Description Logics: a Nice Family of Logics. Day 4: More Complexity & Undecidability ESSLLI Uli Sattler and Thomas Schneider
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1 Description Logics: a Nice Family of Logics Day 4: More Complexity & Undecidability ESSLLI 2016 Uli Sattler and Thomas Schneider 1
2 Next Some complexity results: TBox internalisation makes a DL ExpTime-hard undecidability results: closing grid makes a DL undecidable complexity results: when 3 constructors interact badly and lead to NExpTime-hardness 2
3 Is concept satisfiability always easier than TBox reasoning? Earlier, we have claimed/seen that, for ALC, concept satisfiability is in PSpace, but concept satisfiability w.r.t. a TBox is in ExpTime Next, we will see that, for ALC u, the extension of ALC with universal role u with u I = I I concept satisfiability is as hard as reasoning w.r.t. a TBox, namely ExpTime-hard this is typical phenomenon where certain constructors enable us to internalise a TBox 3
4 Internalising a TBox Definition: for T = {C 1 D 1,..., C n D n }, we use C T = ( C 1 D 1 )... ( C n D n ) for the universal T -concept (see Thomas part earlier) Reduction: for C a concept and T a TBox, define π(c, T ) = C u.c T Lemma: 1. C is satisfiable w.r.t. T iff the concept π(c, T ) is satisfiable 2. the size of π(c, T ) is linear in that of C plus T Corollary: satisfiability of ALC u concepts is as hard as satisfiability of ALC concepts w.r.t. TBoxes is, namely ExpTime-hard 4
5 Let s do that again! 5
6 Is concept satisfiability always easier than TBox reasoning? (II) Earlier, we have claimed that, for ALC, concept satisfiability is in PSpace, but concept satisfiability w.r.t. a TBox is in ExpTime Next, we will see that, for ALCIO, the extension of ALC with inverse roles r with (r ) I = {(y, x) (x, y) r I } and nominals, i.e., individual names used as concepts with ({a}) I = {a I } concept satisfiability is as hard as reasoning w.r.t. a TBox, namely ExpTime-hard this is typical phenomenon where the combination of certain constructors enables us to internalise a TBox 6
7 Internalising a TBox II Remember: for T = {C 1 D 1,..., C n D n }, we use C T = ( C 1 D 1 )... ( C n D n ) for the universal T concept that has to hold everywhere. a a This is the spy-point technique developed in ML by Areces, Blackburn, Marx. Reduction: for C a concept and T a TBox, define π(c, T ) = C p.({o} p.(c T ( r r. p.{o})) Lemma: 1. C is satisfiable w.r.t. T iff the concept π(c, T ) is satisfiable 2. the size of π(c, T ) is linear in that of C plus T Corollary: satisfiability of ALCIO concepts is as hard as satisfiability of ALCIO concepts w.r.t. TBoxes, namely ExpTime-hard 7
8 Are all DLs decidable? When do they get undecidable? 8
9 Are all DLs decidable? So far, we have extended ALC with inverse role and number restrictions...which resulted in logics whose reasoning problems are decidable...although we didn t discuss decision procedures for these extensions Next, we will discuss some undecidable extension ALC with role chain inclusions ALC with number restrictions on complex roles 9
10 An undecidable DL: ALC with role chain inclusions OWL 2 supports axioms of the form r s: a model of O with r s O must satisfy r I s I r s t: a model of O with r s t O must satisfy r I s I t I... subject to some complex restrictions...why do we need restrictions?...because axioms of this form lead to loss of tree model property and undecidability 10
11 How to prove undecidability of a DL We prove undecidability (or hardness) of a DL as follows: 1. fix reasoning problem, e.g., satisfiability of a concept w.r.t. a TBox remember Theorem 2? if concept satisfiability w.r.t. TBox is undecidable, then so is consistency of ontology then so is subsumption w.r.t. an ontology pick a decision problem known to be undecidable, e.g., the domino problem 3. reduce latter to former, i.e., provide a (computable) mapping π( ) that takes an instance D of the domino problem and turns it into a concept A D and a TBox T D such that D has a tiling if and only if A D is satisfiable w.r.t. T D i.e., a decision procedure of concept satisfiability w.r.t. TBoxes could be used as a decision procedure for the domino problem 11
12 How to prove undecidability of a DL We prove undecidability (or hardness) of a DL as follows: 1. fix reasoning problem P, e.g., satisfiability of a concept w.r.t. a TBox 2. pick a decision problem P known to be undecidable, e.g., the domino problem 3. reduce latter to former: 12
13 The Classical Domino Problem D, a fixed set of dominoe types can we tile the first quadrant using D? 13
14 The Classical Domino Problem Definition: A domino system D = (D, H, V ) set of domino types D = {D 1,..., D d }, and horizontal and vertical matching conditions H D D and V D D A tiling for D is a (total) function: t : N N D such that t(m, n), t(m + 1, n) H and t(m, n), t(m, n + 1) V Domino problem: given D, has D a tiling? It is well-known that this problem is undecidable [Berger66] 14
15 Almost Encoding the Classical Domino Problem in ALC For our reduction, we express various obligations of the domino problem in ALC TBox axioms: 1 each element carries exactly one domino type D i use unary predicate symbol D i for each domino type and D 1... D d % each element carries a domino type D 1 D 2... D d % but not more than one D 2 D 3... D d.. %... D d 1 D d 15
16 Almost Encoding the Classical Domino Problem in ALC 2 every element has a horizontal (X-) successor and a vertical (Y -) successor X. Y. 3 every element satisfies D s horizontal/vertical matching conditions: Does this suffice? D 1 No: if yes, ALC would be undecidable! X.D (D 1,D) H D 2 X.D (D 2,D) H.. D d (D 1,D) V Y.D (D 2,D) V Y.D X.D Y.D (D d,d) H (D d,d) V 16
17 Encoding the Classical Domino Problem in ALC with role chain inclusions 4 for each element, its horizontal-vertical-successors coincide with their vertical-horizontal-successors & vice versa X Y Y X and Y X X Y Lemma: Let T D be the set of axioms 1 to 4. Then is satisfiable w.r.t. T D iff D has a tiling. since the domino problem is undecidable, this implies undecidability of concept satisfiability w.r.t. TBoxes of ALC with role chain inclusions due to Theorem 2, all other standard reasoning problems are undecidable, too Proof: 1. show that, from a tiling for D, you can construct a model of T D 2. show that, from a model I of T D, you can construct a tiling for D (tricky because elements in I can have several X- or Y -successors but we can simply take the right ones...) 17
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