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020 _a9783319283791
_z978-3-319-28379-1
024 7 _a10.1007/978-3-319-28379-1
_2doi
040 _aTR-AnTOB
_beng
_cTR-AnTOB
_erda
050 4 _aQ334-342
072 7 _aUYQ
_2bicssc
072 7 _aCOM004000
_2bisacsh
072 7 _aUYQ
_2thema006.3
_223
245 1 0 _aAdvanced Methodologies for Bayesian Networks :
_bSecond International Workshop, AMBN 2015, Yokohama, Japan, November 16-18, 2015. Proceedings /
_cedited by Joe Suzuki, Maomi Ueno.
264 1 _aCham :
_bSpringer International Publishing :
_bImprint: Springer,
_c2015.
300 _a1 online resource
336 _atext
_btxt
_2rdacontent
337 _acomputer
_bc
_2rdamedia
338 _aonline resource
_bcr
_2rdacarrier
347 _atext file
_bPDF
_2rda
490 0 _aLecture Notes in Artificial Intelligence ;
_v9505
505 0 _aEffectiveness of graphical models including modeling. Reasoning, model selection -- Logic-probability relations -- Causality. Applying graphical models in real world settings -- Scalability -- Incremental learning.-Parallelization.
520 _aThis 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.
650 0 _aArtificial intelligence.
650 0 _aComputer software.
650 0 _aComputer science.
650 0 _aDatabase management.
650 1 4 _aArtificial Intelligence.
_0http://scigraph.springernature.com/things/product-market-codes/I21000
650 2 4 _aAlgorithm Analysis and Problem Complexity.
_0http://scigraph.springernature.com/things/product-market-codes/I16021
650 2 4 _aProbability and Statistics in Computer Science.
_0http://scigraph.springernature.com/things/product-market-codes/I17036
650 2 4 _aComputation by Abstract Devices.
_0http://scigraph.springernature.com/things/product-market-codes/I16013
650 2 4 _aDatabase Management.
_0http://scigraph.springernature.com/things/product-market-codes/I18024
650 2 4 _aInformation Systems Applications (incl. Internet).
_0http://scigraph.springernature.com/things/product-market-codes/I18040
700 1 _aSuzuki, Joe.
_eeditor.
_4edt
_4http://id.loc.gov/vocabulary/relators/edt
700 1 _aUeno, Maomi.
_eeditor.
_4edt
_4http://id.loc.gov/vocabulary/relators/edt
710 2 _aSpringerLink (Online service)
856 4 0 _3Springer eBooks
_zOnline access link to the resource
_uhttps://doi.org/10.1007/978-3-319-28379-1
942 _2lcc
_cEBK
041 _aeng