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Probabilistic reasoning in multiagent systems : a graphical models approach / / Yang Xiang [[electronic resource]]
| Probabilistic reasoning in multiagent systems : a graphical models approach / / Yang Xiang [[electronic resource]] |
| Autore | Xiang Yang <1954-> |
| Pubbl/distr/stampa | Cambridge : , : Cambridge University Press, , 2002 |
| Descrizione fisica | 1 online resource (xii, 294 pages) : digital, PDF file(s) |
| Disciplina | 006.3 |
| Soggetto topico |
Distributed artificial intelligence
Bayesian statistical decision theory - Data processing Multiagent systems |
| ISBN |
1-107-13315-7
0-521-15390-5 1-280-43403-1 9786610434039 0-511-17772-0 0-511-14812-7 0-511-30516-8 0-511-54693-9 0-511-04544-1 |
| Formato | Materiale a stampa  |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto | Intelligent Agents -- Reasoning about the Environment -- Why Uncertain Reasoning? -- Multiagent Systems -- Cooperative Multiagent Probabilistic Reasoning -- Application Domains -- Bayesian Networks -- Basics on Bayesian Probability Theory -- Belief Updating Using JPD -- Graphs -- Local Computation and Message Passing -- Message Passing over Multiple Networks -- Approximation with Massive Message Passing -- Belief Updating and Cluster Graphs -- Conventions for Message Passing in Cluster Graphs -- Relation with [lambda] -- [pi] Message Passing -- Message Passing in Nondegenerate Cycles -- Message Passing in Degenerate Cycles -- Junction Trees -- Junction Tree Representation -- Graphical Separation -- Sufficient Message and Independence -- Encoding Independence in Graphs -- Junction Trees and Chordal Graphs -- Triangulation by Elimination -- Junction Trees as I-maps -- Junction Tree Construction -- Belief Updating with Junction Trees -- Algebraic Properties of Potentials -- Potential Assignment in Junction Trees -- Passing Belief over Separators -- Passing Belief through a Junction Tree -- Processing Observations -- Multiply Sectioned Bayesian Networks -- The Task of Distributed Uncertain Reasoning -- Organization of Agents during Communication -- Agent Interface -- Multiagent Dependence Structure -- Linked Junction Forests -- Multiagent Distributed Compilation of MSBNs -- Multiagent Moralization of MSDAG -- Effective Communication Using Linkage Trees -- Linkage Trees as I-maps -- Multiagent Triangulation. |
| Record Nr. | UNINA-9910456188103321 |
Xiang Yang <1954->
|
||
| Cambridge : , : Cambridge University Press, , 2002 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
| ||
Probabilistic reasoning in multiagent systems : a graphical models approach / / Yang Xiang [[electronic resource]]
| Probabilistic reasoning in multiagent systems : a graphical models approach / / Yang Xiang [[electronic resource]] |
| Autore | Xiang Yang <1954-> |
| Pubbl/distr/stampa | Cambridge : , : Cambridge University Press, , 2002 |
| Descrizione fisica | 1 online resource (xii, 294 pages) : digital, PDF file(s) |
| Disciplina | 006.3 |
| Soggetto topico |
Distributed artificial intelligence
Bayesian statistical decision theory - Data processing Multiagent systems |
| ISBN |
1-107-13315-7
0-521-15390-5 1-280-43403-1 9786610434039 0-511-17772-0 0-511-14812-7 0-511-30516-8 0-511-54693-9 0-511-04544-1 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto | Intelligent Agents -- Reasoning about the Environment -- Why Uncertain Reasoning? -- Multiagent Systems -- Cooperative Multiagent Probabilistic Reasoning -- Application Domains -- Bayesian Networks -- Basics on Bayesian Probability Theory -- Belief Updating Using JPD -- Graphs -- Local Computation and Message Passing -- Message Passing over Multiple Networks -- Approximation with Massive Message Passing -- Belief Updating