mlsanityData to 7 Oct 2026

Experiments with Random Projection

arXiv 1301.3849 ↗First posted 16 Jan 2013cs.LG stat.MLcited by 27

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Abstract (arXiv)

Recent theoretical work has identified random projection as a promising dimensionality reduction technique for learning mixtures of Gausians. Here we summarize these results and illustrate them by a wide variety of experiments on synthetic and real data.

Key facts. Cited by 27 papers in the map (data through 7 Oct 2026). First posted on arXiv 16 Jan 2013.

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2021: 8; 2022: 2; 2023: 9; 2024: 4; 2025: 3; 2026: 1.

27 papers.

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  1. 2024Flora: Low-Rank Adapters Are Secretly Gradient Compressorscited by 103
  2. 2023Visual Place Recognition: A Tutorialcited by 31
  3. 2021STA-VPR: Spatio-temporal Alignment for Visual Place Recognitioncited by 15
  4. 2021Place recognition survey: An update on deep learning approachescited by 13
  5. 2023OPORP: One Permutation + One Random Projectioncited by 11
  6. 2021An Introduction to Johnson-Lindenstrauss Transformscited by 10
  7. 2022Tensor-reduced atomic density representationscited by 10
  8. 2021Quantization Algorithms for Random Fourier Featurescited by 7
  9. 2023Neural Episodic Control with State Abstractioncited by 7
  10. 2023Uncovering the Inner Workings of STEGO for Safe Unsupervised Semantic Segmentationcited by 7
  11. 2025Mysteries of the Deep: Role of Intermediate Representations in Out of Distribution Detectioncited by 6
  12. 2023Differential Privacy with Random Projections and Sign Random Projectionscited by 5
15 more
  1. 2023nSimplex Zen: A Novel Dimensionality Reduction for Euclidean and Hilbert Spacescited by 3
  2. 2023Distribution-Free Model-Agnostic Regression Calibration via Nonparametric Methodscited by 3
  3. 2021Visual Cluster Separation Using High-Dimensional Sharpened Dimensionality Reductioncited by 2
  4. 2021Randomized Projection Learning Method forDynamic Mode Decompositioncited by 2
  5. 2021A Vertical Federated Learning Method For Multi-Institutional Credit Scoring: MICScited by 2
  6. 2024Position: Stop Making Unscientific AGI Performance Claimscited by 2
  7. 2024ERX: A Fast Real-Time Anomaly Detection Algorithm for Hyperspectral Line Scanningcited by 2
  8. 2025Trajectory-Class-Aware Multi-Agent Reinforcement Learningcited by 2
  9. 2024High dimensional Bayesian Optimization via Condensing-Expansion Projectioncited by 1
  10. 2021Distribution free optimality intervals for clusteringcited by 0
  11. 2022Noisy ℓ0-Sparse Subspace Clustering on Dimensionality Reduced Datacited by 0
  12. 2023HD-Bind: Encoding of Molecular Structure with Low Precision, Hyperdimensional Binary Representationscited by 0
  13. 2023Optimal sensor placement for reconstructing wind pressure field around buildings using compressed sensingcited by 0
  14. 2025Random functions as data compressors for machine learning of molecular processescited by 0
  15. 2026Exact Limits of Random Projections for Preserving Geometry: Distance Recovery, Nearest-Neighbor Rankings, and Covariance Shape in Gaussian Modelscited by 0