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The '''closed world assumption''' (CWA) is the presumption that what is not currently known to be true is false. The same name also refers to a [[formal logic|logical]] formalization of this assumption by [[Raymond Reiter]]. The opposite of the closed world assumption is the [[Open world assumption|open world assumption (OWA)]], stating that lack of knowledge does not imply falsity. Decisions on CWA vs. OWA determine the understanding of the actual semantics of a conceptual expression with the same notations of concepts. A successful formalization of natural language semantics usually can not avoid an explicit revelation of whether the implicit logical backgrounds are based on CWA or OWA.
 
[[Negation as failure]] is related to the closed world assumption, as it amounts to believing false every predicate that cannot be proved to be true.
 
In the [[knowledge management]] area, the closed world assumption is used in at least two situations: 1) when the knowledge base is known to be complete (e.g., a corporate database containing records for every employee), and 2) when the knowledge base is known to be incomplete but a "best" definite answer must be derived from incomplete information. For example, if a [[database]] contains the following table reporting editors who have worked on a given article, a query on the people not having edited the article on Formal Logic is usually expected to return “Sarah Johnson”.
 
{| border="1" cellspacing="0" cellpadding="2" align="center"
! colspan="2" style="background:#ffdead;" | Edit
|-
! style="background:#efefef;" | Editor
! style="background:#efefef;" | Article
|-
| John Doe || Formal Logic
|-
| John Doe || Closed World Assumption
|-
| Joshua A. Norton || Formal Logic
|-
| Sarah Johnson || Introduction to Spatial Databases
|-
| Charles Ponzi || Formal Logic
|-
| Emma Lee-Choon || Formal Logic
|}
 
In the closed world assumption, the table is assumed to be [[Complete knowledge base|complete]] (it lists all editor-article relationships), and Sarah Johnson is the only editor who has not edited the article on Formal Logic.  In contrast, with the open world assumption the table is not assumed to contain all editor-article tuples, and the answer to who has not edited the Formal Logic article is unknown.  There is an unknown number of editors not listed in the table, and an unknown number of articles edited by Sarah Johnson that are also not listed in the table.
 
==Formalization in logic==
 
The first formalization of the closed world assumption in [[logic|formal logic]] consists in adding to the knowledge base the negation of the literals that are not currently [[logical consequence|entailed]] by it. The result of this addition is always [[consistent]] if the knowledge base is in [[Horn clause|Horn form]], but is not guaranteed to be consistent otherwise. For example, the knowledge base
:<math>\{English(Fred) \vee Irish(Fred)\}</math>
entails neither <math>English(Fred)</math> nor <math>Irish(Fred)</math>.
 
Adding the negation of these two literals to the knowledge base leads to
:<math>\{English(Fred) \vee Irish(Fred), \neg English(Fred), \neg Irish(Fred)\}</math>
which is inconsistent. In other words, this formalization of the closed world assumption sometimes turns a consistent knowledge base into an inconsistent one. The closed world assumption does not introduce an inconsistency on a knowledge base <math>K</math> exactly when the intersection of all [[Herbrand model]]s of <math>K</math> is also a model of <math>K</math>; in the propositional case, this condition is equivalent to <math>K</math> having a single minimal model, where a model is minimal if no other models has a subset of variables assigned to true.
 
Alternative formalizations not suffering from this problem have been proposed.  In the following description, the considered knowledge base <math>K</math> is assumed to be propositional. In all cases, the formalization of the closed world assumption is based on adding to <math>K</math> the negation of the formulae that are “free for negation” for <math>K</math>, i.e., the formulae that can be assumed to be false. In other words, the closed world assumption applied to a [[propositional formula]] <math>K</math> generates the formula:
:<math>K \wedge \{\neg f ~|~ f \in F\}</math>.
The set <math>F</math> of formulae that are free for negation in <math>K</math> can be defined in different ways, leading to different formalizations of the closed world assumption. The following are the definitions of <math>f</math> being free for negation in the various formalizations.
 
; CWA (closed world assumption) : <math>f</math> is a positive literal not entailed by <math>K</math>;
 
; GCWA (generalized CWA) : <math>f</math> is a positive literal such that, for every positive clause <math>c</math> such that <math>K \not\models c</math>, it holds <math>T \not\models c \vee f</math>;
 
; EGCWA (extended GCWA): same as above, but <math>f</math> is a conjunction of positive literals;
 
; CCWA (careful CWA): same as GCWA, but a positive clause is only considered if it is composed of positive literals of a given set and (both positive and negative) literals from another set;
 
; ECWA (extended CWA): similar to CCWA, but <math>f</math> is an arbitrary formula not containing literals from a given set.
 
