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001 978-3-319-28379-1
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005 20200421112220.0
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020 _a9783319283791
_9978-3-319-28379-1
024 7 _a10.1007/978-3-319-28379-1
_2doi
050 4 _aQ334-342
050 4 _aTJ210.2-211.495
072 7 _aUYQ
_2bicssc
072 7 _aTJFM1
_2bicssc
072 7 _aCOM004000
_2bisacsh
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.
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 Computer Science,
_x0302-9743 ;
_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 _aComputer science.
650 0 _aComputers.
650 0 _aAlgorithms.
650 0 _aMathematical statistics.
650 0 _aDatabase management.
650 0 _aArtificial intelligence.
650 1 4 _aComputer Science.
650 2 4 _aArtificial Intelligence (incl. Robotics).
650 2 4 _aAlgorithm Analysis and Problem Complexity.
650 2 4 _aProbability and Statistics in Computer Science.
650 2 4 _aComputation by Abstract Devices.
650 2 4 _aDatabase Management.
650 2 4 _aInformation Systems Applications (incl. Internet).
700 1 _aSuzuki, Joe.
_eeditor.
700 1 _aUeno, Maomi.
_eeditor.
710 2 _aSpringerLink (Online service)
773 0 _tSpringer eBooks
776 0 8 _iPrinted edition:
_z9783319283784
830 0 _aLecture Notes in Computer Science,
_x0302-9743 ;
_v9505
856 4 0 _uhttp://dx.doi.org/10.1007/978-3-319-28379-1
912 _aZDB-2-SCS
912 _aZDB-2-LNC
942 _cEBK
999 _c57372
_d57372