1. Evaluating Ontological Decisions with OntoClean Chris Welty, Vassar College, USA Nicola Guarino, LADSEB-CNR, Italy

2. 2 What is Ontology? A discipline of Philosophy –Meta-physics dates back to Artistotle –Ontology dates back to 17th century –The science of what is Borrowed by AI –McCarthy calls for “a list of things that exist” Evolution of meaning –Now refers to domain modelling, conceptual modeling, knowledge engineering, etc.

3. 3 What is an Ontology? complexity a catalog a set of general logical constraints a glossary a set of text files a thesaurus a collection of taxonomies a collection of frames with automated reasoning without automated reasoning

4. 4 OntoClean Approach Draw fundamental notions from Formal Ontology Establish a set of useful meta-properties, based on behavior wrt above notions Explore the way these meta-properties combine to form relevant property kinds Explore the taxonomic constraints imposed by these property kinds.

5. 5 Dealing with Ontological Relativism Deciding about the meta-properties carried by a given property… Is up to YOU ! But a common agreement must be achieved about the formal meaning (and practical utility) of meta-properties

6. 6 What is a taxonomic relationship? Is-a, a-kind-of, specialization-of, subclass (Brachman, 1983) –“horse is a mammal” Helps deal with complexity What does it mean?  x  (x)   (x)

7. 7 Ontology-driven conceptual modeling Formal Ontological Properties/Relations Useful Property Kinds Ontology-Driven Modeling Principles Minimal Top-Level Ontology User Conceptualization Conceptual Model Ontology Methodology

8. 8 Basic Philosophical Notions ( taken from Formal Ontology) Essence Identity Unity Dependence

9. 9 Essence and Rigidity Certain entities have essential properties. –Hammers must be hard. –John must be a person. Certain properties are essential to all their instances (compare being a person with being hard). These properties are rigid - if an entity is ever an instance of a rigid property, it must always be.

10. 10 Formal Rigidity    is rigid (+R):  x  (x)   (x) –e.g. Person, Apple   is non-rigid (-R):  x  (x)  ¬  (x) –e.g. Red, Male    is anti-rigid (~R):  x  (x)  ¬  (x) –e.g. Student, Agent

11. 11 Rigidity Constraint +R  ~R Why?  x P(x)  Q(x) Q ~R P +R O10

12. 12 Identity and Unity Identity: is this my dog? Unity: is the collar part of my dog?

13. 13 Identity criteria Classical formulation:  (x)   (y)  (  (x,y)  x = y) Generalization:  (x,t)   (y,t’)  (  (x,y,t,t’)  x = y) (synchronic: t = t’ ; diachronic: t ≠ t’) In most cases,  is based on the sameness of certain characteristic features:  (x,y, t,t’) =  z (  (x,z,t)   (y,z,t’))

14. 14 A Stronger Notion: Global ICs Local IC:  (x,t)   (y,t’)  (  (x,y,t,t’)  x = y) Global IC (rigid properties only):  (x,t)  (  (y,t’)   (x,y,t,t’)  x = y)

15. 15 Identity Conditions along Taxonomies Adding ICs: –Polygon: same edges, same angles Triangle: two edges, one angle –Equilateral triangle: one edge Just inheriting ICs: –Person Student

16. 16 Identity meta-properties Supplying (global) identity (+O) –Having some “own” IC that doesn’t hold for a subsuming property Carrying (global) identity (+I) –Having an IC (either own or inherited) Not carrying (global) identity (-I)

17. 17 Identity Disjointness Constraint Properties with incompatible ICs are disjoint Besides being used for recognizing sortals, ICs impose constraints on them, making their ontological nature explicit: Examples: sets vs. ordered sets amounts of matter vs. assemblies

18. 18 Unity Criteria An object x is a whole under  iff  is an equivalence relation that binds together all the parts of x, such that P(y,x)  (P(z,x)   y,z)) but not  y,z)   x(P(y,x)  P(z,x)) P is the part-of relation  can be seen as a generalized indirect connection

19. 19 Unity Meta-Properties If all instances of a property  are wholes under the same relation  carries unity (+U) When at least one instance of  is not a whole, or when two instances of  are wholes under different relations,  does not carry unity (-U) When no instance of  is a whole,  carries anti-unity (~U)

20. 20 Unity Disjointness Constraint Properties with incompatible UCs are disjoint +U  ~U