The ECWA and the formalism of [[Circumscription (logic)|circumscription]] coincide on propositional theories. The complexity of query answering (checking whether a formula is entailed by another one under the closed world assumption) is typically in the second level of the [[polynomial hierarchy]] for general formulae, and ranges from [[P (complexity)|P]] to [[coNP]] for [[Horn clause|Horn formulae]]. Checking whether the original closed world assumption introduces an inconsistency requires at most a logarithmic number of calls to an [[Oracle machine|NP oracle]]; however, the exact complexity of this problem is not currently known.
 
==See also==
 
* [[Open world assumption]]
* [[Non-monotonic logic]]
* [[Circumscription (logic)]]
* [[Negation as failure]]
* [[Default logic]]
* [[Stable model semantics]]
* [[Unique name assumption]]
 
==References==
*{{cite journal |last1=Cadoli |first1=Marco |last2=Lenzerini |first2=Maurizio |title=The complexity of propositional closed world reasoning and circumscription |journal=Journal of Computer and System Sciences |date=April 1994 |volume=48 |issue=2 |pages=255–310 |doi=10.1016/S0022-0000(05)80004-2 |url=http://www.sciencedirect.com/science/article/pii/S0022000005800042 |accessdate=20 February 2013 |issn=0022-0000}}
*{{cite journal |last1=Eiter |first1=Thomas |last2=Gottlob |authorlink2=Georg Gottlob |first2=Georg |title=Propositional circumscription and extended closed-world reasoning are <math>\Pi^p_2</math>-complete |journal=Theoretical Computer Science |date=June 1993 |volume=114 |issue=2 |pages=231–245 |doi=10.1016/0304-3975(93)90073-3 |url=http://www.sciencedirect.com/science/article/pii/0304397593900733 |accessdate=20 February 2013 |issn=0304-3975}}
*{{cite journal |last1=Rajasekar |first1=Arcot |last2=Lobo |first2=Jorge |last3=Minker |first3=Jack |authorlink3=Jack Minker |title=Weak Generalized Closed World Assumption |journal=Journal of Automated Reasoning |date=September 1989 |volume=5 |issue=3 |pages=293–307 |doi=10.1007/BF00248321 |url=http://link.springer.com/article/10.1007/BF00248321 |accessdate=20 February 2013 |publisher=Kluwer Academic Publishers |issn=0168-7433}}
*{{cite journal |last=Lifschitz |first=Vladimir |authorlink=Vladimir Lifschitz |title=Closed-world databases and circumscription |journal=Artificial Intelligence |date=November 1985 |volume=27 |issue=2 |pages=229–235 |doi=10.1016/0004-3702(85)90055-4 |url=http://www.sciencedirect.com/science/article/pii/0004370285900554 |accessdate=20 February 2013 |issn=0004-3702}}
* J. Minker (1982). On indefinite databases and the closed world assumption. In ''Proceedings of the Sixth International Conference on Automated Deduction (CADE'82)'', pp.&nbsp;292–308.
*{{cite book |last=Reiter |first=Raymond |authorlink=Raymond Reiter |editor1-last=Gallaire |editor1-first=Hervé |editor2-last=Minker |editor2-first=Jack |editor2-link=Jack Minker |title=Logic and Data Bases |year=1978 |publisher=Plenum Press |isbn=9780306400605 |url=http://www.springer.com/computer/security+and+cryptology/book/978-0-306-40060-5 |accessdate=21 February 2013 |chapter=On Closed World Data Bases |pages=119–140}}
*{{cite journal |last1=Duan |first1=Yucong |last2=Cruz |first2=Christophe |title=Formalizing Semantic of Natural Language through Conceptualization from Existence |journal=International Journal of Innovation, Management and Technology |date=February 2011 |volume=2 |issue=1 |pages=37–42 |doi=10.7763/IJIMT.2011.V2.100 |url=http://ijimt.org/abstract/100-E00187.htm |accessdate=21 February 2013 |issn=2010-0248}}
 
==External links==
* http://www.betaversion.org/~stefano/linotype/news/91/
* [http://www.mindswap.org/2005/OWLWorkshop/sub12.pdf Closed World Reasoning in the Semantic Web through Epistemic Operators]
* [http://books.hammerpig.com/the-closed-world-assumption-of-databases.html Excerpt from Reiter's 1978 talk on the closed world assumption]
 
[[Category:Logic programming]]
[[Category:Knowledge representation]]

Revision as of 07:46, 17 January 2014

Template:Inline The closed world assumption (CWA) is the presumption that what is not currently known to be true is false. The same name also refers to a logical formalization of this assumption by Raymond Reiter. The opposite of the closed world assumption is the open world assumption (OWA), stating that lack of knowledge does not imply falsity. Decisions on CWA vs. OWA determine the understanding of the actual semantics of a conceptual expression with the same notations of concepts. A successful formalization of natural language semantics usually can not avoid an explicit revelation of whether the implicit logical backgrounds are based on CWA or OWA.

