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Description
  • The Valued Constraint Satisfaction Problem (VCSP) is a generic optimization problem defined by a network of local cost functions defined over discrete variables. The incremental lower bounds produced by local consistency filtering are used for pruning inside Branch and Bound search. We extend the notion of arc consistency by allowing fractional weights and by allowing several arc consistency operations to be applied simultaneously. To reach a more practical algorithm, we show that the existence of a sequence of arc consistency operations which increases the lower bound can be detected by establishing arc consistency in a classical Constraint Satisfaction Problem (CSP) derived from the original cost function network. These algorithms have been implemented and evaluated on a variety of problems, including two difficult frequency assignment problems which are solved to optimality for the first time.
  • The Valued Constraint Satisfaction Problem (VCSP) is a generic optimization problem defined by a network of local cost functions defined over discrete variables. The incremental lower bounds produced by local consistency filtering are used for pruning inside Branch and Bound search. We extend the notion of arc consistency by allowing fractional weights and by allowing several arc consistency operations to be applied simultaneously. To reach a more practical algorithm, we show that the existence of a sequence of arc consistency operations which increases the lower bound can be detected by establishing arc consistency in a classical Constraint Satisfaction Problem (CSP) derived from the original cost function network. These algorithms have been implemented and evaluated on a variety of problems, including two difficult frequency assignment problems which are solved to optimality for the first time. (en)
Title
  • Soft arc consistency revisited
  • Soft arc consistency revisited (en)
skos:prefLabel
  • Soft arc consistency revisited
  • Soft arc consistency revisited (en)
skos:notation
  • RIV/68407700:21230/10:00170731!RIV11-MSM-21230___
http://linked.open...avai/riv/aktivita
http://linked.open...avai/riv/aktivity
  • P(7E08031), R
http://linked.open...iv/cisloPeriodika
  • 7-8
http://linked.open...vai/riv/dodaniDat
http://linked.open...aciTvurceVysledku
http://linked.open.../riv/druhVysledku
http://linked.open...iv/duvernostUdaju
http://linked.open...titaPredkladatele
http://linked.open...dnocenehoVysledku
  • 288228
http://linked.open...ai/riv/idVysledku
  • RIV/68407700:21230/10:00170731
http://linked.open...riv/jazykVysledku
http://linked.open.../riv/klicovaSlova
  • Valued constraint satisfaction problem, Weighted constraint satisfaction problem; Soft constraints; Constraint optimization; Local consistency; Soft arc consistency; Graphical model; Submodularity (en)
http://linked.open.../riv/klicoveSlovo
http://linked.open...odStatuVydavatele
  • GB - Spojené království Velké Británie a Severního Irska
http://linked.open...ontrolniKodProRIV
  • [C44E1486AEB9]
http://linked.open...i/riv/nazevZdroje
  • Artificial Intelligence
http://linked.open...in/vavai/riv/obor
http://linked.open...ichTvurcuVysledku
http://linked.open...cetTvurcuVysledku
http://linked.open...vavai/riv/projekt
http://linked.open...UplatneniVysledku
http://linked.open...v/svazekPeriodika
  • 174
http://linked.open...iv/tvurceVysledku
  • Werner, Tomáš
  • Sanchez, M.
  • Cooper, M. C.
  • Schiex, T.
  • Zytnicki, M.
  • de Givry, S.
http://linked.open...ain/vavai/riv/wos
  • 000277328200001
issn
  • 0004-3702
number of pages
http://localhost/t...ganizacniJednotka
  • 21230
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