Concept
type: Class
modified: 2005-09-29
example: Concept.rdf.xml
subclass of: Resource
term status: testing
issued: 2004-03-26
definition: An abstract idea or notion; a unit of thought.

Concept Scheme
type: Class
modified: 2005-10-14
definition: A set of concepts, optionally including statements about semantic relationships between those concepts.
comment: A concept scheme may be defined to include concepts from different sources.
comment: Thesauri, classification schemes, subject heading lists, taxonomies, 'folksonomies', and other types of controlled vocabulary are all examples of concept schemes. Concept schemes are also embedded in glossaries and terminologies.
subclass of: Resource
issued: 2004-03-26
example: ConceptScheme.rdf.xml
term status: testing

Collection
type: Class
modified: 2005-09-29
subclass of: Resource
example: Collection.rdf.xml
definition: A meaningful collection of concepts.
term status: unstable
comment: Labelled collections can be used with collectable semantic relation properties e.g. skos:narrower, where you would like a set of concepts to be displayed under a 'node label' in the hierarchy.
issued: 2004-10-20

Collectable Property
type: Class
definition: A property which can be used with a skos:Collection.
subclass of: Resource
comment: The following rule applies for this property: [(?x ?p ?c) (?c skos:member ?y) (?p rdf:type skos:CollectableProperty) implies (?x ?p ?y)]
modified: 2005-09-29
term status: unstable
issued: 2004-10-20
example: CollectableProperty.rdf.xml

Ordered Collection
type: Class
modified: 2005-09-29
example: OrderedCollection.rdf.xml
comment: Ordered collections can be used with collectable semantic relation properties, where you would like a set of concepts to be displayed in a specific order, and optionally under a 'node label'.
issued: 2004-10-20
subclass of: Collection
definition: An ordered collection of concepts, where both the grouping and the ordering are meaningful.
term status: unstable

hidden label
type: Property
modified: 2005-09-29
term status: unstable
sub property of: label
example: hiddenLabel.rdf.xml
issued: 2004-12-15
definition: A lexical label for a resource that should be hidden when generating visual displays of the resource, but should still be accessible to free text search operations.

member list
type: Property
comment: The following rule applies for this property: [(?c skos:memberList ?l) elementOfList(?e,?l) implies (?c skos:member ?e)]
domain: Ordered Collection
example: member.rdf.xml
range: List
definition: An RDF list containing the members of an ordered collection.
modified: 2005-09-29
issued: 2004-10-20
term status: unstable

has broader
type: Property
definition: A concept that is more general in meaning.
term status: testing
sub property of: semantic relation
inverse of: has narrower
modified: 2005-09-29
issued: 2004-03-26
example: broader.rdf.xml
comment: Broader concepts are typically rendered as parents in a concept hierarchy (tree).

semantic relation
type: Property
modified: 2005-09-29
range: Concept
issued: 2004-03-26
comment: This property should not be used directly, but as a super-property for all properties denoting a relationship of meaning between concepts.
example: semanticRelation.rdf.xml
domain: Concept
definition: A concept related by meaning.
term status: testing

has narrower
type: Property
comment: Narrower concepts are typically rendered as children in a concept hierarchy (tree).
inverse of: has broader
definition: A concept that is more specific in meaning.
sub property of: semantic relation
example: narrower.rdf.xml
modified: 2005-09-29
term status: testing
issued: 2004-03-26

Relation
type: Property
description: Recommended best practice is to reference the resource by means of a string or number conforming to a formal identification system.
issued: 1999-07-02
modified: 2002-10-04
Resource Type: element
has version: relation-004
comment: A reference to a related resource.

symbolic label
type: Property
definition: An image that is a symbolic label for the resource.
issued: 2005-10-06
domain: Resource
example: symbol.rdf.xml
term status: unstable
comment: This property is roughly analagous to rdfs:label, but for labelling resources with images that have retrievable representations, rather than RDF literals.
range: Image

example
type: Property
sub property of: note
modified: 2005-10-05
issued: 2004-03-26
example: example.rdf.xml
term status: testing
definition: An example of the use of a concept.

