Haemophilus influenzae, a major cause of meningitis in young children leading to death and other neurological sequelae. The disease leaves 15 to 35% of the survivors with permanent disabilities, such as, mental retardation or deafness. Despite the availability of new and more powerful antibiotics children with Hib meningitis still suffer from high mortality or morbidity. The emergence of multir...

We discuss three difficulties in applying decision theory directly to planning: the computational complexity of reasoning about probability, the difficulty of gathering knowledge of probability and the difficulty of specifying behavior using utilities. We then describe a decision theoretic planning assistant that avoids some of the problems. In particular, instead of generating plans it assists...

In many machine learning problems such as the dual form of SVM, the objective function to be minimized is convex but not strongly convex. This fact causes difficulties in obtaining the complexity of some commonly used optimization algorithms. In this paper, we proved the global linear convergence on a wide range of algorithms when they are applied to some non-strongly convex problems. In partic...