activity
20162020
most citedCOVID-19 Time-series Prediction by Joint Dictionary Learning and Online NMF

3 citations · 4 across the 3 of their papers we have counts for

collaborators

11 papers

cs.LG2020

Applications of Online Nonnegative Matrix Factorization to Image and Time-Series Data

Hanbaek Lyu, Georg Menz, Deanna Needell +1

Online nonnegative matrix factorization (ONMF) is a matrix factorization technique in the online setting where data are acquired in a streaming fashion and the matrix factors are u…

math.PR2020

Hydrodynamic limit of the Kawasaki dynamics on the 1D-lattice with strong, finite-range interaction

Younghak Kwon, Georg Menz, Kyeongsik Nam

We derive the hydrodynamic limit of the Kawasaki dynamics for the one-dimensional conservative system of unbounded real-valued spins with arbitrary strong, quadratic and finite-ran…

cs.LG20203 cited

COVID-19 Time-series Prediction by Joint Dictionary Learning and Online NMF

Hanbaek Lyu, Christopher Strohmeier, Georg Menz +1

Predicting the spread and containment of COVID-19 is a challenge of utmost importance that the broader scientific community is currently facing. One of the main sources of difficul…

math.PR20191 cited

Equivalence of the grand canonical ensemble and the canonical ensemble on 1d-lattice systems

Younghak Kwon, Jaehun Lee, Georg Menz

We consider a one-dimensional lattice system of unbounded, real-valued spins with arbitrary strong, quadratic, finite-range interaction. We show the equivalence of the grand canoni…

math.PR2019

Deducing a variational principle with minimal a priori assumptions

Andrew Krieger, Georg Menz, Martin Tassy

We study the well-known variational and large deviation principle for graph homomorphisms from to . We provide a robust method to deduce those principles…

math.PR2019

Metastability in a continuous mean-field model at low temperature and strong interaction

Kaveh Bashiri, Georg Menz

We consider a system of mean-field interacting stochastic differential equations that are driven by a single-site potential of double-well form and by Brownian…