note
type: Property
replaces: privateNote
example: note.rdf.xml
definition: A general note, for any purpose.
issued: 2005-10-05
comment: This property may be used directly, or as a super-property for more specific note types.
term status: unstable
version info: This property replaces the two deprecated properties skos:privateNote and skos:publicNote. To describe a note for a particular audience (e.g. 'editor', 'indexer', 'general user') use a note property with a related resource description and the dc:audience property.
replaces: publicNote

Resource Type
type: Property
description: Type includes terms describing general categories, functions, genres, or aggregation levels for content. Recommended best practice is to select a value from a controlled vocabulary (for example, the DCMI Type Vocabulary [DCMITYPE]). To describe the physical or digital manifestation of the resource, use the Format element.
issued: 1999-07-02
comment: The nature or genre of the content of the resource.
modified: 2002-10-04
Resource Type: element
has version: type-004

definition
type: Property
example: definition.rdf.xml
modified: 2005-10-05
term status: testing
sub property of: note
definition: A statement or formal explanation of the meaning of a concept.
issued: 2004-03-26

has primary subject
type: Property
issued: 2004-10-22
term status: unstable
comment: A resource may have only one primary subject per concept scheme.
example: primarySubject.rdf.xml
sub property of: has subject
definition: A concept that is the primary subject of the resource.
inverse of: is primary subject of
modified: 2005-09-29

has subject
type: Property
example: subject.rdf.xml
definition: A concept that is a subject of the resource.
term status: unstable
range: Concept
inverse of: is subject of
issued: 2004-10-22
modified: 2005-09-29
comment: The following rule may be applied for this property: [(?d skos:subject ?x)(?x skos:broader ?y) implies (?d skos:subject ?y)]
sub property of: Subject and Keywords

is primary subject of
type: Property
issued: 2004-10-22
inverse of: has primary subject
modified: 2005-09-29
example: isPrimarySubjectOf.rdf.xml
sub property of: is subject of
term status: unstable
definition: A resource for which the concept is the primary subject.

alternative label
type: Property
example: altLabel.rdf.xml
issued: 2004-03-26
modified: 2005-09-29
definition: An alternative lexical label for a resource.
term status: testing
sub property of: label
comment: Acronyms, abbreviations, spelling variants, and irregular plural/singular forms may be included among the alternative labels for a concept. Mis-spelled terms are normally included as hidden labels (see skos:hiddenLabel).

Title
type: Property
Resource Type: element
has version: title-004
modified: 2002-10-04
comment: A name given to the resource.
issued: 1999-07-02
description: Typically, a Title will be a name by which the resource is formally known.

Creator
type: Property
Resource Type: element
comment: An entity primarily responsible for making the content of the resource.
has version: creator-004
description: Examples of a Creator include a person, an organisation, or a service. Typically, the name of a Creator should be used to indicate the entity.
issued: 1999-07-02
modified: 2002-10-04

editorial note
type: Property
definition: A note for an editor, translator or maintainer of the vocabulary.
term status: unstable
modified: 2005-10-05
sub property of: note
example: editorialNote.rdf.xml
issued: 2004-10-21

Description
type: Property
has version: description-004
description: Description may include but is not limited to: an abstract, table of contents, reference to a graphical representation of content or a free-text account of the content.
modified: 2002-10-04
issued: 1999-07-02
comment: An account of the content of the resource.
Resource Type: element

