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*Important* --Readings for next week (and next topic)
- To: Rao Kambhampati <rao@asu.edu>
- Subject: *Important* --Readings for next week (and next topic)
- From: Subbarao Kambhampati <rao@asu.edu>
- Date: Wed, 13 Oct 2010 16:06:25 -0700
- Cc: cse571-f10@rakaposhi.eas.asu.edu
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For the "handling partial observability" topic to start next week, here is the basic outline:
We will first consider "non-deterministic" partial observability (that is you, you know you
are in one of K states, but don't have a
distribution on the K states).
Within this context we will look at conformant (don't sense) and conditional (sense once in a while) planning problems.
The actions themselves will be either deterministic or non-deterministic.
***Russell & Norvig Section 4.4 will be the atomic model
***The rest of that paper (especially Section 3 and 4) discuss ways of generalizing planning graph heuristics for this scenario.
=======
We will then look at stochastic partial observability (i.e., we have a distribution over the states). The atomic model in this case will be
POMDP
***Russell & Norvig Section 17.4 will be the atomic model
(and if we survive this, we will consider factored models for POMDPs)
Rao