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models-and-methods:overview [2014/05/06 05:05] stefan |
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| Through the evolution of a tutorial at AAMAS, a couple of nice graphics have emerged that illustrates the differences in complexity of a few of the problem classes. The first places the Dec-POMDP, Dec-MMDP, and MMDP in the context of the overarching Partially-Observable Stochastic Game (POSG), as well as the single-agent MDP and POMDP models. | Through the evolution of a tutorial at AAMAS, a couple of nice graphics have emerged that illustrates the differences in complexity of a few of the problem classes. The first places the Dec-POMDP, Dec-MMDP, and MMDP in the context of the overarching Partially-Observable Stochastic Game (POSG), as well as the single-agent MDP and POMDP models. | ||
| - | {{ :models-and-methods:msdm-classes.png?nolink&600 |}} | + | {{http://gaips.inesc-id.pt/switwicki/msdm-2014/msdm-classes.png&.png}} |
| The second explores subclasses of the Dec-MDP model, some of which have significantly lower complexity. | The second explores subclasses of the Dec-MDP model, some of which have significantly lower complexity. | ||
| - | {{ :models-and-methods:complexity-of-subclasses.jpg?nolink&600 |}} | + | {{http://gaips.inesc-id.pt/switwicki/msdm-2014/complexity-of-subclasses.jpg&.png}} |
| These illustration were inspired by publications such as the following, which provide detailed complexity analyses: | These illustration were inspired by publications such as the following, which provide detailed complexity analyses: | ||
