Advanced methodologies for Bayesian networks : second international workshop, AMBN 2015, Yokohama, Japan, November 16-18, 2015. Proceedings / Joe Suzuki, Maomi Ueno (eds.).

By:

(2nd : International Workshop on Advanced Methodologies for Bayesian Networks (2nd : 2015 : Yokohama, Japan)

Contributor(s):

Material type: Text

TextSeries: Lecture notes in computer science. Lecture notes in artificial intelligence ; ; 9505. | LNCS sublibrary. SL 7, Artificial intelligence.Publisher: Cham : Springer, 2015Description: 1 online resource (xviii, 265 pages) : color illustrationsContent type:

text

Media type:

computer

Carrier type:

online resource

ISBN:

9783319283791
3319283790

Other title:

AMBN 2015

Subject(s): Genre/Form:

Additional physical formats: Print version:: Advanced methodologies for Bayesian networks.DDC classification:

006.3 23

LOC classification:

Q334

Online resources:

Click here to access online

Contents:

Effectiveness of graphical models including modeling. Reasoning, model selection -- Logic-probability relations -- Causality. Applying graphical models in real world settings -- Scalability -- Incremental learning.-Parallelization.

Summary: This volume constitutes the refereed proceedings of the Second International Workshop on Advanced Methodologies for Bayesian Networks, AMBN 2015, held in Yokohama, Japan, in November 2015. The 18 revised full papers and 6 invited abstracts presented were carefully reviewed and selected from numerous submissions. In the International Workshop on Advanced Methodologies for Bayesian Networks (AMBN), the researchers explore methodologies for enhancing the effectiveness of graphical models including modeling, reasoning, model selection, logic-probability relations, and causality. The exploration of methodologies is complemented discussions of practical considerations for applying graphical models in real world settings, covering concerns like scalability, incremental learning, parallelization, and so on.

Holdings ( 1 )
Title notes ( 6 )

Holdings
Item type	Current library	Collection	Call number	Status	Date due	Barcode	Item holds
eBook	e-Library	eBook LNCS		Available

Total holds: 0

International conference proceedings.

Includes author index.

Online resource; title from PDF title page (SpringerLink, viewed January 15, 2016).

This volume constitutes the refereed proceedings of the Second International Workshop on Advanced Methodologies for Bayesian Networks, AMBN 2015, held in Yokohama, Japan, in November 2015. The 18 revised full papers and 6 invited abstracts presented were carefully reviewed and selected from numerous submissions. In the International Workshop on Advanced Methodologies for Bayesian Networks (AMBN), the researchers explore methodologies for enhancing the effectiveness of graphical models including modeling, reasoning, model selection, logic-probability relations, and causality. The exploration of methodologies is complemented discussions of practical considerations for applying graphical models in real world settings, covering concerns like scalability, incremental learning, parallelization, and so on.

English.