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@article{foxTutorialVariationalBayesian2012a,
title = {A Tutorial on Variational {{Bayesian}} Inference},
author = {Fox, Charles W. and Roberts, Stephen J.},
year = {2012},
month = aug,
journal = {Artificial Intelligence Review},
volume = {38},
number = {2},
pages = {85--95},
issn = {1573-7462},
doi = {10.1007/s10462-011-9236-8},
language = {en}
}
@article{maBayesianEstimationBeta2011,
title = {Bayesian {{Estimation}} of {{Beta Mixture Models}} with {{Variational Inference}}},
author = {Ma, Zhanyu and Leijon, Arne},
year = {2011},
month = nov,
journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence},
volume = {33},
number = {11},
pages = {2160--2173},
issn = {1939-3539},
doi = {10.1109/TPAMI.2011.63},
keywords = {Approximation methods,Bayesian estimation,Bayesian methods,beta distribution,Data models,factorized approximation.,maximum likelihood estimation,Maximum likelihood estimation,mixture modeling,Numerical models,Probability density function,variational inference}
}
@article{lipscombStructureMechanismsEscherichia2012,
title = {Structure and {{Mechanisms}} of {{Escherichia}} Coli {{Aspartate Transcarbamoylase}}},
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}
@article{cockrellNewParadigmAllosteric2013,
title = {New {{Paradigm}} for {{Allosteric Regulation}} of {{Escherichia}} Coli {{Aspartate Transcarbamoylase}}},
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}
@article{liuAllosteryOverviewIts2016,
title = {Allostery: {{An Overview}} of {{Its History}}, {{Concepts}}, {{Methods}}, and {{Applications}}},
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}
@article{changeuxAllostericModulationUnifying2016,
title = {Allosteric {{Modulation}} as a {{Unifying Mechanism}} for {{Receptor Function}} and {{Regulation}}},
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year = {2016},
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volume = {166},
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issn = {0092-8674},
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language = {en},
number = {5}
}
@phdthesis{duvenaudAutomaticModelConstruction2014,
title = {Automatic Model Construction with {{Gaussian}} Processes},
author = {Duvenaud, David},
year = {2014},
month = nov,
doi = {10.17863/CAM.14087},
annotation = {Accepted: 2015-04-08T08:37:46Z},
copyright = {Attribution-ShareAlike 2.0 UK: England \& Wales},
language = {en},
school = {University of Cambridge},
type = {Thesis}
}
@article{sechiEstimationKoopmanGenerator2021,
title = {Estimation of the {{Koopman Generator}} by {{Newton}}'s {{Extrapolation}}},
author = {Sechi, Renata and Sikorski, Alexander and Weber, Marcus},
year = {2021},
month = jan,
volume = {19},
pages = {758--774},
publisher = {{Society for Industrial and Applied Mathematics}},
issn = {1540-3459},
doi = {10.1137/20M1333006},
journal = {Multiscale Modeling \& Simulation},
keywords = {37M10,47N60,60J28,Koopman generator,Markov process,Newton's polynomial extrapolation},
number = {2}
}
@article{nuskeSpectralPropertiesEffective2021,
title = {Spectral {{Properties}} of {{Effective Dynamics}} from {{Conditional Expectations}}},
author = {N{\"u}ske, Feliks and Koltai, P{\'e}ter and Boninsegna, Lorenzo and Clementi, Cecilia},
year = {2021},
month = feb,
volume = {23},
pages = {134},
publisher = {{Multidisciplinary Digital Publishing Institute}},
doi = {10.3390/e23020134},
copyright = {http://creativecommons.org/licenses/by/3.0/},
journal = {Entropy},
keywords = {coarse graining,extended dynamic mode decomposition,infinitesimal generator,Kramers–Moyal formulae,Langevin dynamics,spectral analysis,stochastic differential equations},
language = {en},
number = {2}
}
@article{varolgunesInterpretableEmbeddingsMolecular2020,
title = {Interpretable Embeddings from Molecular Simulations Using {{Gaussian}} Mixture Variational Autoencoders},
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year = {2020},
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volume = {1},
pages = {015012},
publisher = {{IOP Publishing}},
issn = {2632-2153},
doi = {10.1088/2632-2153/ab80b7},
journal = {Machine Learning: Science and Technology},
language = {en},
number = {1}
}
@article{liNeuralCanonicalTransformation2020,
title = {Neural {{Canonical Transformation}} with {{Symplectic Flows}}},
author = {Li, Shuo-Hui and Dong, Chen-Xiao and Zhang, Linfeng and Wang, Lei},
year = {2020},
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volume = {10},
