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Ontological Analysis of Taxonomic Relationships

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Title: Ontological Analysis of Taxonomic Relationships


1
Ontological Analysis of Taxonomic Relationships
  • Nicola Guarino, LADSEB-CNR,Italy
  • Chris Welty, Vassar College, USA

Thanks to Bill Andersen, Pierdaniele Giaretta,
Dario Maguolo, Claudio Masolo, Chris Partridge,
Mike Uschold, Achille Varzi
2
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.

3
Dealing withOntological 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

4
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 f(x) ? r(x)
  • note correction, page 210, formula (1)

5
Ontology-driven conceptual modeling
Conceptual Model
Conceptualization
Ontology
User
Methodology
Minimal Top-Level Ontology
Ontology-Driven Modeling Principles
Useful Property Kinds
Formal Ontological Properties/Relations
6
Basic Philosophical Notions(taken from Formal
Ontology)
  • Essence
  • Identity
  • Unity
  • Dependence

7
Essence and Rigidity
  • Certain entities have essential properties.
  • John must have a brain.
  • John must be a person.
  • Certain properties are essential to all their
    instances (compare being a person with having a
    brain).
  • These properties are rigid - if an entity is ever
    an instance of a rigid property, it must always
    be.

8
Formal Rigidity
  • f is rigid (R) ?x f(x) ? f(x)
  • e.g. Person, Apple
  • f is non-rigid (-R) ?x f(x) ? f(x)
  • e.g. Red, Male
  • f is anti-rigid (R) ?x f(x) ? f(x)
  • e.g. Student, Agent

9
Rigidity Constraint
  • R ? R
  • Why?
  • ?x P(x) ? Q(x)

QR
PR
O10
10
Identity and Unity
  • Identity is this my dog?
  • Unity is the collar part of my dog?

11
Identity criteria
  • Classical formulation
  • f(x) ? f(y) ? (r(x,y) ? x y)
  • Generalization
  • f(x,t) ? f(y,t) ? (G(x,y,t,t) ? x y)
  • (synchronic t t diachronic t ? t)
  • In most cases, G is based on the sameness of
    certain characteristic features
  • G(x,y, t ,t) ?z (c(x,z,t) ? c(y,z,t))

12
A Stronger NotionGlobal ICs
  • Local ICf(x,t) ? f(y,t) ? (G(x,y,t,t) ? x
    y)
  • Global IC (rigid properties only)
  • f(x,t) ? (f(y,t) ? G(x,y,t,t) ? x y)

13
Identity Conditions along Taxonomies
  • Adding ICs
  • Polygon same edges, same angles
  • Triangle two edges, one angle
  • Equilateral triangle one angle
  • Just inheriting ICs
  • Person
  • Student

14
Identity meta-properties
  • Supplying (global) identity (O)
  • Having some own IC that doesnt hold for a
    subsuming property
  • Carrying (global) identity (I)
  • Having an IC (either own or inherited)
  • Not carrying (global) identity (-I)

15
Identity Disjointness Constraint
Besides being used for recognizing sortals, ICs
impose constraints on them, making their
ontological nature explicit
Properties with incompatible ICs are disjoint
  • Examples
  • sets vs. ordered sets
  • amounts of matter vs. assemblies

16
Unity Criteria
  • An object x is a whole under w iff w is an
    equivalence relation that binds together all the
    parts of x, such that
  • P(y,x) ? (P(z,x) ? w(y,z))
  • but not
  • w(y,z) ? ?x(P(y,x) ? P(z,x))
  • P is the part-of relation
  • ? can be seen as a generalized indirect connection

17
Unity Meta-Properties
  • If all instances of a property f are wholes under
    the same relation, f carries unity (U)
  • When at least one instance of f is not a whole,
    or when two instances of f are wholes under
    different relations, f does not carry unity (-U)
  • When no instance of f is a whole, f carries
    anti-unity (U)

18
Unity Disjointness Constraint
Properties with incompatible UCs are disjoint
19
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

