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 776–800 of 3304 papers

Title	Date	Tasks	Status	Score
Deep Feature Selection using a Teacher-Student Network	Mar 17, 2019	ClusteringDimensionality Reduction	CodeCode Available	5
PLPCA: Persistent Laplacian Enhanced-PCA for Microarray Data Analysis	Jun 9, 2023	Dimensionality Reduction	CodeCode Available	5
DeepFRC: An End-to-End Deep Learning Model for Functional Registration and Classification	Jan 30, 2025	Dimensionality ReductionHandwriting Recognition	CodeCode Available	5
Practical Hash Functions for Similarity Estimation and Dimensionality Reduction	Nov 23, 2017	Dimensionality Reduction	CodeCode Available	5
Deep Gaussian Process for Crop Yield Prediction Based on Remote Sensing Data	Feb 12, 2017	Crop Yield PredictionDimensionality Reduction	CodeCode Available	5
Deep generative LDA	Oct 30, 2020	Dimensionality ReductionSpeaker Recognition	CodeCode Available	5
Dimensionality Reduction and (Bucket) Ranking: a Mass Transportation Approach	Oct 15, 2018	Dimensionality Reduction	CodeCode Available	5
Principal Components for Neural Network Initialization	Jan 31, 2025	DenoisingDimensionality Reduction	CodeCode Available	5
DeepHYDRA: Resource-Efficient Time-Series Anomaly Detection in Dynamically-Configured Systems	May 13, 2024	Anomaly DetectionDimensionality Reduction	CodeCode Available	5
Adversarial Canonical Correlation Analysis	May 20, 2020	ClusteringDimensionality Reduction	CodeCode Available	5
Principal Orthogonal Latent Components Analysis (POLCA Net)	Oct 9, 2024	Dimensionality ReductionFeature Correlation	CodeCode Available	5
Differentiable VQ-VAE's for Robust White Matter Streamline Encodings	Nov 10, 2023	Dimensionality Reduction	CodeCode Available	5
ProgNet: A Transferable Deep Network for Aircraft Engine Damage Propagation Prognosis under Real Flight Conditions	Dec 23, 2022	DenoisingDimensionality Reduction	CodeCode Available	5
Dimensionality Reduction for Binary Data through the Projection of Natural Parameters	Oct 21, 2015	Dimensionality Reduction	CodeCode Available	5
Designing Illuminant Spectral Power Distributions for Surface Classification	Jul 1, 2017	ClassificationDimensionality Reduction	CodeCode Available	5
Detecting Adversarial Examples through Nonlinear Dimensionality Reduction	Apr 30, 2019	Density EstimationDimensionality Reduction	CodeCode Available	5
Bi-Sparse Unsupervised Feature Selection	Dec 22, 2024	Dimensionality Reductionfeature selection	CodeCode Available	5
Biological Pathway Guided Gene Selection Through Collaborative Reinforcement Learning	May 30, 2025	Dimensionality Reductionfeature selection	CodeCode Available	5
Detecting covariate drift in text data using document embeddings and dimensionality reduction	Sep 17, 2023	ClassificationDimensionality Reduction	CodeCode Available	5
BinGAN: Learning Compact Binary Descriptors with a Regularized GAN	Jun 18, 2018	Dimensionality ReductionRetrieval	CodeCode Available	5
Demixed principal component analysis of population activity in higher cortical areas reveals independent representation of task parameters	Oct 22, 2014	Decision MakingDimensionality Reduction	CodeCode Available	5
Assessing parameter identifiability of a hemodynamics PDE model using spectral surrogates and dimension reduction	Jun 5, 2025	Dimensionality ReductionExperimental Design	CodeCode Available	5
Quantum algorithms for SVD-based data representation and analysis	Apr 19, 2021	Dimensionality ReductionGeneral Classification	CodeCode Available	5
Degradation Modeling and Prognostic Analysis Under Unknown Failure Modes	Feb 29, 2024	Dimensionality Reduction	CodeCode Available	5
Derivative-enhanced Deep Operator Network	Feb 29, 2024	Dimensionality Reduction	CodeCode Available	5

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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