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Classification of particle trajectories in living cells: Machine learning versus statistical testing hypothesis for fractional anomalous diffusion.
Phys Rev E. 2020 Sep;102(3-1):032402. doi: 10.1103/PhysRevE.102.032402.
Phys Rev E. 2020.
PMID: 33076015
Identifying ergodicity breaking for fractional anomalous diffusion: Criteria for minimal trajectory length.
Loch-Olszewska H, Sikora G, Janczura J, Weron A.
Loch-Olszewska H, et al.
Phys Rev E. 2016 Nov;94(5-1):052136. doi: 10.1103/PhysRevE.94.052136. Epub 2016 Nov 22.
Phys Rev E. 2016.
PMID: 27967179
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Impact of Feature Choice on Machine Learning Classification of Fractional Anomalous Diffusion.
Loch-Olszewska H, Szwabiński J.
Loch-Olszewska H, et al.
Entropy (Basel). 2020 Dec 19;22(12):1436. doi: 10.3390/e22121436.
Entropy (Basel). 2020.
PMID: 33352694
Free PMC article.
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Classification of diffusion modes in single-particle tracking data: Feature-based versus deep-learning approach.
Kowalek P, Loch-Olszewska H, Szwabiński J.
Kowalek P, et al. Among authors: loch olszewska h.
Phys Rev E. 2019 Sep;100(3-1):032410. doi: 10.1103/PhysRevE.100.032410.
Phys Rev E. 2019.
PMID: 31640019
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Inhomogeneous membrane receptor diffusion explained by a fractional heteroscedastic time series model.
Balcerek M , Loch-Olszewska H , Torreno-Pina JA , Garcia-Parajo MF , Weron A , Manzo C , Burnecki K .
Balcerek M , et al. Among authors: loch olszewska h.
Phys Chem Chem Phys. 2019 Feb 6;21(6):3114-3121. doi: 10.1039/c8cp06781c.
Phys Chem Chem Phys. 2019.
PMID: 30672913
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Detection of ε-ergodicity breaking in experimental data-A study of the dynamical functional sensibility.
Loch-Olszewska H, Szwabiński J.
Loch-Olszewska H, et al.
J Chem Phys. 2018 May 28;148(20):204105. doi: 10.1063/1.5025941.
J Chem Phys. 2018.
PMID: 29865829
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Objective comparison of methods to decode anomalous diffusion.
Muñoz-Gil G, Volpe G, Garcia-March MA, Aghion E, Argun A, Hong CB, Bland T, Bo S, Conejero JA, Firbas N, Garibo I Orts Ò, Gentili A, Huang Z, Jeon JH, Kabbech H, Kim Y, Kowalek P, Krapf D, Loch-Olszewska H, Lomholt MA, Masson JB, Meyer PG, Park S, Requena B, Smal I, Song T, Szwabiński J, Thapa S, Verdier H, Volpe G, Widera A, Lewenstein M, Metzler R, Manzo C.
Muñoz-Gil G, et al. Among authors: loch olszewska h.
Nat Commun. 2021 Oct 29;12(1):6253. doi: 10.1038/s41467-021-26320-w.
Nat Commun. 2021.
PMID: 34716305
Free PMC article.
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