Negation as failure is related to the closed world assumption, as it amounts to believing false every predicate that cannot be proved to be true.

In the knowledge management area, the closed world assumption is used in at least two situations: 1) when the knowledge base is known to be complete (e.g., a corporate database containing records for every employee), and 2) when the knowledge base is known to be incomplete but a "best" definite answer must be derived from incomplete information. For example, if a database contains the following table reporting editors who have worked on a given article, a query on the people not having edited the article on Formal Logic is usually expected to return “Sarah Johnson”.

Edit
Editor Article
John Doe Formal Logic
John Doe Closed World Assumption
Joshua A. Norton Formal Logic
Sarah Johnson Introduction to Spatial Databases
Charles Ponzi Formal Logic
Emma Lee-Choon Formal Logic

In the closed world assumption, the table is assumed to be complete (it lists all editor-article relationships), and Sarah Johnson is the only editor who has not edited the article on Formal Logic. In contrast, with the open world assumption the table is not assumed to contain all editor-article tuples, and the answer to who has not edited the Formal Logic article is unknown. There is an unknown number of editors not listed in the table, and an unknown number of articles edited by Sarah Johnson that are also not listed in the table.

Formalization in logic

The first formalization of the closed world assumption in formal logic consists in adding to the knowledge base the negation of the literals that are not currently entailed by it. The result of this addition is always consistent if the knowledge base is in Horn form, but is not guaranteed to be consistent otherwise. For example, the knowledge base

entails neither nor .

Adding the negation of these two literals to the knowledge base leads to

which is inconsistent. In other words, this formalization of the closed world assumption sometimes turns a consistent knowledge base into an inconsistent one. The closed world assumption does not introduce an inconsistency on a knowledge base exactly when the intersection of all Herbrand models of is also a model of ; in the propositional case, this condition is equivalent to having a single minimal model, where a model is minimal if no other models has a subset of variables assigned to true.

Alternative formalizations not suffering from this problem have been proposed. In the following description, the considered knowledge base is assumed to be propositional. In all cases, the formalization of the closed world assumption is based on adding to the negation of the formulae that are “free for negation” for , i.e., the formulae that can be assumed to be false. In other words, the closed world assumption applied to a propositional formula generates the formula:

.

The set of formulae that are free for negation in can be defined in different ways, leading to different formalizations of the closed world assumption. The following are the definitions of being free for negation in the various formalizations.

CWA (closed world assumption)
is a positive literal not entailed by ;
GCWA (generalized CWA)
is a positive literal such that, for every positive clause such that , it holds ;
EGCWA (extended GCWA)
same as above, but is a conjunction of positive literals;
CCWA (careful CWA)
same as GCWA, but a positive clause is only considered if it is composed of positive literals of a given set and (both positive and negative) literals from another set;
ECWA (extended CWA)
similar to CCWA, but is an arbitrary formula not containing literals from a given set.

The ECWA and the formalism of circumscription coincide on propositional theories. The complexity of query answering (checking whether a formula is entailed by another one under the closed world assumption) is typically in the second level of the polynomial hierarchy for general formulae, and ranges from P to coNP for Horn formulae. Checking whether the original closed world assumption introduces an inconsistency requires at most a logarithmic number of calls to an NP oracle; however, the exact complexity of this problem is not currently known.

See also

References

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    Discover out more about real estate funding in the area, together with info on international funding incentives and property possession. Many Singaporeans have been investing in property across the causeway in recent years, attracted by comparatively low prices. However, those who need to exit their investments quickly are likely to face significant challenges when trying to sell their property – and could finally be stuck with a property they can't sell. Career improvement programmes, in-house valuation, auctions and administrative help, venture advertising and marketing, skilled talks and traisning are continuously planned for the sales associates to help them obtain better outcomes for his or her shoppers while at Knight Frank Singapore. No change Present Rules

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    A vendor's stamp duty has been launched on industrial property for the primary time, at rates ranging from 5 per cent to 15 per cent. The Authorities might be trying to reassure the market that they aren't in opposition to foreigners and PRs investing in Singapore's property market. They imposed these measures because of extenuating components available in the market." The sale of new dual-key EC models will even be restricted to multi-generational households only. The models have two separate entrances, permitting grandparents, for example, to dwell separately. The vendor's stamp obligation takes effect right this moment and applies to industrial property and plots which might be offered inside three years of the date of buy. JLL named Best Performing Property Brand for second year running

