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ML
2016
ACM
8 years 7 months 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
8 years 7 months 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
8 years 7 months 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
8 years 7 months 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