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ML
2016
ACM
10 years 10 days ago
Lifted generative learning of Markov logic networks
Markov logic networks (MLNs) are a well-known statistical relational learning formalism that combines Markov networks with first-order logic. MLNs attach weights to formulas in ...
Jan Van Haaren, Guy Van den Broeck, Wannes Meert, ...
ML
2016
ACM
10 years 10 days ago
Lower bounds on individual sequence regret
Abstract. In this work, we lower bound the individual sequence anytime regret of a large family of online algorithms. This bound depends on the quadratic variation of the sequence,...
Eyal Gofer, Yishay Mansour
ML
2016
ACM
10 years 10 days ago
Multi-task seizure detection: addressing intra-patient variation in seizure morphologies
Abstract The accurate and early detection of epileptic seizures in continuous electroencephalographic (EEG) data has a growing role in the management of patients with epilepsy. Ear...
Alexander Van Esbroeck, Landon Smith, Zeeshan Syed...
ML
2016
ACM
10 years 10 days ago
Spatio-temporal convolution kernels
We propose a novel class of kernels to identify tactical patterns in multi-trajectory data such as soccer games. Formally, we introduce a group of R-convolution kernels called Spa...
Konstantin Knauf, Daniel Memmert, Ulf Brefeld