    The data offered is for normal info purposes only and isn't supposed to be personalised investment or monetary advice. Motley Fool Singapore contributor Stanley Lim would not personal shares in any corporations talked about. Singapore private home costs increased by 1.eight% within the fourth quarter of 2012, up from 0.6% within the earlier quarter. Resale prices of government-built HDB residences which are usually bought by Singaporeans, elevated by 2.5%, quarter on quarter, the quickest acquire in five quarters. And industrial property, prices are actually double the levels of three years ago. No withholding tax in the event you sell your property. All your local information regarding vital HDB policies, condominium launches, land growth, commercial property and more

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  • J. Minker (1982). On indefinite databases and the closed world assumption. In Proceedings of the Sixth International Conference on Automated Deduction (CADE'82), pp. 292–308.
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  • One of the biggest reasons investing in a Singapore new launch is an effective things is as a result of it is doable to be lent massive quantities of money at very low interest rates that you should utilize to purchase it. Then, if property values continue to go up, then you'll get a really high return on funding (ROI). Simply make sure you purchase one of the higher properties, reminiscent of the ones at Fernvale the Riverbank or any Singapore landed property Get Earnings by means of Renting

    In its statement, the singapore property listing - website link, government claimed that the majority citizens buying their first residence won't be hurt by the new measures. Some concessions can even be prolonged to chose teams of consumers, similar to married couples with a minimum of one Singaporean partner who are purchasing their second property so long as they intend to promote their first residential property. Lower the LTV limit on housing loans granted by monetary establishments regulated by MAS from 70% to 60% for property purchasers who are individuals with a number of outstanding housing loans on the time of the brand new housing purchase. Singapore Property Measures - 30 August 2010 The most popular seek for the number of bedrooms in Singapore is 4, followed by 2 and three. Lush Acres EC @ Sengkang

    Discover out more about real estate funding in the area, together with info on international funding incentives and property possession. Many Singaporeans have been investing in property across the causeway in recent years, attracted by comparatively low prices. However, those who need to exit their investments quickly are likely to face significant challenges when trying to sell their property – and could finally be stuck with a property they can't sell. Career improvement programmes, in-house valuation, auctions and administrative help, venture advertising and marketing, skilled talks and traisning are continuously planned for the sales associates to help them obtain better outcomes for his or her shoppers while at Knight Frank Singapore. No change Present Rules

    Extending the tax exemption would help. The exemption, which may be as a lot as $2 million per family, covers individuals who negotiate a principal reduction on their existing mortgage, sell their house short (i.e., for lower than the excellent loans), or take part in a foreclosure course of. An extension of theexemption would seem like a common-sense means to assist stabilize the housing market, but the political turmoil around the fiscal-cliff negotiations means widespread sense could not win out. Home Minority Chief Nancy Pelosi (D-Calif.) believes that the mortgage relief provision will be on the table during the grand-cut price talks, in response to communications director Nadeam Elshami. Buying or promoting of blue mild bulbs is unlawful.

    A vendor's stamp duty has been launched on industrial property for the primary time, at rates ranging from 5 per cent to 15 per cent. The Authorities might be trying to reassure the market that they aren't in opposition to foreigners and PRs investing in Singapore's property market. They imposed these measures because of extenuating components available in the market." The sale of new dual-key EC models will even be restricted to multi-generational households only. The models have two separate entrances, permitting grandparents, for example, to dwell separately. The vendor's stamp obligation takes effect right this moment and applies to industrial property and plots which might be offered inside three years of the date of buy. JLL named Best Performing Property Brand for second year running

    The data offered is for normal info purposes only and isn't supposed to be personalised investment or monetary advice. Motley Fool Singapore contributor Stanley Lim would not personal shares in any corporations talked about. Singapore private home costs increased by 1.eight% within the fourth quarter of 2012, up from 0.6% within the earlier quarter. Resale prices of government-built HDB residences which are usually bought by Singaporeans, elevated by 2.5%, quarter on quarter, the quickest acquire in five quarters. And industrial property, prices are actually double the levels of three years ago. No withholding tax in the event you sell your property. All your local information regarding vital HDB policies, condominium launches, land growth, commercial property and more

    There are various methods to go about discovering the precise property. Some local newspapers (together with the Straits Instances ) have categorised property sections and many local property brokers have websites. Now there are some specifics to consider when buying a 'new launch' rental. Intended use of the unit Every sale begins with 10 p.c low cost for finish of season sale; changes to 20 % discount storewide; follows by additional reduction of fiftyand ends with last discount of 70 % or extra. Typically there is even a warehouse sale or transferring out sale with huge mark-down of costs for stock clearance. Deborah Regulation from Expat Realtor shares her property market update, plus prime rental residences and houses at the moment available to lease Esparina EC @ Sengkang

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