20
Basic Property Kinds Table
21
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)

22
A formal ontology of properties
Category R
Non-sortal -I
Attribution -R-D
Role RD
Formal Role
Property
Material role
Anti-rigid R
Non-rigid -R
Phased sortal -D L
Mixin -D
SortalI
Type O
Rigid R
Quasi-type -O
23
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)

24
Taxonomic Constraints
  • R ? R
  • -I ? I
  • -U ? U
  • U ? U
  • -D ? D
  • Incompatible ICs are disjoint
  • Incompatible UCs are disjoint
  • Categories subsume everything
  • Roles cant subsume types

25
(No Transcript)
26
An extended example
27
Dealing withOntological 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

28
Property AnalysisEntity, Location
  • Entity
  • Everything is an entity
  • -I-U-DR
  • Category
  • Location
  • A generalized region of space.
  • O by its parts (mereologically extensional).
  • U no way to isolate a location
  • -DR
  • Type

29
Property AnalysisAmount of Matter, Red
  • Amount of Matter
  • unstructured /scattered stuff as lumps of clay
    or some bricks
  • O mereologically extensional
  • U intrinsically no unity
  • -DR
  • Type
  • Red
  • Really Red-thing, the set of all red-colored
    entities
  • -I-U-D-R
  • Formal Attribution

30
Property AnalysisAgent, 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.
  • -DR
  • Type

31
Property AnalysisPhysical Object, Living Being
  • Physical Object
  • Isolated material objects.
  • O same spatial location (only synchronic, no
    common diachronic IC).
  • U Topological
  • -DR
  • Type
  • Living Being
  • O same-DNA (only nec.)
  • U biological unity
  • -DR
  • Type

32
Property AnalysisFood, Animal
  • Food
  • I-OU amt. of matter
  • D something that eats it.
  • R being food is not necessary...
  • Material Role
  • Animal
  • O same-brain
  • U biological unity
  • -DR
  • Type

33
Property AnalysisLegal 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-OU-DR
  • Quasi-type

34
Property AnalysisSocial Entity, Organization
  • Social Entity
  • A group of people together for social reasons
  • -I no universal IC
  • U social-connection
  • -DR
  • category
  • Organization
  • A group of people together, with roles that
    define some structure
  • O same-mission and way of operating
  • U functional
  • -DR
  • Type

35
Property AnalysisFruit
  • Fruit
  • An individual fruit, such as an orange or bannana
  • O same-plant, same-shape, etc. (only nec.)
  • U topological
  • -DR
  • Type

36
Property AnalysisApple, Red Apple
  • Apple
  • O shape, color, skin pattern (only nec)
  • U topological
  • -DR
  • Type
  • Red-Apple
  • I-O from Apple
  • U from Apple
  • -D
  • R no red apple is necessarily red
  • type-attribution mixin

37
Property AnalysisVertebrate, Person
  • Vertebrate
  • Really vertebrate-animal
  • A biological classification that adds new
    membership criteria (has-backbone)
  • I-O from animal
  • U from animal
  • -DR
  • quasi-type
  • Person
  • O same-fingerprint
  • U from animal
  • -DR
  • Type

38
Property AnalysisButterfly, 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

39
Property AnalysisCountry
  • 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

40
Entity
assign meta-properties
Social entity
Organization
41
Entity-I-U-DR
Remove non-rigid properties
Amount of matter OU-DR
Location O-U-DR
Group OU-DR
Agent -I-UDR
Red -I-U-D-R
Physical object OU-DR
Living being OU-DR
Group of people I-OU-DR
Social entity -IU-DR
Food I-OUDR
Fruit OU-DR
Animal OU-DR
Legal agent L-UDR
Apple OU-DR
Vertebrate I-OU-DR
Organization OU-DR
Caterpillar LU-DR
Butterfly LU-DR
Red apple I-OU-DR
Country LU-DR
Person OU-DR
42
Entity-I-U-DR
Analyze taxonomic links
Amount of matter OU-DR
Location O-U-DR
  • U cant 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

Group OU-DR
Physical object OU-DR
Living being OU-DR
Group of people I-OU-DR
Social entity -IU-DR
Fruit OU-DR
Animal OU-DR
Apple OU-DR
Vertebrate I-OU-DR
Organization OU-DR
Person OU-DR
43
Entity-I-U-DR
Analyze taxonomic links
Amount of matter OU-DR
Location O-U-DR
  • U cant 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