pages = {021020},
publisher = {{American Physical Society}},
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journal = {Physical Review X},
number = {2}
}
@article{wangMachineLearningCoarseGrained2019,
title = {Machine {{Learning}} of {{Coarse}}-{{Grained Molecular Dynamics Force Fields}}},
author = {Wang, Jiang and Olsson, Simon and Wehmeyer, Christoph and P{\'e}rez, Adri{\`a} and Charron, Nicholas E. and {de Fabritiis}, Gianni and No{\'e}, Frank and Clementi, Cecilia},
year = {2019},
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volume = {5},
pages = {755--767},
publisher = {{American Chemical Society}},
issn = {2374-7943},
doi = {10.1021/acscentsci.8b00913},
journal = {ACS Central Science},
number = {5}
}
@article{nuskeCoarsegrainingMolecularSystems2019,
title = {Coarse-Graining Molecular Systems by Spectral Matching},
author = {N{\"u}ske, Feliks and Boninsegna, Lorenzo and Clementi, Cecilia},
year = {2019},
month = jul,
volume = {151},
pages = {044116},
publisher = {{American Institute of Physics}},
issn = {0021-9606},
doi = {10.1063/1.5100131},
journal = {The Journal of Chemical Physics},
number = {4}
}
@misc{MarkovmodelMdshare2021,
title = {Markovmodel/Mdshare},
year = {2021},
month = mar,
copyright = {LGPL-3.0},
howpublished = {Markov model},
keywords = {trajectories},
url={https://github.com/markovmodel/mdshare}
}
@book{claeskens_hjort_2008,
title = {Model Selection and Model Averaging},
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year = {2008},
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address = {{Cambridge}},
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}
@article{kellsMeanFirstPassage2019,
title = {Mean First Passage Times in Variational Coarse Graining Using {{Markov}} State Models},
author = {Kells, Adam and Mih{\'a}lka, Zsuzsanna {\'E}. and Annibale, Alessia and Rosta, Edina},
year = {2019},
month = apr,
volume = {150},
pages = {134107},
issn = {0021-9606},
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journal = {The Journal of Chemical Physics},
number = {13}
}
@article{jasHelixCoilTransition2018,
title = {Helix\textendash{{Coil Transition Courses Through Multiple Pathways}} and {{Intermediates}}: {{Fast Kinetic Measurements}} and {{Dimensionality Reduction}}},
shorttitle = {Helix\textendash{{Coil Transition Courses Through Multiple Pathways}} and {{Intermediates}}},
author = {Jas, Gouri S. and Kuczera, Krzysztof},
year = {2018},
month = dec,
volume = {122},
pages = {10806--10816},
publisher = {{American Chemical Society}},
issn = {1520-6106},
doi = {10.1021/acs.jpcb.8b07924},
journal = {The Journal of Physical Chemistry B},
number = {48}
}
@article{wilsonRenormalizationGroupCritical1983,
title = {The Renormalization Group and Critical Phenomena},
author = {Wilson, Kenneth G.},
year = {1983},
month = jul,
volume = {55},
pages = {583--600},
publisher = {{American Physical Society}},
doi = {10.1103/RevModPhys.55.583},
journal = {Reviews of Modern Physics},
number = {3}
}
@article{jainHierarchicalFoldingFree2014,
title = {Hierarchical {{Folding Free Energy Landscape}} of {{HP35 Revealed}} by {{Most Probable Path Clustering}}},
author = {Jain, Abhinav and Stock, Gerhard},
year = {2014},
month = jul,
volume = {118},
pages = {7750--7760},
publisher = {{American Chemical Society}},
issn = {1520-6106},
doi = {10.1021/jp410398a},
journal = {The Journal of Physical Chemistry B},
number = {28}
}
@article{mukherjeeMarkovModelsApo2016,
title = {Markov Models of the Apo -{{MDM2}} Lid Region Reveal Diffuse yet Two-State Binding Dynamics and Receptor Poses for Computational Docking},
author = {Mukherjee, Sudipto and Pantelopulos, George A. and Voelz, Vincent A.},
year = {2016},
month = aug,
volume = {6},
pages = {31631},
publisher = {{Nature Publishing Group}},
issn = {2045-2322},
doi = {10.1038/srep31631},
annotation = {Bandiera\_abtest: a Cc\_license\_type: cc\_by Cg\_type: Nature Research Journals Primary\_atype: Research Subject\_term: Computational biophysics;Virtual drug screening Subject\_term\_id: computational-biophysics;virtual-drug-screening},
copyright = {2016 The Author(s)},
journal = {Scientific Reports},
language = {en},
number = {1}
}
@article{pohleSelectingNumberStates2017,
title = {Selecting the {{Number}} of {{States}} in {{Hidden Markov Models}}: {{Pragmatic Solutions Illustrated Using Animal Movement}}},
author = {Pohle, Jennifer and Langrock, Roland and {van Beest}, Floris M. and Schmidt, Niels Martin},
