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 176–200 of 3304 papers

Title	Date	Tasks	Status	Hype
Graph Convolutional Network-based Feature Selection for High-dimensional and Low-sample Size Data	Nov 25, 2022	Dimensionality Reductionfeature selection	CodeCode Available	1
HEFT: Homomorphically Encrypted Fusion of Biometric Templates	Aug 15, 2022	Dimensionality Reduction	CodeCode Available	1
A Hybrid Architecture for Out of Domain Intent Detection and Intent Discovery	Mar 7, 2023	ClusteringDimensionality Reduction	CodeCode Available	1
An Embedding is Worth a Thousand Noisy Labels	Aug 26, 2024	Dimensionality ReductionSupervised dimensionality reduction	CodeCode Available	1
An efficient aggregation method for the symbolic representation of temporal data	Jan 14, 2022	Dimensionality ReductionInformation Retrieval	CodeCode Available	1
ActUp: Analyzing and Consolidating tSNE and UMAP	May 12, 2023	Dimensionality Reduction	CodeCode Available	1
Hybrid Quantum-Classical Generative Adversarial Network for High Resolution Image Generation	Dec 22, 2022	Dimensionality ReductionGenerative Adversarial Network	CodeCode Available	1
Improving Metric Dimensionality Reduction with Distributed Topology	Jun 14, 2021	Dimensionality Reduction	CodeCode Available	1
Improving the HardNet Descriptor	Jul 19, 2020	Dimensionality ReductionImage Retrieval	CodeCode Available	1
A New Basis for Sparse Principal Component Analysis	Jul 1, 2020	ClusteringDimensionality Reduction	CodeCode Available	1
Joint and Progressive Subspace Analysis (JPSA) with Spatial-Spectral Manifold Alignment for Semi-Supervised Hyperspectral Dimensionality Reduction	Sep 21, 2020	Dimensionality Reduction	CodeCode Available	1
An Additive Autoencoder for Dimension Estimation	Oct 13, 2022	Dimensionality Reduction	CodeCode Available	1
Latent Autoregressive Source Separation	Jan 9, 2023	Dimensionality Reduction	CodeCode Available	1
A preprocessing perspective for quantum machine learning classification advantage using NISQ algorithms	Aug 28, 2022	Dimensionality ReductionQuantum Machine Learning	CodeCode Available	1
ATD: Augmenting CP Tensor Decomposition by Self Supervision	Jun 15, 2021	Data AugmentationDimensionality Reduction	CodeCode Available	1
Less is more: Faster and better music version identification with embedding distillation	Oct 7, 2020	Dimensionality ReductionRetrieval	CodeCode Available	1
Level set learning with pseudo-reversible neural networks for nonlinear dimension reduction in function approximation	Dec 2, 2021	Dimensionality Reductionregression	CodeCode Available	1
Linear Recursive Feature Machines provably recover low-rank matrices	Jan 9, 2024	Dimensionality ReductionLow-Rank Matrix Completion	CodeCode Available	1
Locally Linear Embedding and its Variants: Tutorial and Survey	Nov 22, 2020	Dimensionality ReductionSurvey	CodeCode Available	1
Markov-Lipschitz Deep Learning	Jun 15, 2020	Deep LearningDimensionality Reduction	CodeCode Available	1
Metric Space Magnitude for Evaluating the Diversity of Latent Representations	Nov 27, 2023	Dimensionality ReductionDiversity	CodeCode Available	1
Minimum-Distortion Embedding	Mar 3, 2021	Dimensionality Reduction	CodeCode Available	1
Modern Dimension Reduction	Mar 11, 2021	Dimensionality Reduction	CodeCode Available	1
The Signature Kernel is the solution of a Goursat PDE	Jun 26, 2020	Dimensionality ReductionGPU	CodeCode Available	1
Distributional Principal Autoencoders	Apr 21, 2024	DecoderDimensionality Reduction	CodeCode Available	1

Show:10 25 50

← PrevPage 8 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