Title: Logics for Data and Knowledge Representation
1Logics for Data and KnowledgeRepresentation
2Outline
- Modeling
- Previous Logics
- DL
- RelBAC
- OWL
- Comprehensive
3Modeling Procedure
- Abstraction of the world to a mental model
- Clarify the domain of interest
- Clarify the relations
- Choose/build a logic
- Build the theory of the mental model with the
logic - Reason about the theory
4What distincts DL from Previous Logics?
- PL
- Logical constructors
- Interpretations
- ClassL
- Logical constructors
- Interpretations
- Ground ClassL
- Individuals
- DL
- All?
5Summary of Previous Logics We Mentioned
PL ClassL Ground ClassL DL
Syn. Np Nc Nc, Ni Nc, Ni, Nr
? ? ? ?
? ? ? ?
? ? ? ?
? ? ? ?
? ? ? ?
? ? ? ?
?
Set Set
Fill Fill
??
Sem. ?true, false ?e1, ?e1, ?e1,
6Expressiveness of DL
- Binary Relations?
- YES!
- Subsumption?
- Of course!
- More than concept subsumption!
- Arbitrary!
- Else?
- Some
- Only
- Number
7Description Logics
- Propositional DL VS. ClassL
- DL VS. Ground ClassL
- Role Constructors
- ?
- ?
-
-
- ???
In addition to concept constructors
8DL Modeling
- Model the following NL sentences with DLs.
- Children with only a single parent and no
siblings - Child?1hasParent?1hasparent??hasSibling.?
- Friends that likes foreign movies but only
Disney cartoons - Friend??like.(Movie?Foreign)??like.(Cartoon?Disne
y) - A binary tree is a tree with at most two
sub-trees that are themselves binary trees. - BTreeTree?2hasSubTree.BTree
- The monkeys that can grasp the banana are those
that have climbed onto the box at position of the
banana - Monkey??get.Banana??hasClimbedOnto.(Box??atPositi
onOf.Banana)
9DL Reasoning TBox
- Prove the following tautology
- (C?D)C?D ?R.C?R.C
- Venn Diagrams
- Concepts
- Universal, Arbitrary non-empty set, Empty set
- Relations
- Intersection, union, disjoint
- Tableaux
- An algorithm to verify satisfiability.
- Rules
- and/or/some/only
10(C?D)C?D
C
D
11?R.C?R.C
- (?R.C)I
- ?-x ?y R(x,y)?C(y)
- x(?y R(x,y)?C(y) )
- x?y (R(x,y)?C(y) )
- x?y (R(x,y)?C(y) )
- x?y R(x,y)?C(y) )
- (?R.C)I
12DL Reasoning ABox (1)
- Given the interpretation I with the domain
?Id,e,f,g - d,e,f?A B(f) R(d,e) R(e,g)
- S(g,d) S(g,g) S(e,f)
- In which A,B are concept and R,S are roles.
- Please find the instances of the ALC-concept C as
- A?B
- ?S.A
- ?S.A
- ?S.?S.?S.?S.A
- ?T.A??T.A
13DL Reasoning ABox (2)
- Let an ABox A consists of the following
assertions - Likes(Bob, Ann) Likes(Bob, Cate)
- Neighbor(Ann, Cate) Neighbor(Cate, David)
- Blond(Ann) Blond(David)
- where Neighbor is a symmetric and transitive
role. - Does A have a model?
- Is Bob an instance of the following concepts in
all models of A? - ?Likes.(Blond??Neighbor.Blond)
- ?Likes.(?Neighbor.(?Neighbor.Blond))
14Exercise on Tableaux
- The tableaux is an algorithm to check
satisfiability. - If all branches of your tableaux are open, then?
- You cannot say it is valid! Why?
- OWA!
- If all branches of your tableaux are closed,
then? - You can say it is unsatisfiable
- What can we do with tableaux?
- To prove the satisfiability of a concept.
15Tableaux cont.
- Rules
- ?
- ?
- ?
- ?
-
- Exercises
- Are these subsumptions valid?