Group OU-DR
Physical object OU-DR
Living being OU-DR
Group of people I-OU-DR
Social entity -IU-DR
Fruit OU-DR
Animal OU-DR
Apple OU-DR
Vertebrate I-OU-DR
Organization OU-DR
Person OU-DR
44
Entity-I-U-DR
Analyze taxonomic links
Amount of matter OU-DR
Location O-U-DR
  • U cant 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

Group OU-DR
Physical object OU-DR
Living being OU-DR
Group of people I-OU-DR
Social entity -IU-DR
Fruit OU-DR
Animal OU-DR
Apple OU-DR
Vertebrate I-OU-DR
Organization OU-DR
Person OU-DR
45
Entity-I-U-DR
Analyze taxonomic links
Amount of matter OU-DR
Location O-U-DR
  • U cant 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

Group OU-DR
Physical object OU-DR
Living being OU-DR
Group of people I-OU-DR
Social entity -IU-DR
Fruit OU-DR
Animal OU-DR
Apple OU-DR
Vertebrate I-OU-DR
Organization OU-DR
Person OU-DR
46
Entity-I-U-DR
Analyze taxonomic links
Amount of matter OU-DR
Location O-U-DR
  • 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

Group OU-DR
Physical object OU-DR
Living being OU-DR
Group of people I-OU-DR
Social entity -IU-DR
Fruit OU-DR
Animal OU-DR
Apple OU-DR
Vertebrate I-OU-DR
Organization OU-DR
Person OU-DR
47
Entity-I-U-DR
Analyze taxonomic links
Amount of matter OU-DR
Location O-U-DR
  • 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

Group OU-DR
Physical object OU-DR
Living being OU-DR
Group of people I-OU-DR
Social entity -IU-DR
Fruit OU-DR
Animal OU-DR
Apple OU-DR
Vertebrate I-OU-DR
Organization OU-DR
Person OU-DR
48
Entity-I-U-DR
Analyze taxonomic links
Amount of matter OU-DR
Location O-U-DR
  • U cant subsume U
  • A group, and group of people, cant change parts
    - it becomes a different group
  • A social entity can change parts - its more than
    just a group (incompatible IC)
  • Constitution again

Group OU-DR
Physical object OU-DR
Living being OU-DR
Group of people I-OU-DR
Social entity -IU-DR
Fruit OU-DR
Animal OU-DR
Apple OU-DR
Vertebrate I-OU-DR
Organization OU-DR
Person OU-DR
49
Entity-I-U-DR
Analyze taxonomic links
Amount of matter OU-DR
Location O-U-DR
  • U cant subsume U
  • A group, and group of people, cant change parts
    - it becomes a different group
  • A social entity can change parts - its more than
    just a group (incompatible IC)
  • Constitution again

Group OU-DR
Physical object OU-DR
Living being OU-DR
Group of people I-OU-DR
Social entity -IU-DR
Fruit OU-DR
Animal OU-DR
Apple OU-DR
Vertebrate I-OU-DR
Organization OU-DR
Person OU-DR
50
Entity-I-U-DR
Amount of matter OU-DR
Location O-U-DR
Group OU-DR
Physical object OU-DR
Living being OU-DR
Group of people I-OU-DR
Social entity -IU-DR
Fruit OU-DR
Animal OU-DR
Apple OU-DR
Vertebrate I-OU-DR
Organization OU-DR
Person OU-DR
51
Entity-I-U-DR
Analyze Phased Sortals
Amount of matter OU-DR
Location O-U-DR
  • 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.

Group OU-DR
Physical object OU-DR
Living being OU-DR
Social entity -IU-DR
Fruit OU-DR
Animal OU-DR
Group of people I-OU-DR
Apple OU-DR
Vertebrate I-OU-DR
Organization OU-DR
Person OU-DR
52
Entity-I-U-DR
Analyze Phased Sortals
Amount of matter OU-DR
Location O-U-DR
Group OU-DR
Physical object OU-DR
  • There is a relationship between the two, but not
    subsumption.