and Cluster Graphs -- Conventions for Message Passing in Cluster Graphs -- Relation with [lambda] -- [pi] Message Passing -- Message Passing in Nondegenerate Cycles -- Message Passing in Degenerate Cycles -- Junction Trees -- Junction Tree Representation -- Graphical Separation -- Sufficient Message and Independence -- Encoding Independence in Graphs -- Junction Trees and Chordal Graphs -- Triangulation by Elimination -- Junction Trees as I-maps -- Junction Tree Construction -- Belief Updating with Junction Trees -- Algebraic Properties of Potentials -- Potential Assignment in Junction Trees -- Passing Belief over Separators -- Passing Belief through a Junction Tree -- Processing Observations -- Multiply Sectioned Bayesian Networks -- The Task of Distributed Uncertain Reasoning -- Organization of Agents during Communication -- Agent Interface -- Multiagent Dependence Structure -- Linked Junction Forests -- Multiagent Distributed Compilation of MSBNs -- Multiagent Moralization of MSDAG -- Effective Communication Using Linkage Trees -- Linkage Trees as I-maps -- Multiagent Triangulation. |
| Record Nr. | UNINA-9910780283503321 |
|
Xiang Yang <1954->
|
||
| Cambridge : , : Cambridge University Press, , 2002 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
| ||
Probabilistic reasoning in multiagent systems : a graphical models approach / / Yang Xiang [[electronic resource]]
| Probabilistic reasoning in multiagent systems : a graphical models approach / / Yang Xiang [[electronic resource]] |
| Autore | Xiang Yang <1954-> |
| Pubbl/distr/stampa | Cambridge : , : Cambridge University Press, , 2002 |
| Descrizione fisica | 1 online resource (xii, 294 pages) : digital, PDF file(s) |
| Disciplina | 006.3 |
| Soggetto topico |
Distributed artificial intelligence
Bayesian statistical decision theory - Data processing Multiagent systems |
| ISBN |
1-107-13315-7
0-521-15390-5 1-280-43403-1 9786610434039 0-511-17772-0 0-511-14812-7 0-511-30516-8 0-511-54693-9 0-511-04544-1 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto | Intelligent Agents -- Reasoning about the Environment -- Why Uncertain Reasoning? -- Multiagent Systems -- Cooperative Multiagent Probabilistic Reasoning -- Application Domains -- Bayesian Networks -- Basics on Bayesian Probability Theory -- Belief Updating Using JPD -- Graphs -- Local Computation and Message Passing -- Message Passing over Multiple Networks -- Approximation with Massive Message Passing -- Belief Updating and Cluster Graphs -- Conventions for Message Passing in Cluster Graphs -- Relation with [lambda] -- [pi] Message Passing -- Message Passing in Nondegenerate Cycles -- Message Passing in Degenerate Cycles -- Junction Trees -- Junction Tree Representation -- Graphical Separation -- Sufficient Message and Independence -- Encoding Independence in Graphs -- Junction Trees and Chordal Graphs -- Triangulation by Elimination -- Junction Trees as I-maps -- Junction Tree Construction -- Belief Updating with Junction Trees -- Algebraic Properties of Potentials -- Potential Assignment in Junction Trees -- Passing Belief over Separators -- Passing Belief through a Junction Tree -- Processing Observations -- Multiply Sectioned Bayesian Networks -- The Task of Distributed Uncertain Reasoning -- Organization of Agents during Communication -- Agent Interface -- Multiagent Dependence Structure -- Linked Junction Forests -- Multiagent Distributed Compilation of MSBNs -- Multiagent Moralization of MSDAG -- Effective Communication Using Linkage Trees -- Linkage Trees as I-maps -- Multiagent Triangulation. |
| Record Nr. | UNINA-9910819497103321 |
|
Xiang Yang <1954->
|
||
| Cambridge : , : Cambridge University Press, , 2002 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
| ||