SOTAVerified

Dimensionality Reduction

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

( Image credit: openTSNE )

Papers

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Showing 2851–2900 of 3304 papers

TitleStatusHype
Variational Koopman models: slow collective variables and molecular kinetics from short off-equilibrium simulations—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
Towards K-means-friendly Spaces: Simultaneous Deep Learning and ClusteringCode1
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
Efficient L1-Norm Principal-Component Analysis via Bit Flipping—0
Using Non-invertible Data Transformations to Build Adversarial-Robust Neural Networks—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
Robust Discriminative Clustering with Sparse Regularizers—0
Constraint matrix factorization for space variant PSFs field restorationCode0
Large Scale Behavioral Analytics via Topical Interaction—0
Interacting with Massive Behavioral Data—0
Comparison among dimensionality reduction techniques based on Random Projection for cancer classification—0
Unsupervised Feature Selection Based on the Morisita Estimator of Intrinsic Dimension—0
Probabilistic Data Analysis with Probabilistic ProgrammingCode0
Training Echo State Networks with Regularization through Dimensionality Reduction—0
Ultra High-Dimensional Nonlinear Feature Selection for Big Biological Data—0
Robust High-Dimensional Linear Regression—0
Bayesian Learning of Dynamic Multilayer Networks—0
Quantum Algorithms for Compositional Natural Language ProcessingCode1
Exponential Family Embeddings—0
CNTK: Microsoft's Open-Source Deep-Learning ToolkitCode0
Pair Distance Distribution: A Model of Semantic Representation—0
Random Positive-Only Projections: PPMI-Enabled Incremental Semantic Space Construction—0
Robust Co-occurrence Quantification for Lexical Distributional Semantics—0
Jointly Event Extraction and Visualization on Twitter via Probabilistic Modelling—0
Domain Adaptation for Authorship Attribution: Improved Structural Correspondence Learning—0
TransG : A Generative Model for Knowledge Graph Embedding—0
Learning Word Meta-Embeddings—0
A Novel Bilingual Word Embedding Method for Lexical Translation Using Bilingual Sense Clique—0
Dimensionality reduction based on Distance Preservation to Local Mean (DPLM) for SPD matrices and its application in BCI—0
Genomic data analysis in tree spacesCode0
Extracting Geography from Trade Data—0
Spatial Context based Angular Information Preserving Projection for Hyperspectral Image Classification—0
Spectral Echolocation via the Wave Embedding—0
Random projections of random manifolds—0
Fitting a Simplicial Complex using a Variation of k-means—0
Incomplete Pivoted QR-based Dimensionality Reduction—0
Convergence rates of Kernel Conjugate Gradient for random design regression—0
Improving Sparse Representation-Based Classification Using Local Principal Component Analysis—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