Living being OU-DR
Social entity -IU-DR
Fruit OU-DR
Animal OU-DR
Group of people I-OU-DR
Apple OU-DR
Vertebrate I-OU-DR
Geographical Region O-U-DR
Country OU-DR
Country LU-DR
Organization OU-DR
Person OU-DR
53
Entity-I-U-DR
Analyze Phased Sortals
  • Caterpillar phases into butterfly - a true phased
    sortal
  • There must be some property from which a single
    entity can uniquely claim identity across phases

Amount of matter OU-DR
Location O-U-DR
Group OU-DR
  • Define a rigid property which subsumes only the
    phases of the same entity.

Physical object OU-DR
Living being OU-DR
Social entity -IU-DR
Fruit OU-DR
Animal OU-DR
Group of people I-OU-DR
Apple OU-DR
Lepidopteran OU-DR
Vertebrate I-OU-DR
Geographical Region O-U-DR
Country OU-DR
Organization OU-DR
Person OU-DR
54
Entity-I-U-DR
Analyze Phased Sortals
Amount of matter OU-DR
Location O-U-DR
Group OU-DR
Physical object OU-DR
Living being OU-DR
Social entity -IU-DR
Fruit OU-DR
Animal OU-DR
Group of people I-OU-DR
Apple OU-DR
Lepidopteran OU-DR
Vertebrate I-OU-DR
Geographical Region O-U-DR
Country OU-DR
Caterpillar LU-DR
Butterfly LU-DR
Organization OU-DR
Person OU-DR
55
Entity-I-U-DR
Analyze Roles
Amount of matter OU-DR
Location O-U-DR
Group OU-DR
  • R cant subsume R
  • Really want a type restriction all agents are
    animals or social entities.
  • Subsumption is not disjunction!

Physical object OU-DR
Living being OU-DR
Social entity -IU-DR
Fruit OU-DR
Animal OU-DR
Group of people I-OU-DR
Apple OU-DR
Lepidopteran OU-DR
Vertebrate I-OU-DR
Geographical Region O-U-DR
Country OU-DR
Caterpillar LU-DR
Butterfly LU-DR
Organization OU-DR
Person OU-DR
56
Entity-I-U-DR
Analyze Roles
Amount of matter OU-DR
Location O-U-DR
Group OU-DR
  • R cant subsume R
  • Really want a type restriction all agents are
    animals or social entities.
  • Subsumption is not disjunction!

Agent -I-UDR
Physical object OU-DR
Living being OU-DR
Social entity -IU-DR
Fruit OU-DR
Animal OU-DR
Group of people I-OU-DR
Apple OU-DR
Lepidopteran OU-DR
Vertebrate I-OU-DR
Geographical Region O-U-DR
Country OU-DR
Caterpillar LU-DR
Butterfly LU-DR
Organization OU-DR
Person OU-DR
57
Entity-I-U-DR
Analyze Roles
Amount of matter OU-DR
Location O-U-DR
Group OU-DR
  • R cant subsume R
  • Another disjunction all legal agents are
    countries, persons, or organizations

Agent -I-UDR
Physical object OU-DR
Living being OU-DR
Social entity -IU-DR
Fruit OU-DR
Animal OU-DR
Group of people I-OU-DR
Apple OU-DR
Lepidopteran OU-DR
Vertebrate I-OU-DR
Geographical Region O-U-DR
Country OU-DR
Caterpillar LU-DR
Butterfly LU-DR
Organization OU-DR
Person OU-DR
58
Entity-I-U-DR
Analyze Roles
Amount of matter OU-DR
Location O-U-DR
Group OU-DR
  • R cant subsume R
  • Another disjunction all legal agents are
    countries, persons, or organizations

Agent -I-UDR
Physical object OU-DR
Living being OU-DR
Legal agent L-UDR
Social entity -IU-DR
Fruit OU-DR
Animal OU-DR
Group of people I-OU-DR
Apple OU-DR
Lepidopteran OU-DR
Vertebrate I-OU-DR
Geographical Region O-U-DR
Country OU-DR
Caterpillar LU-DR
Butterfly LU-DR
Organization OU-DR
Person OU-DR
59
Entity-I-U-DR
Analyze Roles
Amount of matter OU-DR
Location O-U-DR
Group OU-DR
Agent -I-UDR
  • R cant subsume R
  • Apple is not necessarily food. A poison-apple,
    e.g., is still an apple.
  • U cant subsume U
  • Caterpillars are wholes, food is stuff.