21. 21 Property Dependence Does a property holding for x depend on something else besides x? (property dependence) –P(x)   y Q(y) –y should not be a part of x Example: Student/Teacher, customer/vendor

22. 22 Basic Property Kinds Table

23. 23 Sortals, categories, and other properties Sortals (horse, triangle, amount of matter, person, student...) –Carry identity –Usually correspond to nouns –High organizational utility –Main subclasses: types and roles Categories (universal, particular, event, substance...) –No identity –Useful generalizations for sortals –Characterized by a set of (only necessary) formal properties –Good organizational utility Other non-sortals (red, big, decomposable, eatable, dependent, singular...) –No identity –Correspond to adjectives –Span across different sortals –Limited organizational utility (but high semantic value)

24. 24 A formal ontology of properties Property Non-sortal -I Role ~R+D Sortal +I Formal Role Attribution -R-D Category +R Mixin -D Type +O Quasi-type -O Non-rigid -R Rigid +R Material role Anti-rigid ~R Phased sortal -D +L

25. 25 The Backbone Taxonomy Assumption: no entity without identity Since identity is supplied by types, every entity must instantiate a type The taxonomy of types spans the whole domain Together with categories, types form the backbone taxonomy, which represents the invariant structure of a domain (rigid properties spanning the whole domain)

26. 26 Taxonomic Constraints +R  ~R -I  +I -U  +U +U  ~U -D  +D Incompatible IC’s are disjoint Incompatible UC’s are disjoint Categories subsume everything Roles can’t subsume types

27. 27 Idealized view of an ontology

28. 28 An extended example

29. 29 Dealing with Ontological Relativism Deciding about the meta-properties carried by a given property… Is up to YOU ! But a common agreement must be achieved about the formal meaning (and practical utility) of meta-properties

30. 30 Property Analysis Entity, Location Entity –Everything is an entity –-I-U-D+R –Category Location –A generalized region of space. –+O: by its parts (mereologically extensional). –~U: no way to isolate a location –-D+R –Type

31. 31 Property Analysis Amount of Matter, Red Amount of Matter –unstructured /scattered “stuff” as lumps of clay or some bricks –+O: mereologically extensional –~U: intrinsically no unity –-D+R –Type Red –Really Red-thing, the set of all red-colored entities –-I-U-D-R –Formal Attribution

32. 32 Property Analysis Agent, Group Agent –An entity playing a part in some event –-I-U: no universal IC/UC –+D: on the event/action participating in –~R: no instance is necessarily an agent –Formal role Group –An unstructured collection of wholes –+O: same-members –~U: unstructured, no unity. – -D+R –Type

33. 33 Property Analysis Physical Object, Living Being Physical Object –Isolated material objects. –+O: same spatial location (only synchronic, no common diachronic IC). –+U: Topological –-D+R –Type Living Being –+O: same-DNA (only nec.) –+U: biological unity –-D+R –Type

34. 34 Property Analysis Food, Animal Food –+I-O~U: amt. of matter –+D: something that eats it. –~R: being food is not necessary... –Material Role Animal –+O: same-brain –+U: biological unity –-D+R –Type

35. 35 Property Analysis Legal Agent, Group of People Legal Agent –A legally recognized entity –+L: All legal systems have a defined IC, has- same-legal-ID –-U: no universal unity –+D: on the legal body that recognizes it –~R: not necessary –Material Role Group of People –See Group –+I-O~U-D+R –Quasi-type

36. 36 Property Analysis Social Entity, Organization Social Entity –A group of people together for social reasons –-I: no universal IC –+U: social-connection –-D+R –category Organization –A group of people together, with roles that define some structure –+O: same-mission and way of operating –+U: functional –-D+R –Type

37. 37 Property Analysis Fruit Fruit –An individual fruit, such as an orange or bannana –+O: same-plant, same- shape, etc. (only nec.) –+U: topological –-D+R –Type

38. 38 Property Analysis Apple, Red Apple Apple –+O: shape, color, skin pattern (only nec) –+U: topological –-D+R –Type Red-Apple –+I-O: from Apple –+U: from Apple –-D –~R: no red apple is necessarily red –type-attribution mixin

39. 39 Property Analysis Vertebrate, Person Vertebrate –Really vertebrate- animal –A biological classification that adds new membership criteria (has-backbone) –+I-O: from animal –+U: from animal –-D+R –quasi-type Person –+O: same-fingerprint –+U: from animal –-D+R –Type