Publisher
type: Property
comment: An entity responsible for making the resource available
description: Examples of a Publisher include a person, an organisation, or a service. Typically, the name of a Publisher should be used to indicate the entity.
has version: publisher-004
issued: 1999-07-02
Resource Type: element
modified: 2002-10-04

change note
type: Property
issued: 2004-10-21
term status: unstable
example: changeNote.rdf.xml
modified: 2005-10-05
definition: A note about a modification to a concept.
sub property of: note

related to
type: Property
sub property of: semantic relation
term status: testing
example: related.rdf.xml
modified: 2005-09-29
definition: A concept with which there is an associative semantic relationship.
sub property of: seeAlso
issued: 2004-03-26

subject indicator
type: Property
term status: unstable
issued: 2004-11-11
definition: A subject indicator for a concept. [The notion of 'subject indicator' is defined here with reference to the latest definition endorsed by the OASIS Published Subjects Technical Committee.]
comment: This property allows subject indicators to be used for concept identification in place of or in addition to directly assigned URIs.
domain: Concept
range: Document
example: subjectIndicator.rdf.xml
modified: 2005-09-29

is subject of
type: Property
example: isSubjectOf.rdf.xml
inverse of: has subject
issued: 2004-10-22
domain: Concept
definition: A resource for which the concept is a subject.
modified: 2005-09-29
term status: unstable

history note
type: Property
sub property of: note
modified: 2005-10-05
definition: A note about the past state/use/meaning of a concept.
issued: 2004-10-21
example: historyNote.rdf.xml
term status: unstable

alternative symbolic label
type: Property
issued: 2004-03-26
example: altSymbol.rdf.xml
definition: An alternative symbolic label for a resource.
term status: testing
modified: 2005-10-06
sub property of: symbolic label

member
type: Property
domain: Collection
issued: 2004-10-20
modified: 2005-09-29
definition: A member of a collection.
example: member.rdf.xml
term status: unstable
range: Resource

preferred label
type: Property
sub property of: label
example: prefLabel.rdf.xml
definition: The preferred lexical label for a resource, in a given language.
term status: testing
comment: No two concepts in the same concept scheme may have the same value for skos:prefLabel in a given language.
modified: 2005-09-29
issued: 2004-03-26

Date
type: Property
Resource Type: element
has version: date-004
description: Typically, Date will be associated with the creation or availability of the resource. Recommended best practice for encoding the date value is defined in a profile of ISO 8601 [W3CDTF] and follows the YYYY-MM-DD format.
modified: 2002-10-04
comment: A date associated with an event in the life cycle of the resource.
issued: 1999-07-02

scope note
type: Property
sub property of: note
definition: A note that helps to clarify the meaning of a concept.
modified: 2005-10-05
term status: testing
example: scopeNote.rdf.xml
issued: 2004-03-26

Contributor
type: Property
description: Examples of a Contributor include a person, an organisation, or a service. Typically, the name of a Contributor should be used to indicate the entity.
has version: contributor-004
comment: An entity responsible for making contributions to the content of the resource.
issued: 1999-07-02
modified: 2002-10-04
Resource Type: element

Source
type: Property
Resource Type: element
issued: 1999-07-02
description: The present resource may be derived from the Source resource in whole or in part. Recommended best practice is to reference the resource by means of a string or number conforming to a formal identification system.
comment: A reference to a resource from which the present resource is derived.
has version: source-004
modified: 2002-10-04

has top concept
type: Property
issued: 2004-08-19
example: hasTopConcept.rdf.xml
version info: This property replaces the deprecated skos:TopConcept class.
term status: testing
domain: Concept Scheme
range: Concept
modified: 2005-09-29
replaces: TopConcept
definition: A top level concept in the concept scheme.

Coverage
type: Property
Resource Type: element
description: Coverage will typically include spatial location (a place name or geographic coordinates), temporal period (a period label, date, or date range) or jurisdiction (such as a named administrative entity). Recommended best practice is to select a value from a controlled vocabulary (for example, the Thesaurus of Geographic Names [TGN]) and that, where appropriate, named places or time periods be used in preference to numeric identifiers such as sets of coordinates or date ranges.
issued: 1999-07-02
modified: 2002-10-04
has version: coverage-004
comment: The extent or scope of the content of the resource.

in scheme
type: Property
comment: A concept may be a member of more than one concept scheme.
domain: Concept
modified: 2005-09-29
example: inScheme.rdf.xml
range: Concept Scheme
definition: A concept scheme in which the concept is included.
term status: testing
issued: 2004-03-26

Subject and Keywords
type: Property
modified: 2002-10-04
issued: 1999-07-02
comment: The topic of the content of the resource.
Resource Type: element
has version: subject-004
description: Typically, a Subject will be expressed as keywords, key phrases or classification codes that describe a topic of the resource. Recommended best practice is to select a value from a controlled vocabulary or formal classification scheme.

