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portada Dynamic Bayesian Networks as a Probabilistic Metamodel for Combat Simulation
Type
Physical Book
Author
Publisher
Language
English
Pages
120
Format
Paperback
Dimensions
28x21.6x0.6 cm
Weight
0.29 kg.
ISBN13
9781507563045
Categories

Dynamic Bayesian Networks as a Probabilistic Metamodel for Combat Simulation

Air Force Institute of Technology (Author) · Createspace · Paperback

Dynamic Bayesian Networks as a Probabilistic Metamodel for Combat Simulation - Air Force Institute of Technology

New Book Imported to South Africa
Delivery: 19 Nov - 02 Dec Shipping: 17 to 21 business days.
R 416
R 416

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Synopsis "Dynamic Bayesian Networks as a Probabilistic Metamodel for Combat Simulation"

Simulation modeling is used in many situations. Simulation meta-modeling is used to estimate a simulation model result by representing the space of simulation model responses. Metamodeling methods are particularly useful when the simulation model is not particularly suited to real-time or mean real-time use. Most metamodeling methods provide expected value responses while some situations need probabilistic responses. This research establishes the viability of Dynamic Bayesian Networks for simulation metamodeling, those situations needing probabilistic responses. A bootstrapping method is introduced to reduce simulation data requirement for a DBN, and experimental design is shown to benefit a DBN used to represent a multi-dimensional response space. An improved interpolation method is developed and shown beneficial to DBN metamodeling applications. These contributions are employed in a military modeling case study to fully demonstrate the viability of DBN metamodeling for Defense analysis application.

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