year = {2017},
volume = {22},
pages = {270--293},
issn = {15372693},
doi = {10.1007/s13253-017-0283-8},
journal = {Journal of Agricultural, Biological, and Environmental Statistics},
keywords = {Animal movement,Information criteria,Selection bias,Unsupervised learning},
number = {3}
}
@article{shuklaConformationalHeterogeneityCalmodulin2016,
title = {Conformational Heterogeneity of the Calmodulin Binding Interface},
author = {Shukla, Diwakar and Peck, Ariana and Pande, Vijay S.},
year = {2016},
month = apr,
volume = {7},
pages = {10910},
publisher = {{Nature Publishing Group}},
issn = {2041-1723},
doi = {10.1038/ncomms10910},
copyright = {2016 The Author(s)},
journal = {Nature Communications},
language = {en},
number = {1}
}
@article{islamExploringDynamicsPropeller2017,
title = {Exploring the {{Dynamics}} of {{Propeller Loops}} in {{Human Telomeric DNA Quadruplexes Using Atomistic Simulations}}},
author = {Islam, Barira and Stadlbauer, Petr and {Gil-Ley}, Alejandro and {P{\'e}rez-Hern{\'a}ndez}, Guillermo and Haider, Shozeb and Neidle, Stephen and Bussi, Giovanni and Banas, Pavel and Otyepka, Michal and Sponer, Jiri},
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month = jun,
volume = {13},
pages = {2458--2480},
publisher = {{American Chemical Society}},
issn = {1549-9618},
doi = {10.1021/acs.jctc.7b00226},
journal = {Journal of Chemical Theory and Computation},
number = {6}
}
@article{wieczorekMHCClassII2016,
title = {{{MHC}} Class {{II}} Complexes Sample Intermediate States along the Peptide Exchange Pathway},
author = {Wieczorek, Marek and Sticht, Jana and Stolzenberg, Sebastian and G{\"u}nther, Sebastian and Wehmeyer, Christoph and El Habre, Zeina and {\'A}lvaro-Benito, Miguel and No{\'e}, Frank and Freund, Christian},
year = {2016},
month = nov,
volume = {7},
pages = {13224},
publisher = {{Nature Publishing Group}},
issn = {2041-1723},
doi = {10.1038/ncomms13224},
annotation = {Bandiera\_abtest: a Cc\_license\_type: cc\_by Cg\_type: Nature Research Journals Primary\_atype: Research Subject\_term: MHC class II;Protein structure predictions;Solution-state NMR Subject\_term\_id: mhc-class-ii;protein-structure-predictions;solution-state-nmr},
copyright = {2016 The Author(s)},
journal = {Nature Communications},
language = {en},
number = {1}
}
@article{plattnerProteinConformationalPlasticity2015,
title = {Protein Conformational Plasticity and Complex Ligand-Binding Kinetics Explored by Atomistic Simulations and {{Markov}} Models},
author = {Plattner, Nuria and No{\'e}, Frank},
year = {2015},
month = jul,
volume = {6},
pages = {7653},
publisher = {{Nature Publishing Group}},
issn = {2041-1723},
doi = {10.1038/ncomms8653},
copyright = {2015 The Author(s)},
journal = {Nature Communications},
language = {en},
number = {1}
}
@article{henzler-wildmanDynamicPersonalitiesProteins2007,
title = {Dynamic Personalities of Proteins},
author = {{Henzler-Wildman}, Katherine and Kern, Dorothee},
year = {2007},
month = dec,
volume = {450},
pages = {964--972},
publisher = {{Nature Publishing Group}},
issn = {1476-4687},
doi = {10.1038/nature06522},
annotation = {Bandiera\_abtest: a Cg\_type: Nature Research Journals Primary\_atype: Reviews},
copyright = {2007 Nature Publishing Group},
journal = {Nature},
language = {en},
number = {7172}
}
@article{bowmanNetworkModelsMolecular2010,
title = {Network Models for Molecular Kinetics and Their Initial Applications to Human Health},
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year = {2010},
month = jun,
volume = {20},
pages = {622--630},
publisher = {{Nature Publishing Group}},
issn = {1748-7838},
doi = {10.1038/cr.2010.57},
annotation = {Bandiera\_abtest: a Cg\_type: Nature Research Journals Primary\_atype: Reviews Subject\_term: Alzheimer's disease;Network models;Protein folding Subject\_term\_id: alzheimers-disease;network-models;protein-folding},
copyright = {2010 Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences},
journal = {Cell Research},
language = {en},
number = {6}
}
@article{kellsCorrelationFunctionsMean2020,
title = {Correlation Functions, Mean First Passage Times, and the {{Kemeny}} Constant},
author = {Kells, Adam and Koskin, Vladimir and Rosta, Edina and Annibale, Alessia},
year = {2020},
month = mar,
volume = {152},
pages = {104108},
publisher = {{American Institute of Physics}},
issn = {0021-9606},
doi = {10.1063/1.5143504},
journal = {The Journal of Chemical Physics},
number = {10}
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