Language
type: Property
modified: 2002-10-04
issued: 1999-07-02
description: Recommended best practice is to use RFC 3066 [RFC3066], which, in conjunction with ISO 639 [ISO639], defines two- and three-letter primary language tags with optional subtags. Examples include "en" or "eng" for English, "akk" for Akkadian, and "en-GB" for English used in the United Kingdom.
has version: language-005
Resource Type: element
comment: A language of the intellectual content of the resource.

Resource Identifier
type: Property
comment: An unambiguous reference to the resource within a given context.
modified: 2002-10-04
description: Recommended best practice is to identify the resource by means of a string or number conforming to a formal identification system. Example formal identification systems include the Uniform Resource Identifier (URI) (including the Uniform Resource Locator (URL)), the Digital Object Identifier (DOI) and the International Standard Book Number (ISBN).
issued: 1999-07-02
Resource Type: element
has version: identifier-004

Rights Management
type: Property
modified: 2002-10-04
description: Typically, a Rights element will contain a rights management statement for the resource, or reference a service providing such information. Rights information often encompasses Intellectual Property Rights (IPR), Copyright, and various Property Rights. If the Rights element is absent, no assumptions can be made about the status of these and other rights with respect to the resource.
Resource Type: element
comment: Information about rights held in and over the resource.
has version: rights-004
issued: 1999-07-02

Format
type: Property
has version: format-004
comment: The physical or digital manifestation of the resource.
Resource Type: element
issued: 1999-07-02
description: Typically, Format may include the media-type or dimensions of the resource. Format may be used to determine the software, hardware or other equipment needed to display or operate the resource. Examples of dimensions include size and duration. Recommended best practice is to select a value from a controlled vocabulary (for example, the list of Internet Media Types [MIME] defining computer media formats).
modified: 2002-10-04

preferred symbolic label
type: Property
issued: 2004-03-26
example: prefSymbol.rdf.xml
sub property of: symbolic label
comment: No two concepts in the same concept scheme may have the same value for skos:prefSymbol.
term status: testing
definition: The preferred symbolic label for a resource.
modified: 2005-10-06

Document Encoding & Addressing
type: Competency
is part of: The Semantic Web Architecture

The Semantic Web Architecture
type: Competency
is part of: The Semantic Web

The Semantic Web
type: Competency
is part of: Agent Systems

Agent Systems
type: Competency
is part of: Artificial Intelligence

Artificial Intelligence
type: Competency
publisher: V.Giurdas Publications
creator: Nick Bassiliades
date: March 2006
creator: Fotis Kokkoras
creator: Petros Kefalas
creator: Ilias Sakellariou
creator: Ioannis Vlahavas
alternative label: AI

Protocols & Communication Languages
type: Competency
is part of: Multi-agent Systems

Multi-agent Systems
type: Competency
is part of: Agent Systems

Suggestion & Revision
type: Competency
is part of: Configuration Methods

Configuration Methods
type: Competency
is part of: Configuration

Configuration
type: Competency
is part of: Knowledge-based Systems Applications

Knowledge-based Systems Applications
type: Competency
is part of: Artificial Intelligence

Temporal Logic Applications
type: Competency
is part of: Temporal Logic

Temporal Logic
type: Competency
is part of: Time Representation

Time Representation
type: Competency
is part of: Knowledge Representation & Reasoning

Knowledge Representation & Reasoning
type: Competency
is part of: Artificial Intelligence

Document Content Representation
type: Competency
is part of: The Semantic Web Architecture

Agent Definitions
type: Competency
is part of: Definitions & Characteristics of Agents

Definitions & Characteristics of Agents
type: Competency
is part of: Intelligent Agents

