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Michael Witbrock
Cycorp Europe
witbrock@cycorp.eu
Cygniac & anjajentzsch
Michael Witbrock
Cycorp, witbrock@cycorp.eu
July 2010
Human Computer Collaboration
◦ Vast power: fast communications, near infinite memory,
computational learning (recommendation, data mining)
Fundamentally Harder Problems
◦ This power is creating systems that are more complex
than can be managed by unaided humans
Fundamental ChangeFundamental Change
◦ Much content not stored in human understandable form
(text, audio, diagrams …) but dynamically combined and
synthesized
Needs infrastructure
◦ Knowledge in machine understandable form
◦ Background knowledge to provide that understanding
What we can do now
Valve Surgery
www.cyc.com/doc/inCyc
http://ws.opencyc.org/webservices/concept/find?str=shipping%20container
Logistics
Logistics
ThingThing
Intangible
Thing
Intangible
Thing
IndividualIndividual
Temporal
Thing
Temporal
Thing
Spatial
Thing
Spatial
Thing
Partially
Tangible
Thing
Partially
Tangible
Thing
PathsPaths
Sets
Relations
Sets
Relations
Logic
Math
Logic
Math
ArtifactsArtifacts
MovementMovement
Materials
Parts
Statics
Materials
Parts
Statics
Borders
Geometry
Borders
Geometry
Events
Scripts
Events
Scripts
Spatial
Paths
Spatial
Paths
Actors
Actions
Actors
Actions
TimeTime
AgentsAgents
SpaceSpace
Physical
Objects
Physical
Objects
Organ-
ization
Organ-
ization
Living
Things
Living
Things
Cycorp © 2006
Human
Artifacts
Human
Artifacts
Social
Relations,
Culture
Social
Relations,
Culture
Human
Anatomy &
Physiology
Human
Anatomy &
Physiology
Emotion
Perception
Belief
Emotion
Perception
Belief
Human
Behavior &
Actions
Human
Behavior &
Actions
Products
Devices
Products
Devices
Conceptual
Works
Conceptual
Works
Vehicles
Buildings
Weapons
Vehicles
Buildings
Weapons
Mechanical
& Electrical
Devices
Mechanical
& Electrical
Devices
Software
Literature
Works of Art
Software
Literature
Works of Art
LanguageLanguage
Agent
Organizations
Agent
Organizations
Organizational
Actions
Organizational
Actions
Organizational
Plans
Organizational
Plans
Types of
Organizations
Types of
Organizations
Human
Organizations
Human
Organizations
Nations
Governments
Geo-Politics
Nations
Governments
Geo-Politics
Business,
Military
Organizations
Business,
Military
Organizations
LawLaw
Business &
Commerce
Business &
Commerce
Politics
Warfare
Politics
Warfare
Professions
Occupations
Professions
Occupations
Purchasing
Shopping
Purchasing
Shopping
Travel
Communication
Travel
Communication
Transportation
& Logistics
Transportation
& Logistics
Social
Activities
Social
Activities
Everyday
Living
Everyday
Living
Sports
Recreation
Entertainment
Sports
Recreation
Entertainment
State Change
Dynamics
State Change
Dynamics
Physical
Agents
Physical
Agents
Plans
Goals
Plans
Goals
Human
Beings
Human
Beings
Human
Activities
Human
Activities
Social
Behavior
Social
Behavior
Life
Forms
Life
Forms
AnimalsAnimals
PlantsPlants
EcologyEcology
Natural
Geography
Natural
Geography
Earth &
Solar System
Earth &
Solar System
Political
Geography
Political
Geography
WeatherWeather
General Knowledge about Various DomainsGeneral Knowledge about Various Domains
Specific data, facts, and observationsSpecific data, facts, and observations
Very specific information
(some indirect, via SKSI)
Upper
Ontology
Core
Theories
Domain-Specific
Theories
EVENT ⊃⊃⊃⊃ TEMPORAL-THING ⊃⊃⊃⊃ PARTIALLY-TANGIBLE-THING
( ∀∀∀∀a, b ) a ∈∈∈∈ EVENT ∧∧∧∧ b ∈∈∈∈ EVENT ⇒⇒⇒⇒
causes( a, b ) ⇒⇒⇒⇒ precedes( a, b )
( ∀∀∀∀m, a ) m ∈∈∈∈ MAMMAL ∧∧∧∧ a ∈∈∈∈ ANTHRAX ⇒⇒⇒⇒
causes( exposed-to( m, a ), infected-by( m, a ) )
(ist FtLaudHolyCrossERCase#403921
(caused CutaneousAnthrax
(SkinLesions Ahmed_al-Haznawit)))
First Order Predicate Calculus: unambiguous; enable mechanical reasoning
Every American has a president.