40. 40 Property Analysis Butterfly, Caterpillar Butterfly –+L: same-wing-pattern –+U: biological –-D –~R: the same entity can be something else (a caterpillar) –Phased sortal Caterpillar –+L: spots, legs, color –+U: biological –-D –~R: caterpillars become butterflies and change their IC –Phased sortal

41. 41 Property Analysis Country Country –A place recognized by convention as autonomous –+L: government, sub-regions –+U: countries are countable (heuristic) –-D –~R: some countries do not exist as countries any more (e.g. Prussia) but are still places –Phased sortal

42. 42 Entity Fruit Physical object Group of people Country Food Animal Legal agent Amount of matter Group Living being Location Agent Red Red apple Person Vertebrate Apple Caterpillar Butterfly Organization Social entity assign meta-properties

43. 43 Remove non-rigid properties Entity -I-U-D+R Physical object +O+U-D+R Amount of matter +O~U-D+R Group +O~U-D+R Organization +O+U-D+R Location +O-U-D+R Living being +O+U-D+R Person +O+U-D+R Animal +O+U-D+R Social entity -I+U-D+R Agent -I-U+D~R Apple +O+U-D+R Fruit +O+U-D+R Food +I-O~U+D~R Country +L+U-D~R Legal agent +L-U+D~R Group of people +I-O~U-D+R Red apple +I-O+U-D~R Red -I-U-D-R Vertebrate +I-O+U-D+R Caterpillar +L+U-D~R Butterfly +L+U-D~R

44. 44 Entity -I-U-D+R Physical object +O+U-D+R Amount of matter +O~U-D+R Group +O~U-D+R Organization +O+U-D+R Location +O-U-D+R Living being +O+U-D+R Person +O+U-D+R Animal +O+U-D+R Social entity -I+U-D+R Apple +O+U-D+R Fruit +O+U-D+R Group of people +I-O~U-D+R Vertebrate +I-O+U-D+R Analyze taxonomic links ~U can’t subsume +U Living being can change parts and remain the same, but amounts of matter can not (incompatible ICs) Living being is constituted of matter

45. 45 Entity -I-U-D+R Physical object +O+U-D+R Amount of matter +O~U-D+R Group +O~U-D+R Organization +O+U-D+R Location +O-U-D+R Living being +O+U-D+R Person +O+U-D+R Animal +O+U-D+R Social entity -I+U-D+R Apple +O+U-D+R Fruit +O+U-D+R Group of people +I-O~U-D+R Vertebrate +I-O+U-D+R Analyze taxonomic links ~U can’t subsume +U Living being can change parts and remain the same, but amounts of matter can not (incompatible ICs) Living being is constituted of matter

46. 46 Entity -I-U-D+R Physical object +O+U-D+R Amount of matter +O~U-D+R Group +O~U-D+R Organization +O+U-D+R Location +O-U-D+R Living being +O+U-D+R Person +O+U-D+R Animal +O+U-D+R Social entity -I+U-D+R Apple +O+U-D+R Fruit +O+U-D+R Group of people +I-O~U-D+R Vertebrate +I-O+U-D+R Analyze taxonomic links ~U can’t subsume +U Physical objects can change parts and remain the same, but amounts of matter can not (incompatible ICs) Physical object is constituted of matter

47. 47 Entity -I-U-D+R Physical object +O+U-D+R Amount of matter +O~U-D+R Group +O~U-D+R Organization +O+U-D+R Location +O-U-D+R Living being +O+U-D+R Person +O+U-D+R Animal +O+U-D+R Social entity -I+U-D+R Apple +O+U-D+R Fruit +O+U-D+R Group of people +I-O~U-D+R Vertebrate +I-O+U-D+R Analyze taxonomic links ~U can’t subsume +U Physical objects can change parts and remain the same, but amounts of matter can not (incompatible ICs) Physical object is constituted of matter

48. 48 Entity -I-U-D+R Physical object +O+U-D+R Amount of matter +O~U-D+R Group +O~U-D+R Organization +O+U-D+R Location +O-U-D+R Living being +O+U-D+R Person +O+U-D+R Animal +O+U-D+R Social entity -I+U-D+R Apple +O+U-D+R Fruit +O+U-D+R Group of people +I-O~U-D+R Vertebrate +I-O+U-D+R Analyze taxonomic links Meta-properties fine Identity-check fails: when an entity stops being an animal, it does not stop being a physical object (when an animal dies, its body remains) Constitution again

