Institute of Information Theory and Automation

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Topic for students

Fully probabilstic design of dynamic decision startegies is a well-developed theoretical basis of learning decision systems, which are potentially widely applicable in technology, natural and societal systems. The applicability is strongly constrained by complexity of the associated optimisation, a special version of dynamic programming. In the considered case, it is necessary to...

Hierarchical control and decision making connected with complex processes always contains a layer in which, decsions are made by human being, by an "operator".  The proposed topic is related to a group of projects, which aims to create an advanced computer support of such decsion making. Existing original probabilistic theory already proved to efficient for this task. There is however a range of theoretical,...

Probabilistic dynamic systems are appplied in technology, transportation, economics, medicine, electronic democracy etc. They are able to model complex technologies, lumphatic systems or group of automata known as one-arm bandits. Often, structure of the model is known but its parameters are unknown and has to be learnt. Often it has to be done jointly with influencing the system, with control. This creates an...

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2022-08-23 12:25