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Dimensionality Reduction

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

( Image credit: openTSNE )

Papers

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Showing 2851–2875 of 3304 papers

TitleStatusHype
Disentangling Topic Models: A Cross-cultural Analysis of Personal Values through Words—0
A Category Space Approach to Supervised Dimensionality Reduction—0
Bayesian latent structure discovery from multi-neuron recordingsCode0
Representation Learning with Deconvolution for Multivariate Time Series Classification and VisualizationCode0
A Theoretical Analysis of Noisy Sparse Subspace Clustering on Dimensionality-Reduced Data—0
UTD-CRSS Systems for 2016 NIST Speaker Recognition Evaluation—0
Variational Koopman models: slow collective variables and molecular kinetics from short off-equilibrium simulations—0
Nonlinear Structural Vector Autoregressive Models for Inferring Effective Brain Network Connectivity—0
Structured adaptive and random spinners for fast machine learning computations—0
Improving Covariance-Regularized Discriminant Analysis for EHR-based Predictive Analytics of Diseases—0
Probabilistic Dimensionality Reduction via Structure Learning—0
A Harmonic Mean Linear Discriminant Analysis for Robust Image Classification—0
An Information Theoretic Feature Selection Framework for Big Data under Apache Spark—0
Towards a Theoretical Analysis of PCA for Heteroscedastic Data—0
Using Non-invertible Data Transformations to Build Adversarial-Robust Neural Networks—0
Efficient L1-Norm Principal-Component Analysis via Bit Flipping—0
Sequential Low-Rank Change Detection—0
Decoding dynamic brain patterns from evoked responses: A tutorial on multivariate pattern analysis applied to time-series neuroimaging data—0
The face-space duality hypothesis: a computational model—0
Multi-view Dimensionality Reduction for Dialect Identification of Arabic Broadcast Speech—0
ADAGIO: Fast Data-aware Near-Isometric Linear EmbeddingsCode0
Recursive nearest agglomeration (ReNA): fast clustering for approximation of structured signalsCode0
Supervised multiway factorizationCode0
Peacock Bundles: Bundle Coloring for Graphs with Globality-Locality Trade-off—0
Constraint matrix factorization for space variant PSFs field restorationCode0
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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