Physical object OU-DR
Living being OU-DR
Legal agent L-UDR
Social entity -IU-DR
Fruit OU-DR
Animal OU-DR
Group of people I-OU-DR
Apple OU-DR
Lepidopteran OU-DR
Vertebrate I-OU-DR
Geographical Region O-U-DR
Country OU-DR
Caterpillar LU-DR
Butterfly LU-DR
Organization OU-DR
Person OU-DR
60
Entity-I-U-DR
Analyze Roles
Amount of matter OU-DR
Location O-U-DR
Group OU-DR
Agent -I-UDR
  • R cant subsume R
  • Apple is not necessarily food. A poison-apple,
    e.g., is still an apple.
  • U cant subsume U
  • Caterpillars are wholes, food is stuff.

Physical object OU-DR
Living being OU-DR
Legal agent L-UDR
Food I-OUDR
Social entity -IU-DR
Fruit OU-DR
Animal OU-DR
Group of people I-OU-DR
Apple OU-DR
Lepidopteran OU-DR
Vertebrate I-OU-DR
Geographical Region O-U-DR
Country OU-DR
Caterpillar LU-DR
Butterfly LU-DR
Organization OU-DR
Person OU-DR
61
Entity-I-U-DR
Analyze Attributions
Amount of matter OU-DR
Location O-U-DR
Group OU-DR
Agent -I-UDR
  • No violations
  • Attributions are discouraged, can be confusing.
  • Often better to use attribute values (i.e. Apple
    Color red)

Physical object OU-DR
Living being OU-DR
Legal agent L-UDR
Food I-OUDR
Social entity -IU-DR
Fruit OU-DR
Animal OU-DR
Group of people I-OU-DR
Apple OU-DR
Lepidopteran OU-DR
Vertebrate I-OU-DR
Geographical Region O-U-DR
Country OU-DR
Caterpillar LU-DR
Butterfly LU-DR
Organization OU-DR
Person OU-DR
62
Entity-I-U-DR
Amount of matter OU-DR
Location O-U-DR
Group OU-DR
Agent -I-UDR
Physical object OU-DR
Living being OU-DR
Legal agent L-UDR
Food I-OUDR
Social entity -IU-DR
Fruit OU-DR
Animal OU-DR
Group of people I-OU-DR
Apple OU-DR
Lepidopteran OU-DR
Vertebrate I-OU-DR
Geographical Region O-U-DR
Country OU-DR
Caterpillar LU-DR
Butterfly LU-DR
Organization OU-DR
Person OU-DR
63
Entity-I-U-DR
The backbone taxonomy
Amount of matter OU-DR
Location O-U-DR
Group OU-DR
Physical object OU-DR
Living being OU-DR
Social entity -IU-DR
Fruit OU-DR
Animal OU-DR
Group of people I-OU-DR
Apple OU-DR
Lepidopteran OU-DR
Vertebrate I-OU-DR
Geographical Region O-U-DR
Country OU-DR
Organization OU-DR
Person OU-DR
64
Entity-I-U-DR
Amount of matter OU-DR
Location O-U-DR
Group OU-DR
Agent -I-UDR
Physical object OU-DR
Living being OU-DR
Food I-OUDR
Legal agent L-UDR
Red -I-U-D-R
Social entity -IU-DR
Fruit OU-DR
Animal OU-DR
Group of people I-OU-DR
Apple OU-DR
Lepidopteran OU-DR
Vertebrate I-OU-DR
Geographical Region O-U-DR
Country OU-DR
Caterpillar LU-DR
Butterfly LU-DR
Organization OU-DR
Person OU-DR
Red apple I-OU-DR
65
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