Deep Autoencoders for Facial Expression Recognition—0
Generalized two-dimensional linear discriminant analysis with regularization—0
Efficient Text Classification Using Tree-structured Multi-linear Principal Component Analysis—0
Dimensionality Reduction in Deep Learning for Chest X-Ray Analysis of Lung Cancer—0
Robust Kronecker Component Analysis—0
Unsupervised Hashtag Retrieval and Visualization for Crisis Informatics—0
Computation of the Maximum Likelihood estimator in low-rank Factor Analysis—0
Semi-supervised Fisher vector network—0
A Hardware-Friendly Algorithm for Scalable Training and Deployment of Dimensionality Reduction Models on FPGA—0
Soft Locality Preserving Map (SLPM) for Facial Expression Recognition—0
Graph Autoencoder-Based Unsupervised Feature Selection with Broad and Local Data Structure Preservation—0
Learning automata based SVM for intrusion detection—0
Deep Temporal Clustering: Fully unsupervised learning of time-domain featuresCode0
Deep Autoencoding Gaussian Mixture Model for Unsupervised Anomaly DetectionCode0
Kernel Regression with Sparse Metric Learning—0
Efficient Algorithms for t-distributed Stochastic Neighborhood EmbeddingCode0
A Mixture of Matrix Variate Bilinear Factor AnalyzersCode0
Evaluation of PPG Biometrics for Authentication in different states—0
Space-Filling Curve Indices as Acceleration Structure for Exemplar-Based Inpainting—0
Taming Wild High Dimensional Text Data with a Fuzzy Lash—0
Image Super-resolution via Feature-augmented Random ForestCode0
Multiple testing for outlier detection in functional data—0
Empirical Evaluation of Kernel PCA Approximation Methods in Classification Tasks—0
Effects of population- and seed bank noise on neutral evolution and efficacy of natural selection—0
Tensor Train Neighborhood Preserving Embedding—0
PFAx: Predictable Feature Analysis to Perform Control—0
From which world is your graph—0
Sparse Embedded k-Means Clustering—0
Sketching out the Details: Sketch-based Image Retrieval using Convolutional Neural Networks with Multi-stage RegressionCode0
Hierarchical Bayesian image analysis: from low-level modeling to robust supervised learning—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