Coherent set identification via direct low rank maximum likelihood estimation
From MaRDI portal
Publication:6635933
DOI10.1007/s00332-024-10091-xMaRDI QIDQ6635933
Péter Koltai, Nikolas Nüsken, Robert M. Polzin, Ilja Klebanov
Publication date: 12 November 2024
Published in: Journal of Nonlinear Science (Search for Journal in Brave)
clusteringmaximum likelihoodcoherent setsnonnegative matrix factorizationMarkov state modellow rank modeling
Factorization of matrices (15A23) Markov processes: estimation; hidden Markov models (62M05) Numerical methods for low-rank matrix approximation; matrix compression (65F55)
Cites Work
- Unnamed Item
- Unnamed Item
- Unnamed Item
- Unnamed Item
- Fuzzy spectral clustering by PCCA+: application to Markov state models and data classification
- Almost-invariant sets and invariant manifolds - connecting probabilistic and geometric descriptions of coherent structures in flows
- Coherent sets for nonautonomous dynamical systems
- Finite time transport in aperiodic flows
- General random perturbations of hyperbolic and expanding transformations
- Robust Perron cluster analysis in conformation dynamics
- An analytic framework for identifying finite-time coherent sets in time-dependent dynamical systems
- Nonnegative matrix factorization with mixed hypergraph regularization for community detection
- Sparse eigenbasis approximation: multiple feature extraction across spatiotemporal scales with application to coherent set identification
- Variational approach for learning Markov processes from time series data
- Definition and properties of Lagrangian coherent structures from finite-time Lyapunov exponents in two-dimensional aperiodic flows
- Generalized Low Rank Models
- Coherent Lagrangian vortices: the black holes of turbulence
- Algorithms for Nonnegative Matrix Factorization with the β-Divergence
- Dynamic isoperimetry and the geometry of Lagrangian coherent structures
- An analytical study of transport, mixing and chaos in an unsteady vortical flow
- A Distribution Dependent Refinement of Pinsker's Inequality
- Nonnegative Matrix Factorization with the Itakura-Saito Divergence: With Application to Music Analysis
- Approximating physical invariant measures of mixing dynamical systems in higher dimensions
- Studying an Agulhas ring's long-term pathway and decay with finite-time coherent sets
- Understanding the geometry of transport: Diffusion maps for Lagrangian trajectory data unravel coherent sets
- Toward a direct and scalable identification of reduced models for categorical processes
- Nonnegative Matrix Factorization
- Stirring by chaotic advection
- Kernel methods for detecting coherent structures in dynamical data
- Network measures of mixing
- Theoretical Foundations of Functional Data Analysis, with an Introduction to Linear Operators
- Transport in time-dependent dynamical systems: Finite-time coherent sets
- Almost-Invariant and Finite-Time Coherent Sets: Directionality, Duration, and Diffusion
- Learning the parts of objects by non-negative matrix factorization
- RELATIONS BETWEEN TWO SETS OF VARIATES
- Introduction to nonparametric estimation
- Unsupervised learning by probabilistic latent semantic analysis
This page was built for publication: Coherent set identification via direct low rank maximum likelihood estimation