Dimensionality Reduction

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

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Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 2926–2950 of 3304 papers

Title	Date	Tasks	Status
Error-Correcting Neural Networks for Two-Dimensional Curvature Computation in the Level-Set Method	Jan 22, 2022	Dimensionality Reduction	CodeCode Available
A Deep Learning Framework for Assessing Physical Rehabilitation Exercises	Jan 29, 2019	Action Quality AssessmentDeep Learning	CodeCode Available
Classifying herbal medicine origins by temporal and spectral data mining of electronic nose	Apr 14, 2021	Dimensionality Reduction	CodeCode Available
Stochastic Mutual Information Gradient Estimation for Dimensionality Reduction Networks	May 1, 2021	Dimensionality Reductionfeature selection	CodeCode Available
A Practical Algorithm for Topic Modeling with Provable Guarantees	Dec 19, 2012	Dimensionality ReductionTopic Models	CodeCode Available
Network Representation Learning: Consolidation and Renewed Bearing	May 2, 2019	Dimensionality ReductionGeneral Classification	CodeCode Available
Semi-supervised Embedding Learning for High-dimensional Bayesian Optimization	May 29, 2020	Bayesian OptimizationDimensionality Reduction	CodeCode Available
Neuc-MDS: Non-Euclidean Multidimensional Scaling Through Bilinear Forms	Nov 16, 2024	Dimensionality Reduction	CodeCode Available
Deep Learning of Conjugate Mappings	Apr 1, 2021	Deep LearningDimensionality Reduction	CodeCode Available
Neural Activation Semantic Models: Computational lexical semantic models of localized neural activations	Aug 1, 2018	Dimensionality ReductionSemantic Similarity	CodeCode Available
Joint Embedding of Graphs	Mar 10, 2017	Dimensionality Reduction	CodeCode Available
Neural Codes for Image Retrieval	Apr 7, 2014	Dimensionality ReductionImage Retrieval	CodeCode Available
Transformers predicting the future. Applying attention in next-frame and time series forecasting	Aug 18, 2021	Dimensionality ReductionTime Series	CodeCode Available
Autonomous skill discovery with Quality-Diversity and Unsupervised Descriptors	May 28, 2019	Dimensionality ReductionDiversity	CodeCode Available
k* Distribution: Evaluating the Latent Space of Deep Neural Networks using Local Neighborhood Analysis	Dec 7, 2023	Dimensionality Reduction	CodeCode Available
Approximate Bayesian Computation with Domain Expert in the Loop	Jan 28, 2022	Active LearningDimensionality Reduction	CodeCode Available
Kernel Feature Selection via Conditional Covariance Minimization	Jul 4, 2017	Dimensionality Reductionfeature selection	CodeCode Available
Evaluating Meta-Feature Selection for the Algorithm Recommendation Problem	Jun 7, 2021	Dimensionality Reductionfeature selection	CodeCode Available
Deep Kernel Principal Component Analysis for Multi-level Feature Learning	Feb 22, 2023	Dimensionality Reduction	CodeCode Available
Classes are not Clusters: Improving Label-based Evaluation of Dimensionality Reduction	Aug 1, 2023	Dimensionality Reduction	CodeCode Available
Neural Dynamics Discovery via Gaussian Process Recurrent Neural Networks	Jul 1, 2019	Dimensionality ReductionTime Series Analysis	CodeCode Available
Layered Models can "Automatically" Regularize and Discover Low-Dimensional Structures via Feature Learning	Oct 18, 2023	Dimensionality Reductionregression	CodeCode Available
Auto-NAHL: A Neural Network Approach for Condition-Based Maintenance of Complex Industrial Systems	Nov 15, 2021	Dimensionality Reduction	CodeCode Available
Semi-Supervised Graph Learning Meets Dimensionality Reduction	Mar 23, 2022	ClusteringDimensionality Reduction	CodeCode Available
Pseudocell Tracer—A method for inferring dynamic trajectories using scRNAseq and its application to B cells undergoing immunoglobulin class switch recombination	May 3, 2021	Dimensionality ReductionGenerative Adversarial Network	CodeCode Available

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All datasets MCA EMNIST

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	UDRN	Classification Accuracy	90.9	—	Unverified
2	tSNE	Classification Accuracy	51.5	—	Unverified
3	IVIS	Classification Accuracy	46.6	—	Unverified
4	UMAP	Classification Accuracy	41.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	UDRN	Classification Accuracy	71.1	—	Unverified
2	QS	Classification Accuracy	68	—	Unverified