Intelligent Agents
type: Competency
is part of: Agent Systems

Computational Tree Logic
type: Competency
is part of: Temporal Logic
alternative label: CTL

Classification/Decision Trees
type: Competency
is part of: Supervised Learning

Supervised Learning
type: Competency
is part of: Machine Learning

Machine Learning
type: Competency
is part of: Machine Learning & Knowledge Discovery

Machine Learning & Knowledge Discovery
type: Competency
is part of: Artificial Intelligence

Inference
type: Competency
is part of: Inference Systems

Inference Systems
type: Competency
is part of: Rule-based Systems

Rule-based Systems
type: Competency
is part of: Knowledge Representation & Reasoning

OWL - The Web Ontology Language
type: Competency
is part of: Semantic Web Technologies

Semantic Web Technologies
type: Competency
is part of: The Semantic Web

Combining Search & Consistency Algorithms
type: Competency
is part of: Constraint Satisfaction

Constraint Satisfaction
type: Competency
is part of: Problem Solving

Problem Solving
type: Competency
is part of: Artificial Intelligence

Search Algorithm Selection Process
type: Competency
is part of: Search Algorithms

Search Algorithms
type: Competency
is part of: Problem Representation & Search

Problem Representation & Search
type: Competency
is part of: Problem Solving

Beam Search
type: Competency
alternative label: BS
is part of: Hill-Climbing Search

Hill-Climbing Search
type: Competency
is part of: Heuristic Search
alternative label: HC

Heuristic Search
type: Competency
is part of: Problem Solving

Finding the Maximum in a One-Variable Function
type: Competency
is part of: Problem Solving with Genetic Algorithms

Problem Solving with Genetic Algorithms
type: Competency
is part of: Genetic Algorithms

Genetic Algorithms
type: Competency
is part of: Problem Solving

Interaction Protocols
type: Competency
is part of: Multi-agent Systems

Action Representation
type: Competency
is part of: Problem Representation - The STRIPS Model

Problem Representation - The STRIPS Model
type: Competency
is part of: Basic Planning Principles & Techniques

Basic Planning Principles & Techniques
type: Competency
is part of: Planning

Planning
type: Competency
is part of: Artificial Intelligence

Instance Based Learning
type: Competency
is part of: Supervised Learning

Bidirectional Associative Memories
type: Competency
is part of: Associative Memories

Associative Memories
type: Competency
is part of: Neural Networks

Neural Networks
type: Competency
is part of: Machine Learning & Knowledge Discovery

Agent Characteristics
type: Competency
is part of: Definitions & Characteristics of Agents

Association Rules
type: Competency
is part of: Unsupervised Learning

Unsupervised Learning
type: Competency
is part of: Machine Learning

Consistency Check Algorithms
type: Competency
is part of: Constraint Satisfaction

Mobile Agents
type: Competency
is part of: Intelligent Agents

Basic Notions
type: Competency
is part of: Multi-agent Systems

STRIPS Principles
type: Competency
is part of: Problem Representation - The STRIPS Model

The QSIM System
type: Competency
is part of: Qualitative Reasoning

Qualitative Reasoning
type: Competency
is part of: Advanced Reasoning

Advanced Reasoning
type: Competency
is part of: Knowledge-based Systems

Knowledge-based Systems
type: Competency
is part of: Artificial Intelligence

Linear Associators
type: Competency
is part of: Associative Memories

Probability Theory Principles
type: Competency
is part of: Uncertainty

Uncertainty
type: Competency
is part of: Knowledge Representation & Reasoning

Other Advanced Planning Techniques
type: Competency
is part of: Advanced Planning Techniques

Advanced Planning Techniques
type: Competency
is part of: Planning

Classification Rule Learning
type: Competency
is part of: Supervised Learning

Clusters
type: Competency
is part of: Unsupervised Learning

Classification Methods
type: Competency
is part of: Classification

Classification
type: Competency
is part of: Knowledge-based Systems Applications

Applications of Knowledge-based Systems
type: Competency
is part of: Characteristics of Knowledge-based Systems

