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024 7 _a10.1007/978-3-319-28379-1
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050 4 _aQ334-342
050 4 _aTA347.A78
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072 7 _aCOM004000
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082 0 4 _a006.3
_223
245 1 0 _aAdvanced Methodologies for Bayesian Networks
_h[electronic resource] :
_bSecond International Workshop, AMBN 2015, Yokohama, Japan, November 16-18, 2015. Proceedings /
_cedited by Joe Suzuki, Maomi Ueno.
250 _a1st ed. 2015.
264 1 _aCham :
_bSpringer International Publishing :
_bImprint: Springer,
_c2015.
300 _aXVIII, 265 p. 102 illus. in color.
_bonline resource.
336 _atext
_btxt
_2rdacontent
337 _acomputer
_bc
_2rdamedia
338 _aonline resource
_bcr
_2rdacarrier
347 _atext file
_bPDF
_2rda
490 1 _aLecture Notes in Artificial Intelligence,
_x2945-9141 ;
_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 _aAlgorithms.
650 0 _aComputer science
_xMathematics.
650 0 _aMathematical statistics.
650 0 _aComputer science.
650 0 _aDatabase management.
650 0 _aApplication software.
650 1 4 _aArtificial Intelligence.
650 2 4 _aAlgorithms.
650 2 4 _aProbability and Statistics in Computer Science.
650 2 4 _aTheory of Computation.
650 2 4 _aDatabase Management.
650 2 4 _aComputer and Information Systems Applications.
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)
773 0 _tSpringer Nature eBook
776 0 8 _iPrinted edition:
_z9783319283784
776 0 8 _iPrinted edition:
_z9783319283807
830 0 _aLecture Notes in Artificial Intelligence,
_x2945-9141 ;
_v9505
856 4 0 _uhttps://doi.org/10.1007/978-3-319-28379-1
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