46 citations · 144 across the 32 of their papers we have counts for
4 papers · 1 filter
Belief Propagation for Approximate Inference
Dong Liu, Minh Thành Vu, Zuxing Li +1
Belief propagation (BP) algorithm is a widely used message-passing method for inference in graphical models. BP on loop-free graphs converges in linear time. But for graphs with lo…
Region-based Energy Neural Network for Approximate Inference
Dong Liu, Ragnar Thobaben, Lars K. Rasmussen
Region-based free energy was originally proposed for generalized belief propagation (GBP) to improve loopy belief propagation (loopy BP). In this paper, we propose a neural network…
Will Scale-free Popularity Develop Scale-free Geo-social Networks?
Dong Liu, Viktoria Fodor, Lars K. Rasmussen
Empirical results show that spatial factors such as distance, population density and communication range affect our social activities, also reflected by the development of ties in…
On Dominant Interference in Random Networks and Communication Reliability
Dong Liu, Baptiste Cavarec, Lars K. Rasmussen +1
In this paper, we study the characteristics of dominant interference power with directional reception in a random network modelled by a Poisson Point Process. Additionally, the Lap…