49. 49 Entity -I-U-D+R Physical object +O+U-D+R Amount of matter +O~U-D+R Group +O~U-D+R Organization +O+U-D+R Location +O-U-D+R Living being +O+U-D+R Person +O+U-D+R Animal +O+U-D+R Social entity -I+U-D+R Apple +O+U-D+R Fruit +O+U-D+R Group of people +I-O~U-D+R Vertebrate +I-O+U-D+R Analyze taxonomic links Meta-properties fine Identity-check fails: when an entity stops being an animal, it does not stop being a physical object (when an animal dies, its body remains) Constitution again

50. 50 Entity -I-U-D+R Physical object +O+U-D+R Amount of matter +O~U-D+R Group +O~U-D+R Organization +O+U-D+R Location +O-U-D+R Living being +O+U-D+R Person +O+U-D+R Animal +O+U-D+R Social entity -I+U-D+R Apple +O+U-D+R Fruit +O+U-D+R Group of people +I-O~U-D+R Vertebrate +I-O+U-D+R Analyze taxonomic links ~U can’t subsume +U A group, and group of people, can’t change parts - it becomes a different group A social entity can change parts - it’s more than just a group (incompatible IC) Constitution again

51. 51 Entity -I-U-D+R Physical object +O+U-D+R Amount of matter +O~U-D+R Group +O~U-D+R Organization +O+U-D+R Location +O-U-D+R Living being +O+U-D+R Person +O+U-D+R Animal +O+U-D+R Social entity -I+U-D+R Apple +O+U-D+R Fruit +O+U-D+R Group of people +I-O~U-D+R Vertebrate +I-O+U-D+R Analyze taxonomic links ~U can’t subsume +U A group, and group of people, can’t change parts - it becomes a different group A social entity can change parts - it’s more than just a group (incompatible IC) Constitution again

52. 52 Entity -I-U-D+R Physical object +O+U-D+R Amount of matter +O~U-D+R Group +O~U-D+R Organization +O+U-D+R Location +O-U-D+R Living being +O+U-D+R Person +O+U-D+R Animal +O+U-D+R Social entity -I+U-D+R Apple +O+U-D+R Fruit +O+U-D+R Group of people +I-O~U-D+R Vertebrate +I-O+U-D+R Analyze Phased Sortals For phased sortals: what do they phase into? Country is anti-rigid because it is representing multiple senses of country: a geographical region and a political entity. Split the two senses into two concepts, both rigid, both types. Country +L+U-D~R

53. 53 Country +O+U-D+R Entity -I-U-D+R Physical object +O+U-D+R Amount of matter +O~U-D+R Group +O~U-D+R Organization +O+U-D+R Location +O-U-D+R Living being +O+U-D+R Person +O+U-D+R Animal +O+U-D+R Social entity -I+U-D+R Apple +O+U-D+R Fruit +O+U-D+R Group of people +I-O~U-D+R Vertebrate +I-O+U-D+R Analyze Phased Sortals There is a relationship between the two, but not subsumption. Country +L+U-D~R Geographical Region +O-U-D+R

54. 54 Country +O+U-D+R Entity -I-U-D+R Physical object +O+U-D+R Amount of matter +O~U-D+R Group +O~U-D+R Organization +O+U-D+R Location +O-U-D+R Living being +O+U-D+R Person +O+U-D+R Animal +O+U-D+R Social entity -I+U-D+R Apple +O+U-D+R Fruit +O+U-D+R Group of people +I-O~U-D+R Vertebrate +I-O+U-D+R Analyze Phased Sortals Geographical Region +O-U-D+R Caterpillar +L+U-D~R Butterfly +L+U-D~R Caterpillar phases into butterfly - a true phased sortal There must be some property from which a single entity can uniquely claim identity across phases Define a rigid property which subsumes only the phases of the same entity. Lepidopteran +O+U-D+R

55. 55 Country +O+U-D+R Entity -I-U-D+R Physical object +O+U-D+R Amount of matter +O~U-D+R Group +O~U-D+R Organization +O+U-D+R Location +O-U-D+R Living being +O+U-D+R Person +O+U-D+R Animal +O+U-D+R Social entity -I+U-D+R Apple +O+U-D+R Fruit +O+U-D+R Group of people +I-O~U-D+R Vertebrate +I-O+U-D+R Analyze Phased Sortals Geographical Region +O-U-D+R Caterpillar +L+U-D~R Butterfly +L+U-D~R Lepidopteran +O+U-D+R