Characteristics of Knowledge-based Systems
type: Competency
is part of: Characteristics, Architecture & Functionality of Knowledge-based Systems

Characteristics, Architecture & Functionality of Knowledge-based Systems
type: Competency
is part of: Knowledge-based Systems

Conceptual Graphs & Logic
type: Competency
is part of: Conceptual Graphs

Conceptual Graphs
type: Competency
is part of: Structured Knowledge Representation

Structured Knowledge Representation
type: Competency
is part of: Knowledge Representation & Reasoning

Hierarchical Task Network Planning
type: Competency
is part of: Advanced Planning Techniques

Reasoning
type: Competency
is part of: Knowledge Representation & Reasoning

Knowledge Representation & Reasoning
type: Competency
is part of: Knowledge Representation & Reasoning

Reactive Agents
type: Competency
is part of: Intelligent Agents

Concept Learning
type: Competency
is part of: Supervised Learning

Production System Function Cycle
type: Competency
is part of: Production Systems

Production Systems
type: Competency
is part of: Rule-based Systems

Knowledge Representation
type: Competency
is part of: Knowledge Representation & Reasoning

Agents with Internal State
type: Competency
is part of: Intelligent Agents

Constraint Programming Systems
type: Competency
is part of: Constraint Satisfaction

Canonical Formation Rules
type: Competency
is part of: Conceptual Graphs

Inference Networks
type: Competency
is part of: Bayesian Probability Networks & Inference Networks

Bayesian Probability Networks & Inference Networks
type: Competency
is part of: Uncertainty

Expansion & Arrangement
type: Competency
is part of: Configuration Methods

Malfunction Complexity
type: Competency
is part of: Hypotheses Generation & Control

Hypotheses Generation & Control
type: Competency
is part of: Diagnosis & Troubleshooting

Diagnosis & Troubleshooting
type: Competency
is part of: Knowledge-based Systems Applications

Certainty Factors
type: Competency
alternative label: CF
is part of: Uncertainty

Bayesian Learning
type: Competency
is part of: Supervised Learning

Knowledge Representation with Rules
type: Competency
is part of: Rule Types

Rule Types
type: Competency
is part of: Rule-based Systems

Bayesian Probability Networks
type: Competency
is part of: Bayesian Probability Networks & Inference Networks

Trust Control
type: Competency
is part of: The Semantic Web Architecture

Qualitative Simulation Examples
type: Competency
is part of: Qualitative Reasoning

Model Type
type: Competency
is part of: Hypotheses Generation & Control

Comparing Progression & Regression
type: Competency
is part of: State-Space Planning

State-Space Planning
type: Competency
is part of: Basic Planning Principles & Techniques

Time Instant Planning
type: Competency
is part of: Time Planning

Time Planning
type: Competency
is part of: Planning Systems Case Studies

Planning Systems Case Studies
type: Competency
is part of: Planning

Conflict Resolution
type: Competency
is part of: Production Systems

Logic-based Agents
type: Competency
is part of: Agents with Internal State

Biological Neural Networks
type: Competency
is part of: Neural Networks

Time Interval Planning
type: Competency
is part of: Time Planning

Search Space Traversal
type: Competency
is part of: State-Space Planning

Inference Rules
type: Competency
is part of: Conceptual Graphs

Representation of Non-linear Plans
type: Competency
is part of: Plan-Space Planning

Plan-Space Planning
type: Competency
is part of: Basic Planning Principles & Techniques

Architecture of a Production System
type: Competency
is part of: Production Systems

Types of Knowledge
type: Competency
is part of: Knowledge Representation

Defeasible Logic
type: Competency
is part of: Non-monotonic Logic

Non-monotonic Logic
type: Competency
is part of: Logic

Logic
type: Competency
is part of: Knowledge Representation & Reasoning

State Representation
type: Competency
is part of: Problem Representation - The STRIPS Model