Every American has a mother.
∃∃∃∃y.∀∀∀∀x. Amer(x) ⇒⇒⇒⇒ president(x,y)
∀∀∀∀x.∃∃∃∃y. Amer(x) ⇒⇒⇒⇒ mother(x,y)
Higher Order Logic: contexts,
predicates as variables,
nested modals, reflection,…
•(isa ASBFinancialCorp PubliclyHeldCorporation)
•(corporateOfficers ASBFinancialCorp GeraldRJenkins)
First Order
•In Mt : FinancialTransactionMt
(relationAllExists performedBy RepurchaseProgram PubliclyHeldCorporation)
With Context
•In Mt: FinancialTransactionMt
(forAll ?X (implies
(isa ?X RepurchaseProgram)
(thereExists ?Y (and (isa ?Y PublicallyHeldCorporation) (performedBy ?X ?Y)))))
Rule
Second Order
•(implies
(and (isa ?SET Set-Mathematical) (cardinality ?SET 1) (elementOf ?THING ?SET))
(equals ?SET (TheSet ?THING)))
Second Order
•(beliefs Israel (relationInstanceExists possesses Syria ClusterBomb))
Modal
•(opaqueArgument beliefs 2)
Meta
Concept Count Scale
Can it be removed by pulling, if
enough force is used, without
damaging either object?
– No -- Try #$in-Snugly
or #$screwedIn
Is it attached to the
inside of the outer object?
– Yes -- Try
#$connectedToInside
Does the inner object
stick into the outer object?
–Yes – Try
#$sticksInto
Cycorp © 2007
Does part of the inner object
stick out of the container?
◦ None of it.
#$in-ContCompletely
◦ Yes
#$in-ContPartially
◦ If the container were
turned around could
the contained object
fall out?
Yes
#$in-ContOpen
◦ No
• #$in-ContClosed
Cycorp © 2008
#$TransportationEvent
#$ControllingATransportationDevice
#$TransportWithMotorizedLandVehicle
(#$SteeringFn #$RoadVehicle)
#$TransporterCrashEvent
#$VehicleAccident
#$CarAccident
#$Colliding#$Colliding
#$IncurringDamage
#$TippingOver
#$Navigating
#$EnteringAVehicle …
Web 3.0 Systems start from Web 2.0-
style learning.
Acquire ground facts, test rule
inferences.
Knowledge Acquisition with CURE
Web 3.0 Systems start from Web 2.0-
style learning.
Acquire ground facts, test rule
inferences.
Knowledge Acquisition with CURE
(generateFormulasForElements-TermIsa PubliclyHeldCorporation
(TheSet stockTickerSymbol))
(generateFormulasForElements-TermIsa CommercialOrganization
(TheSet importantCompany
subOrganizations
mainBusinessActivityOfOrgOccursAt
foundingAgent
incorporatedIn))
Where we want to go:
Large scale -> web scaleLarge scale -> web scale
The Cyc Analytic Environment
Reasoning-based, question answering
User-assisted query understanding
In use at Cleveland Clinic
Access ground facts, apply rule inferences.
Knowledge Use with CAE
Access ground facts, apply rule inferences.
Knowledge Use with CAE
An Introduction to OpenCyc

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