Machine Learning · Statistics
The Shape of Data: Intrinsic Distance for Data Distributions
Anton Tsitsulin, Marina Munkhoeva, Davide Mottin, Panagiotis Karras +3
2020-02-18
Machine Learning · Statistics
A Survey of Dimension Estimation Methods
James A. D. Binnie, Paweł Dłotko, John Harvey, Jakub Malinowski +1
2025-07-21
Machine Learning · Statistics
Robust estimation of the intrinsic dimension of data sets with quantum cognition machine learning
Luca Candelori, Alexander G. Abanov, Jeffrey Berger, Cameron J. Hogan +7
2024-09-20
Computer Vision and Pattern Recognition · Computer Science
Intrinsic dimension estimation of data by principal component analysis
Mingyu Fan, Nannan Gu, Hong Qiao, Bo Zhang
2010-02-11
Functional Analysis · Mathematics
An Infinite Dimensional Analysis of Kernel Principal Components
Palle E. T. Jorgensen, Sooran Kang, Myung-Sin Song, Feng Tian
2022-09-09
Machine Learning · Computer Science
Monitoring the shape of weather, soundscapes, and dynamical systems: a new statistic for dimension-driven data analysis on large data sets
Henry Kvinge, Elin Farnell, Michael Kirby, Chris Peterson
2018-10-30
Numerical Analysis · Mathematics
A Framework for Data-Driven Computational Mechanics Based on Nonlinear Optimization
Cristian Guillermo Gebhardt, Dominik Schillinger, Marc Christian Steinbach, Raimund Rolfes
2019-10-29
Machine Learning · Statistics
Information Theory Measures via Multidimensional Gaussianization
Valero Laparra, J. Emmanuel Johnson, Gustau Camps-Valls, Raul Santos-Rodríguez +1
2024-10-30
Machine Learning · Computer Science
Dimensionality compression and expansion in Deep Neural Networks
Stefano Recanatesi, Matthew Farrell, Madhu Advani, Timothy Moore +2
2019-10-29
Numerical Analysis · Mathematics
Post-Processing of High-Dimensional Data
Mike Espig, Wolfgang Hackbusch, Alexander Litvinenko, Hermann G. Matthies +1
2019-09-24
Quantum Physics · Physics
Data-Driven Inference, Reconstruction, and Observational Completeness of Quantum Devices
Michele Dall'Arno, Francesco Buscemi, Alessandro Bisio, Alessandro Tosini
2020-12-15