Bidirectional Search
type: Competency
alternative label: BiS
is part of: Blind Search

Blind Search
type: Competency
is part of: Problem Solving

Problem Representation
type: Competency
is part of: Problem Representation & Search

Tabu Search
type: Competency
is part of: Hill-Climbing Search
alternative label: TS

Knowledge Discovery Steps
type: Competency
is part of: Knowledge Discovery in Databases

Knowledge Discovery in Databases
type: Competency
is part of: Machine Learning & Knowledge Discovery

Minimax Algorithm Applications
type: Competency
is part of: Minimax Algorithm

Minimax Algorithm
type: Competency
is part of: Search Algorithms in Adversary Games

Search Algorithms in Adversary Games
type: Competency
is part of: Problem Solving

Knowledge-based Systems & Human Experts
type: Competency
is part of: Characteristics of Knowledge-based Systems

Data-driven Hierarchical Classification
type: Competency
is part of: Classification Methods

Dempster-Shafer Theory
type: Competency
alternative label: D-S Theory
is part of: Uncertainty

Perceptron
type: Competency
is part of: Feed-forward Neural Networks

Feed-forward Neural Networks
type: Competency
is part of: Neural Networks

Advantages & Disadvantages
type: Competency
is part of: Model-based Reasoning

Model-based Reasoning
type: Competency
is part of: Advanced Reasoning

From Data to Potential Solutions
type: Competency
is part of: Classification Methods

Generate & Test
type: Competency
is part of: Classification Methods

Knowledge-based Systems & Conventional Programs
type: Competency
is part of: Characteristics of Knowledge-based Systems

Ontologies, Agents & Web Services
type: Competency
is part of: The Semantic Web

Data, Information & Knowledge
type: Competency
is part of: Knowledge Representation

Inference Mechanism
type: Competency
is part of: Propositional Logic

Propositional Logic
type: Competency
is part of: Logic

A-Star Algorithm
type: Competency
is part of: Heuristic Search

AC-3 Algorithm
type: Competency
is part of: Consistency Check Algorithms

Artificial Neuron Model
type: Competency
is part of: Neural Networks

The Semantic Web Vision
type: Competency
is part of: The Semantic Web

Reinforcement Learning
type: Competency
is part of: Other Learning Types

Other Learning Types
type: Competency
is part of: Machine Learning

Parts of a Robot
type: Competency
is part of: Robotics

Robotics
type: Competency
is part of: Advanced Interaction with the Environment

Advanced Interaction with the Environment
type: Competency
is part of: Agent Systems

Fuzzy Relations
type: Competency
is part of: Fuzzy Logic & Fuzzy Set Theory

Fuzzy Logic & Fuzzy Set Theory
type: Competency
is part of: Fuzziness

Fuzziness
type: Competency
is part of: Knowledge Representation & Reasoning

Linear Planning by Regression
type: Competency
is part of: Planning Systems Case Studies

General Diagnosis Model
type: Competency
is part of: Diagnosis & Troubleshooting

Alpha-Beta Algorithm
type: Competency
alternative label: AB Algorithm
is part of: Search Algorithms in Adversary Games

Fuzzy Set Properties
type: Competency
is part of: Fuzzy Logic & Fuzzy Set Theory

Bayes Law
type: Competency
is part of: Uncertainty

K-Consistency
type: Competency
is part of: Consistency Check Algorithms

Best-first Search
type: Competency
is part of: Heuristic Search
alternative label: BestFS

Knowledge Engineering
type: Competency
is part of: Knowledge-based Systems

Objects
type: Competency
is part of: Structured Knowledge Representation

Web Services
type: Competency
is part of: Ontologies, Agents & Web Services

Advantages & Disadvantages of Rules
type: Competency
is part of: Rule Types

Abstract Agent Architectures
type: Competency
is part of: Environments & Abstract Architectures

Environments & Abstract Architectures
type: Competency
is part of: Intelligent Agents