56. 56 Country +O+U-D+R Entity -I-U-D+R Physical object +O+U-D+R Amount of matter +O~U-D+R Group +O~U-D+R Organization +O+U-D+R Location +O-U-D+R Living being +O+U-D+R Person +O+U-D+R Animal +O+U-D+R Social entity -I+U-D+R Apple +O+U-D+R Fruit +O+U-D+R Group of people +I-O~U-D+R Vertebrate +I-O+U-D+R Analyze Roles Geographical Region +O-U-D+R Caterpillar +L+U-D~R Butterfly +L+U-D~R Lepidopteran +O+U-D+R Agent -I-U+D~R ~R can’t subsume +R Really want a type restriction: all agents are animals or social entities. Subsumption is not disjunction!

57. 57 Country +O+U-D+R Entity -I-U-D+R Physical object +O+U-D+R Amount of matter +O~U-D+R Group +O~U-D+R Organization +O+U-D+R Location +O-U-D+R Living being +O+U-D+R Person +O+U-D+R Animal +O+U-D+R Social entity -I+U-D+R Apple +O+U-D+R Fruit +O+U-D+R Group of people +I-O~U-D+R Vertebrate +I-O+U-D+R Analyze Roles Geographical Region +O-U-D+R Caterpillar +L+U-D~R Butterfly +L+U-D~R Lepidopteran +O+U-D+R Agent -I-U+D~R ~R can’t subsume +R Really want a type restriction: all agents are animals or social entities. Subsumption is not disjunction!

58. 58 Country +O+U-D+R Entity -I-U-D+R Physical object +O+U-D+R Amount of matter +O~U-D+R Group +O~U-D+R Organization +O+U-D+R Location +O-U-D+R Living being +O+U-D+R Person +O+U-D+R Animal +O+U-D+R Social entity -I+U-D+R Apple +O+U-D+R Fruit +O+U-D+R Group of people +I-O~U-D+R Vertebrate +I-O+U-D+R Analyze Roles Geographical Region +O-U-D+R Caterpillar +L+U-D~R Butterfly +L+U-D~R Lepidopteran +O+U-D+R Agent -I-U+D~R ~R can’t subsume +R Another disjunction: all legal agents are countries, persons, or organizations Legal agent +L-U+D~R

59. 59 Country +O+U-D+R Entity -I-U-D+R Physical object +O+U-D+R Amount of matter +O~U-D+R Group +O~U-D+R Organization +O+U-D+R Location +O-U-D+R Living being +O+U-D+R Person +O+U-D+R Animal +O+U-D+R Social entity -I+U-D+R Apple +O+U-D+R Fruit +O+U-D+R Group of people +I-O~U-D+R Vertebrate +I-O+U-D+R Analyze Roles Geographical Region +O-U-D+R Caterpillar +L+U-D~R Butterfly +L+U-D~R Lepidopteran +O+U-D+R Agent -I-U+D~R ~R can’t subsume +R Another disjunction: all legal agents are countries, persons, or organizations Legal agent +L-U+D~R

60. 60 Country +O+U-D+R Entity -I-U-D+R Physical object +O+U-D+R Amount of matter +O~U-D+R Group +O~U-D+R Organization +O+U-D+R Location +O-U-D+R Living being +O+U-D+R Person +O+U-D+R Animal +O+U-D+R Social entity -I+U-D+R Apple +O+U-D+R Fruit +O+U-D+R Group of people +I-O~U-D+R Vertebrate +I-O+U-D+R Analyze Roles Geographical Region +O-U-D+R Caterpillar +L+U-D~R Butterfly +L+U-D~R Lepidopteran +O+U-D+R Agent -I-U+D~R Legal agent +L-U+D~R ~R can’t subsume +R Apple is not necessarily food. A poison-apple, e.g., is still an apple. ~U can’t subsume +U Caterpillars are wholes, food is stuff. Food +I-O~U+D~R

