Dimensionality Reduction

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

( Image credit: openTSNE )

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 3101–3125 of 3304 papers

Title	Date	Tasks	Status
Supervised dimensionality reduction by a Linear Discriminant Analysis on pre-trained CNN features	Jun 22, 2020	Dimensionality ReductionSupervised dimensionality reduction	CodeCode Available
CatBoost: unbiased boosting with categorical features	Jun 28, 2017	ClusteringDimensionality Reduction	CodeCode Available
Capturing patterns of variation unique to a specific dataset	Apr 16, 2021	Dimensionality Reduction	CodeCode Available
On genetic programming representations and fitness functions for interpretable dimensionality reduction	Mar 1, 2022	Dimensionality Reduction	CodeCode Available
On Geodesic Distances and Contextual Embedding Compression for Text Classification	Apr 22, 2021	ClassificationDimensionality Reduction	CodeCode Available
Weighted Fisher Discriminant Analysis in the Input and Feature Spaces	Apr 4, 2020	Dimensionality ReductionFace Recognition	CodeCode Available
Capacity Preserving Mapping for High-dimensional Data Visualization	Sep 29, 2019	Data VisualizationDimensionality Reduction	CodeCode Available
Sirius: Visualization of Mixed Features as a Mutual Information Network Graph	Jun 9, 2021	Dimensionality Reductionfeature selection	CodeCode Available
Supervised Discriminative Sparse PCA with Adaptive Neighbors for Dimensionality Reduction	Jan 9, 2020	ClusteringDimensionality Reduction	CodeCode Available
Online Convex Matrix Factorization with Representative Regions	Apr 4, 2019	Computational EfficiencyDictionary Learning	CodeCode Available
Lens functions for exploring UMAP Projections with Domain Knowledge	May 15, 2024	Dimensionality Reduction	CodeCode Available
Online Detection of Sparse Changes in High-Dimensional Data Streams Using Tailored Projections	Aug 6, 2019	Change DetectionDimensionality Reduction	CodeCode Available
Calibrating dimension reduction hyperparameters in the presence of noise	Dec 5, 2023	Dimensionality Reductionfeature selection	CodeCode Available
Data Mapping and Finite Difference Learning	Sep 18, 2019	Dimensionality Reduction	CodeCode Available
From deep learning to mechanistic understanding in neuroscience: the structure of retinal prediction	Dec 12, 2019	Dimensionality Reduction	CodeCode Available
From Gameplay to Symbolic Reasoning: Learning SAT Solver Heuristics in the Style of Alpha(Go) Zero	Feb 14, 2018	Decision MakingDeep Reinforcement Learning	CodeCode Available
From Images to Features: Unbiased Morphology Classification via Variational Auto-Encoders and Domain Adaptation	Mar 15, 2023	Dimensionality ReductionDomain Adaptation	CodeCode Available
LEt-SNE: A Hybrid Approach To Data Embedding and Visualization of Hyperspectral Imagery	Oct 19, 2019	ClusteringDimensionality Reduction	CodeCode Available
Let There Be Order: Rethinking Ordering in Autoregressive Graph Generation	May 24, 2023	Dimensionality ReductionGraph Generation	CodeCode Available
A journey in ESN and LSTM visualisations on a language task	Dec 3, 2020	Dimensionality ReductionSentence	CodeCode Available
From Principal Subspaces to Principal Components with Linear Autoencoders	Apr 26, 2018	Dimensionality Reduction	CodeCode Available
Visualizing the PHATE of Neural Networks	Aug 7, 2019	Continual LearningDimensionality Reduction	CodeCode Available
From Small to Large Language Models: Revisiting the Federalist Papers	Feb 25, 2025	Authorship AttributionDimensionality Reduction	CodeCode Available
Caffe: Convolutional Architecture for Fast Feature Embedding	Jun 20, 2014	ClusteringDimensionality Reduction	CodeCode Available
Recommending research articles to consumers of online vaccination information	Apr 26, 2019	ArticlesDimensionality Reduction	CodeCode Available

Show:10 25 50

← PrevPage 125 of 133Next →

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