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 2901–2925 of 3304 papers

Title	Date	Tasks	Status
Deep Learning with Nonparametric Clustering	Jan 13, 2015	ClusteringDeep Learning	CodeCode Available
Wassmap: Wasserstein Isometric Mapping for Image Manifold Learning	Apr 13, 2022	Dimensionality Reduction	CodeCode Available
Universal Feature Selection Tool (UniFeat): An Open-Source Tool for Dimensionality Reduction	Nov 30, 2022	Dimensionality Reductionfeature selection	CodeCode Available
Enhancing Affinity Propagation for Improved Public Sentiment Insights	Oct 12, 2024	ClusteringDimensionality Reduction	CodeCode Available
Enhancing Dimension-Reduced Scatter Plots with Class and Feature Centroids	Mar 29, 2024	Dimensionality Reduction	CodeCode Available
Bayesian calibration of stochastic agent based model via random forest	Jun 27, 2024	Dimensionality ReductionEpidemiology	CodeCode Available
Batch-Incremental Triplet Sampling for Training Triplet Networks Using Bayesian Updating Theorem	Jul 10, 2020	Dimensionality ReductionHistopathological Image Classification	CodeCode Available
Self-Taught Convolutional Neural Networks for Short Text Clustering	Jan 1, 2017	ClusteringDimensionality Reduction	CodeCode Available
Product Manifold Learning	Oct 19, 2020	Dimensionality Reduction	CodeCode Available
ProgNet: A Transferable Deep Network for Aircraft Engine Damage Propagation Prognosis under Real Flight Conditions	Dec 23, 2022	DenoisingDimensionality Reduction	CodeCode Available
Beyond the Nucleus: Cytoplasmic Dominance in Follicular Thyroid Carcinoma Detection Using Single-Cell Raman Imaging Across Multiple Devices	Apr 11, 2019	DiagnosticDimensionality Reduction	CodeCode Available
Semantic Relatedness Based Re-ranker for Text Spotting	Sep 17, 2019	ClusteringDimensionality Reduction	CodeCode Available
Enhancing Sufficient Dimension Reduction via Hellinger Correlation	May 30, 2024	Dimensionality Reduction	CodeCode Available
Iterative Manifold Embedding Layer Learned by Incomplete Data for Large-scale Image Retrieval	Jul 14, 2017	Dimensionality ReductionImage Retrieval	CodeCode Available
A Latent Variable Approach to Gaussian Process Modeling with Qualitative and Quantitative Factors	Jun 19, 2018	Dimensionality Reduction	CodeCode Available
Visualizing DNA reaction trajectories with deep graph embedding approaches	Nov 6, 2023	Dimensionality ReductionGraph Embedding	CodeCode Available
Cluster Exploration using Informative Manifold Projections	Sep 26, 2023	Dimensionality Reduction	CodeCode Available
Backprojection for Training Feedforward Neural Networks in the Input and Feature Spaces	Apr 5, 2020	Dimensionality Reduction	CodeCode Available
Optimal Projections for Discriminative Dictionary Learning using the JL-lemma	Aug 27, 2023	Dictionary LearningDimensionality Reduction	CodeCode Available
Jmp8 at SemEval-2017 Task 2: A simple and general distributional approach to estimate word similarity	Aug 1, 2017	Dimensionality ReductionSemantic Similarity	CodeCode Available
Visualizing hierarchies in scRNA-seq data using a density tree-biased autoencoder	Feb 11, 2021	Dimensionality ReductionQuantization	CodeCode Available
Entropic Wasserstein Component Analysis	Mar 9, 2023	Dimensionality Reduction	CodeCode Available
Nested Grassmannians for Dimensionality Reduction with Applications	Oct 27, 2020	Action RecognitionClustering	CodeCode Available
EPR-Net: Constructing non-equilibrium potential landscape via a variational force projection formulation	Jan 5, 2023	Dimensionality Reduction	CodeCode Available
Deep learning to discover and predict dynamics on an inertial manifold	Dec 20, 2019	Dimensionality ReductionTranslation	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