FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2127056581> ?p ?o ?g. }

• W2127056581 endingPage "319" @default.
• W2127056581 startingPage "1" @default.
• W2127056581 abstract "We define and implement a model of rational action for automated reasoning systems that makes use of flexible approximation methods and inexpensive decision-theoretic procedures to determine how best to solve a problem under bounded computational resources. The model provides metareasoning techniques which enable a reasoning system to balance the costs of increased delays with the benefits of better results in a decision context. The decision-theoretic metareasoning techniques can be applied to a variety of computational tasks. We focus on the use of metalevel decision procedures to control complex probabilistic reasoning at the base level. The approach extends traditional decision analyses to autoepistemic models that represent knowledge about problem solving, in addition to knowledge about distinctions and relationships in the world. We found that it can be valuable to allocate a portion of costly reasoning resources to metalevel deliberation about the best way to use additional resources to solve a decision problem.After reviewing principles for applying multiattribute utility theory to the control of basic computational procedures, we describe how these principles can be used to control probabilistic reasoning. In particular, we examine techniques for controlling, at run time, the tradeoff between the complexity of detailed, accurate analyses and the tractability of less complex, yet less accurate probabilistic inference. We present the architecture and functionality of a system named Protos that embodies these principles for making high-stakes decisions under time pressure. We study the behavior of Protos on decision problems in critical-care medicine. Finally, we move beyond our focus on time constraints to consider the constraints on decision-theoretic reasoning posed by the cognitive limitations of people seeking insight from automated decision systems." @default.
• W2127056581 created "2016-06-24" @default.
• W2127056581 creator A5019099476 @default.
• W2127056581 date "1991-05-01" @default.
• W2127056581 modified "2023-09-23" @default.
• W2127056581 title "Computation and action under bounded resources" @default.
• W2127056581 cites W128448889 @default.
• W2127056581 cites W140581939 @default.
• W2127056581 cites W140918242 @default.
• W2127056581 cites W1481882669 @default.
• W2127056581 cites W1484610779 @default.
• W2127056581 cites W1495982240 @default.
• W2127056581 cites W1505477995 @default.
• W2127056581 cites W1510924215 @default.
• W2127056581 cites W1517329556 @default.
• W2127056581 cites W1535040038 @default.
• W2127056581 cites W1539089518 @default.
• W2127056581 cites W1549872659 @default.
• W2127056581 cites W1556940817 @default.
• W2127056581 cites W1561981064 @default.
• W2127056581 cites W1564906124 @default.
• W2127056581 cites W157524963 @default.
• W2127056581 cites W1590224273 @default.
• W2127056581 cites W1592612919 @default.
• W2127056581 cites W1593464240 @default.
• W2127056581 cites W1593793857 @default.
• W2127056581 cites W1600795850 @default.
• W2127056581 cites W1601612555 @default.
• W2127056581 cites W1602576879 @default.
• W2127056581 cites W1628475528 @default.
• W2127056581 cites W1630331242 @default.
• W2127056581 cites W1665484771 @default.
• W2127056581 cites W1778685146 @default.
• W2127056581 cites W188378287 @default.
• W2127056581 cites W1885527984 @default.
• W2127056581 cites W1923807516 @default.
• W2127056581 cites W1965761421 @default.
• W2127056581 cites W1968181674 @default.
• W2127056581 cites W1968431527 @default.
• W2127056581 cites W1973309770 @default.
• W2127056581 cites W1980287010 @default.
• W2127056581 cites W1984314602 @default.
• W2127056581 cites W1986808060 @default.
• W2127056581 cites W199176224 @default.
• W2127056581 cites W1995914362 @default.
• W2127056581 cites W1997595419 @default.
• W2127056581 cites W2003501784 @default.
• W2127056581 cites W2004101233 @default.
• W2127056581 cites W2004467535 @default.
• W2127056581 cites W2007846998 @default.
• W2127056581 cites W2009274009 @default.
• W2127056581 cites W2011039300 @default.
• W2127056581 cites W2012404493 @default.
• W2127056581 cites W2015528568 @default.
• W2127056581 cites W2015779132 @default.
• W2127056581 cites W2020363646 @default.
• W2127056581 cites W2025130480 @default.
• W2127056581 cites W2035619190 @default.
• W2127056581 cites W2038142281 @default.
• W2127056581 cites W2039204373 @default.
• W2127056581 cites W2039964449 @default.
• W2127056581 cites W2046727047 @default.
• W2127056581 cites W2048705565 @default.
• W2127056581 cites W2051768896 @default.
• W2127056581 cites W2052222137 @default.
• W2127056581 cites W2053913299 @default.
• W2127056581 cites W2054996896 @default.
• W2127056581 cites W2058736112 @default.
• W2127056581 cites W2059372149 @default.
• W2127056581 cites W2070752811 @default.
• W2127056581 cites W2074706689 @default.
• W2127056581 cites W2076033371 @default.
• W2127056581 cites W2076056672 @default.
• W2127056581 cites W2088632786 @default.
• W2127056581 cites W2093976733 @default.
• W2127056581 cites W2097186114 @default.
• W2127056581 cites W2103793901 @default.
• W2127056581 cites W2105227386 @default.
• W2127056581 cites W2113214579 @default.
• W2127056581 cites W2126163471 @default.
• W2127056581 cites W2138113041 @default.
• W2127056581 cites W2138762173 @default.
• W2127056581 cites W2143075689 @default.
• W2127056581 cites W2144846366 @default.
• W2127056581 cites W2145170747 @default.
• W2127056581 cites W2148962857 @default.
• W2127056581 cites W2149400577 @default.
• W2127056581 cites W2151950075 @default.
• W2127056581 cites W2152323875 @default.
• W2127056581 cites W2154152299 @default.
• W2127056581 cites W2159080219 @default.
• W2127056581 cites W2159082327 @default.
• W2127056581 cites W2160206597 @default.
• W2127056581 cites W2165718398 @default.
• W2127056581 cites W2166420173 @default.
• W2127056581 cites W2166996723 @default.
• W2127056581 cites W2172991696 @default.
• W2127056581 cites W2174370050 @default.

• next