Publications

@article{nokey,

title = {Unsupervised learning of observation functions in state-space models by nonparametric moment methods},

author = {Qingci An and Yannis Kevrekidis and Fei Lu and Mauro Maggioni},

url = {https://arxiv.org/abs/2207.05242

https://doi.org/10.3934/fods.2023002},

doi = {10.3934/fods.2023002},

year  = {2023},

date = {2023-02-01},

urldate = {2023-02-01},

journal = {Foundations of Data Science},

keywords = {computational mathematics, hidden Markov models, inverse problems, Machine learning, optimal transport, regression, statistics, stochastic systems, Unsupervised Learning},

pubstate = {published},

tppubtype = {article}

}

@article{GM:mop,

title = {Multiscale Strategies for Discrete Optimal Transport},

author = {Sam Gerber and Mauro Maggioni},

url = {https://jmlr.csail.mit.edu/papers/volume18/16-108/16-108.pdf},

year  = {2017},

date = {2017-01-01},

journal = {Journ. Mach. Learn. Res.},

number = {72},

pages = {1--32},

keywords = {multiscale analysis, optimal transport, optimization},

pubstate = {published},

tppubtype = {article}

}