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 126–150 of 3304 papers

Title	Date	Tasks	Status	Hype
Deep Learning for Functional Data Analysis with Adaptive Basis Layers	Jun 19, 2021	Deep LearningDimensionality Reduction	CodeCode Available	1
PyKale: Knowledge-Aware Machine Learning from Multiple Sources in Python	Jun 17, 2021	BIG-bench Machine LearningDimensionality Reduction	CodeCode Available	1
Disentangling Identifiable Features from Noisy Data with Structured Nonlinear ICA	Jun 17, 2021	Dimensionality ReductionDisentanglement	CodeCode Available	1
ATD: Augmenting CP Tensor Decomposition by Self Supervision	Jun 15, 2021	Data AugmentationDimensionality Reduction	CodeCode Available	1
Improving Metric Dimensionality Reduction with Distributed Topology	Jun 14, 2021	Dimensionality Reduction	CodeCode Available	1
HUMAP: Hierarchical Uniform Manifold Approximation and Projection	Jun 14, 2021	Dimensionality Reduction	CodeCode Available	1
Unsupervised Behaviour Discovery with Quality-Diversity Optimisation	Jun 10, 2021	Dimensionality ReductionDiversity	CodeCode Available	1
Large-scale optimal transport map estimation using projection pursuit	Jun 9, 2021	Dimensionality Reduction	CodeCode Available	1
Scalable conditional deep inverse Rosenblatt transports using tensor-trains and gradient-based dimension reduction	Jun 8, 2021	Bayesian InferenceDimensionality Reduction	CodeCode Available	1
HoroPCA: Hyperbolic Dimensionality Reduction via Horospherical Projections	Jun 7, 2021	Dimensionality Reduction	CodeCode Available	1
SKFAC:Training Neural Networks with Faster Kronecker-Factored Approximate Curvature	Jun 1, 2021	Dimensionality Reduction	CodeCode Available	1
WiCluster: Passive Indoor 2D/3D Positioning using WiFi without Precise Labels	May 31, 2021	Dimensionality ReductionPosition	CodeCode Available	1
Estimating leverage scores via rank revealing methods and randomization	May 23, 2021	Dimensionality Reduction	CodeCode Available	1
A hyperparameter-tuning approach to automated inverse planning	May 14, 2021	Bayesian OptimizationDimensionality Reduction	CodeCode Available	1
A tutorial on generalized eigendecomposition for denoising, contrast enhancement, and dimension reduction in multichannel electrophysiology	Apr 26, 2021	DenoisingDimensionality Reduction	CodeCode Available	1
Equivariant Wavelets: Fast Rotation and Translation Invariant Wavelet Scattering Transforms	Apr 22, 2021	Dimensionality ReductionTranslation	CodeCode Available	1
ProsoBeast Prosody Annotation Tool	Apr 6, 2021	Dimensionality Reduction	CodeCode Available	1
VERB: Visualizing and Interpreting Bias Mitigation Techniques for Word Representations	Apr 6, 2021	Decision MakingDimensionality Reduction	CodeCode Available	1
Generative Locally Linear Embedding	Apr 4, 2021	Dimensionality ReductionVariational Inference	CodeCode Available	1
Rethinking Spatial Dimensions of Vision Transformers	Mar 30, 2021	Dimensionality Reductionimage-classification	CodeCode Available	1
Drop-Bottleneck: Learning Discrete Compressed Representation for Noise-Robust Exploration	Mar 23, 2021	Adversarial RobustnessDimensionality Reduction	CodeCode Available	1
Low Dimensional Landscape Hypothesis is True: DNNs can be Trained in Tiny Subspaces	Mar 20, 2021	Dimensionality Reduction	CodeCode Available	1
DataLens: Scalable Privacy Preserving Training via Gradient Compression and Aggregation	Mar 20, 2021	Dimensionality ReductionNavigate	CodeCode Available	1
Revisiting Dynamic Convolution via Matrix Decomposition	Mar 15, 2021	Dimensionality Reduction	CodeCode Available	1
R-PointHop: A Green, Accurate, and Unsupervised Point Cloud Registration Method	Mar 15, 2021	AttributeDimensionality Reduction	CodeCode Available	1

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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