14 citations · 27 across the 10 of their papers we have counts for
4 papers · 1 filter
Statistical and computational thresholds for the planted -densest sub-hypergraph problem
Luca Corinzia, Paolo Penna, Wojciech Szpankowski +1
In this work, we consider the problem of recovery a planted -densest sub-hypergraph on -uniform hypergraphs. This fundamental problem appears in different contexts, e.g., com…
Neural collaborative filtering for unsupervised mitral valve segmentation in echocardiography
Luca Corinzia, Fabian Laumer, Alessandro Candreva +3
The segmentation of the mitral valve annulus and leaflets specifies a crucial first step to establish a machine learning pipeline that can support physicians in performing multiple…
Continuous Submodular Function Maximization
Yatao Bian, Joachim M. Buhmann, Andreas Krause
Continuous submodular functions are a category of generally non-convex/non-concave functions with a wide spectrum of applications. The celebrated property of this class of function…
From Sets to Multisets: Provable Variational Inference for Probabilistic Integer Submodular Models
Aytunc Sahin, Yatao Bian, Joachim M. Buhmann +1
Submodular functions have been studied extensively in machine learning and data mining. In particular, the optimization of submodular functions over the integer lattice (integer su…