61. 61 Country +O+U-D+R Entity -I-U-D+R Physical object +O+U-D+R Amount of matter +O~U-D+R Group +O~U-D+R Organization +O+U-D+R Location +O-U-D+R Living being +O+U-D+R Person +O+U-D+R Animal +O+U-D+R Social entity -I+U-D+R Apple +O+U-D+R Fruit +O+U-D+R Group of people +I-O~U-D+R Vertebrate +I-O+U-D+R Analyze Roles Geographical Region +O-U-D+R Caterpillar +L+U-D~R Butterfly +L+U-D~R Lepidopteran +O+U-D+R Agent -I-U+D~R Legal agent +L-U+D~R ~R can’t subsume +R Apple is not necessarily food. A poison-apple, e.g., is still an apple. ~U can’t subsume +U Caterpillars are wholes, food is stuff. Food +I-O~U+D~R

62. 62 Country +O+U-D+R Entity -I-U-D+R Physical object +O+U-D+R Amount of matter +O~U-D+R Group +O~U-D+R Organization +O+U-D+R Location +O-U-D+R Living being +O+U-D+R Person +O+U-D+R Animal +O+U-D+R Social entity -I+U-D+R Apple +O+U-D+R Fruit +O+U-D+R Group of people +I-O~U-D+R Vertebrate +I-O+U-D+R Analyze Attributions Geographical Region +O-U-D+R Caterpillar +L+U-D~R Butterfly +L+U-D~R Lepidopteran +O+U-D+R Agent -I-U+D~R Legal agent +L-U+D~R No violations Attributions are discouraged, can be confusing. Often better to use attribute values (i.e. Apple Color red) Food +I-O~U+D~R Red -I-U-D-R Red apple +I-O+U-D~R

63. 63 Country +O+U-D+R Entity -I-U-D+R Physical object +O+U-D+R Amount of matter +O~U-D+R Group +O~U-D+R Organization +O+U-D+R Location +O-U-D+R Living being +O+U-D+R Person +O+U-D+R Animal +O+U-D+R Social entity -I+U-D+R Apple +O+U-D+R Fruit +O+U-D+R Group of people +I-O~U-D+R Vertebrate +I-O+U-D+R Geographical Region +O-U-D+R Caterpillar +L+U-D~R Butterfly +L+U-D~R Lepidopteran +O+U-D+R Agent -I-U+D~R Legal agent +L-U+D~R Food +I-O~U+D~R Red -I-U-D-R Red apple +I-O+U-D~R

64. 64 Country +O+U-D+R Entity -I-U-D+R Physical object +O+U-D+R Amount of matter +O~U-D+R Group +O~U-D+R Organization +O+U-D+R Location +O-U-D+R Living being +O+U-D+R Person +O+U-D+R Animal +O+U-D+R Social entity -I+U-D+R Apple +O+U-D+R Fruit +O+U-D+R Group of people +I-O~U-D+R Vertebrate +I-O+U-D+R Geographical Region +O-U-D+R Lepidopteran +O+U-D+R The backbone taxonomy

65. 65 Entity -I-U-D+R Physical object +O+U-D+R Amount of matter +O~U-D+R Group +O~U-D+R Organization +O+U-D+R Location +O-U-D+R Living being +O+U-D+R Person +O+U-D+R Animal +O+U-D+R Social entity -I+U-D+R Agent -I-U+D~R Apple +O+U-D+R Fruit +O+U-D+R Food +I-O~U+D~R Legal agent +L-U+D~R Group of people +I-O~U-D+R Red apple +I-O+U-D~R Red -I-U-D-R Vertebrate +I-O+U-D+R Caterpillar +L+U-D~R Butterfly +L+U-D~R Country +O+U-D+R Geographical Region +O-U-D+R Lepidopteran +O+U-D+R

66. 66 Entity Fruit Physical object Group of people Country Food Animal Legal agent Amount of matter Group Living being Location Agent Red Red apple Person Vertebrate Apple Caterpillar Butterfly Organization Social entity Before

67. 67 Entity -I-U-D+R Physical object +O+U-D+R Amount of matter +O~U-D+R Group +O~U-D+R Organization +O+U-D+R Location +O-U-D+R Living being +O+U-D+R Person +O+U-D+R Animal +O+U-D+R Social entity -I+U-D+R Agent -I-U+D~R Apple +O+U-D+R Fruit +O+U-D+R Food +I-O~U+D~R Legal agent +L-U+D~R Group of people +I-O~U-D+R Red apple +I-O+U-D~R Red -I-U-D-R Vertebrate +I-O+U-D+R Caterpillar +L+U-D~R Butterfly +L+U-D~R Country +O+U-D+R Geographical Region +O-U-D+R Lepidopteran +O+U-D+R After

68. 68 Use OntoClean for all your ontology cleaning needs!