- ?R.A??R.B??R.(A?B) ?R.A??R.B??R.(A?B)
- Decide whether the following subsumption holds
- ?R.A??R.C?T?R.D
- with TC (?R.B)?A, D(?R.A)??R.(?R.B)
16RelBAC Domain Specific DLs
- Syntax
- Nc subject groups, object types
- Ni individual subjects, individual objects
- Nr permissions
- DL constructors and formation rules
- Semantics
- Hierarchy
- Permission assignment
- Ground assignment
- Chinese Wall
- SoD
- High Level SoD
- Queries
Policies
Properties
17RelBAC Modeling
- The LDKR course consists of
- For persons Prof. Giunchiglia and TA Zhang as
lecturers, Student Tin, Hoa, Parorali, Sartori,
Chen, Gao, Lu, Zhang - For online materials syllabus, slides for
lectures, references, exercises and keys, exam
questions, results and marks. - We know that,
- Slides can be updated only by professors or TA
- Students can download all materials but only
update keys to exercises. - Each student should upload exam result to the
site that TA can read and check for propose marks
which will be finally decided by professor(s).
18LDKR Modeling Answer
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Update
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19Chinese Wall Property
- Chinese Wall (CW)
- Originally no one has any access to anything
then some requests are accepted and someone is
allowed to perform some operation on something
from then on, those has been allowed to access
should not be allowed to access on those things
arousing conflict of interests. - Conflict of Interests (COI)
- Resources in COI should be avoided access for
disclosure of information about competing
parties.
COI
COI
20Modeling of the Chinese Wall Property
- Given a COI A1, , An, if one can access Ai,
then s/he should not be allowed to access the
rest. - Suppose for Ai, the permission is Pi, then
- ?1iltjn ?Pi.Ai??Pj.Aj??
21SoD
- Separation of Duties
- Intuition
- Definition
- Semantic Details
- MEP
- MEO
- FA
- IFA
22Mutually Exclusive Positions
- A position is an organizational role denoting a
group of subjects such as employees, managers,
CEOs, etc. Given a set of positions P P1, ,
Pn, where each Pi is a concept name - To enforce that a subject can be assigned to at
most one position among P. - To enforce that no subject can be assigned to all
the positions in P. - To enforce that a subject can be assigned to at
most m positions among P.
23Exercise of MEP
- In a bank scenario, customers sign checks bank
clerks cash out the checks and managers monitor
the checks. - MEP one can play at most one of the positions
as customer, clerk and manager.
24Exercise of MEP cont.
- MEP no one can play more all of the positions
as customer, clerk and manager. - MEP one can play at most 1 of the positions as
customer, clerk and manager.
25Mutually Exclusive Operations
- An operation is a kind of permission that
subjects may be allowed to perform some act on
objects, such as Read, Download, etc. Given a set
of operations giving rise to a MEO, OP Op1, ,
Opn (where each Opi is a DL role name), then, we
distinguish two different kinds of MEO - To enforce that a subject cannot perform any two
operations in OP. - To enforce that a subject cannot perform any two
operations in OP on the same object.
26Exercise of MEO
- Suppose a common file repository scenario files
are objects, users are clients that visit the
repository and permissions are read or write. - MEO one cannot read and write at the same
time. - MEO one cannot read and write at the same time
on the same file. - Notice the difference between the two MEOs.
27Functional Access and Inverse
- FA A permission is functional iff it connects at
most one object in the range. - If each user in U, has an FA, P, to an object in
O, then - IFA A permission is inverse functional iff it
connects at most one subject in the domain. - If each object in O, has and IFA, P-, from a user
in U, then
28Exercise of FA and IFA
- Give a scenario where FA and IFA are necessary.
- Desktop usage in lab.
- Bank private manager/clerk service
-
29OWL
- OWL Lite originally intended to support those
users primarily needing a classification
hierarchy and simple constraints. - OWL DL to provide the maximum expressiveness
possible while retaining computational
completeness, decidability and the availability
of practical reasoning algorithms. - OWL Full designed to preserve some compatibility
with RDF Schema.
Syntax Semantics Expressiveness Computability
OWL Lite simple DL subset Hierarchy, simple constraints Efficient
OWL DL SHIO(D) DL Maximum possible expressiveness Exist
OWL RDF RDF Compatible with RDF Non
30Exercise of OWL
- Refer to document specification