Maximum entropy and Bayesian methods in applied statistics by James H. Justice

By James H. Justice

This number of papers by means of prime researchers of their respective fields comprises contributions exhibiting using the utmost entropy approach in lots of of the fields within which it reveals program. within the actual, mathematical and organic sciences it is usually essential to make inferences according to inadequate facts. the matter of selecting one amongst the various attainable conclusions or versions which have compatibility with the knowledge can be resolved in numerous methods. a very attractive strategy is to settle on the answer which maximizes entropy within the feel that the belief or version honours the saw facts yet implies no additional assumptions now not warranted via the knowledge. the utmost entropy precept has been growing to be in significance and reputation in lots of fields, might be so much particularly statistical physics, astronomy, geophysics, sign processing, snapshot research and actual chemistry. The papers integrated during this quantity contact on lots of the present parts of analysis task and alertness, and should be of curiosity to analyze employees in all fields within which the utmost entropy procedure might be utilized.

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With respect to compositional structure, the following types are introduced. Complexes have a heterogeneous structure and their parts are called components. There are functional, temporal and spatial relations between the components and the whole. Collections consist of elements which are all related to the whole in the same way. Masses are homogeneous and can be divided into quantities. The fact that different views on an entity are allowed is interesting. For instance, the 5 Sequencing is another type of relation, not having the part-of intuition.

Thus we are able to express domain restrictions and number restrictions for part names. We can also express that certain part names have certain fillers. Further, we define a new construct which allows us to define constraints between the different parts of a composite. It is a step towards allowing for specialized reasoning and inferencing involving the part-of relation. P. Lambrix: Part-Whole Reasoning, LNAI 1771, pp. 41-53, 2000  Springer-Verlag Berlin Heidelberg 2000 42 3 5. 4 we define a part-of hierarchy for individuals based on the direct parts.

The whole-part roles form a whole-part role hierarchy. The whole-part roles not only represent structural information, but also include a functional aspect. Therefore, the whole-part roles are not transitive. It is also assumed that individuals cannot participate in a cycle via part-whole roles. P. Lambrix: Part-Whole Reasoning, LNAI 1771, pp. 31-37, 2000  Springer-Verlag Berlin Heidelberg 2000 32 3 4. Part-of in Description Logics The system needs, then, to be able to answer various queries including containment queries.

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