Back Propagation
type: Competency
is part of: Feed-forward Neural Networks

Reduction Representation
type: Competency
is part of: Problem Representation

Hybrid Agents
type: Competency
is part of: Intelligent Agents

Ontologies
type: Competency
is part of: Ontologies, Agents & Web Services

Breadth-first Search
type: Competency
is part of: Blind Search
alternative label: BFS

Delta Rule
type: Competency
is part of: Feed-forward Neural Networks

Semantic Nets
type: Competency
is part of: Structured Knowledge Representation

Knowledge-based Systems Development Tools
type: Competency
is part of: Knowledge Engineering

Architecture & Functionality
type: Competency
is part of: Architecture of Knowledge-based Systems

Architecture of Knowledge-based Systems
type: Competency
is part of: Characteristics, Architecture & Functionality of Knowledge-based Systems

Structuring Elements & Basic Notions
type: Competency
is part of: Conceptual Graphs

Heuristic Classification
type: Competency
is part of: Classification

Special Knowledge Discovery Topics
type: Competency
is part of: Knowledge Discovery in Databases

Frames
type: Competency
alternative label: Schemata
is part of: Structured Knowledge Representation

Kohonen Networks
type: Competency
is part of: Competition-based Neural Networks

Competition-based Neural Networks
type: Competency
is part of: Neural Networks

Algorithm Characteristics
type: Competency
is part of: Search Algorithms

Typical Search Algorithms
type: Competency
is part of: Constraint Satisfaction

Blackboard Architecture
type: Competency
is part of: Architecture of Knowledge-based Systems

Heuristics
type: Competency
is part of: Heuristic Search

Classification Models
type: Competency
is part of: Classification

Hopfield Networks
type: Competency
is part of: Associative Memories

Natural Language Understanding
type: Competency
is part of: Natural Language Processing

Natural Language Processing
type: Competency
alternative label: NLP
is part of: Advanced Interaction with the Environment

Comparing Alpha-Beta with Minimax
type: Competency
is part of: Search Algorithms in Adversary Games

Extension Principle
type: Competency
is part of: Fuzzy Logic & Fuzzy Set Theory

Hypotheses Discrimination
type: Competency
is part of: Diagnosis & Troubleshooting

Time Interval Logic
type: Competency
is part of: Time Representation

Types of Robots
type: Competency
is part of: Robotics

Evaluation of Knowledge Representation Methods
type: Competency
is part of: Knowledge Representation

Procedural Representation
type: Competency
is part of: Knowledge Representation

Natural Language Generation
type: Competency
is part of: Natural Language Processing

Other Supervised Learning Techniques
type: Competency
is part of: Supervised Learning

State Space Representation
type: Competency
is part of: Problem Representation

Fuzzy Variables, Numbers, Propositions & Rules
type: Competency
is part of: Fuzzy Logic & Fuzzy Set Theory

Advantages & Disadvantages
type: Competency
is part of: Case-based Reasoning

Case-based Reasoning
type: Competency
is part of: Advanced Reasoning

Search Space
type: Competency
is part of: Search Algorithms

Knowledge Discovery Problems
type: Competency
is part of: Knowledge Discovery in Databases

Generate & Test
type: Competency
is part of: Constraint Satisfaction

Depth-first Search
type: Competency
is part of: Blind Search
alternative label: DFS

Solution-driven Hierarchical Classification
type: Competency
is part of: Classification Methods

Fitness Function
type: Competency
is part of: Principles of Genetic Algorithms

Principles of Genetic Algorithms
type: Competency
is part of: Genetic Algorithms

Validation
type: Competency
is part of: Verification & Validation

Verification & Validation
type: Competency
is part of: Knowledge Engineering

The KQML Communication Language
type: Competency
is part of: Protocols & Communication Languages

Diagrammatical Solution
type: Competency
is part of: Fuzzy Reasoning

Fuzzy Reasoning
type: Competency
is part of: Fuzziness

Diagrammatical Plan Representation
type: Competency
is part of: Problem Representation - The STRIPS Model

Communication & Interaction
type: Competency
is part of: Basic Notions

STRIPS Disadvantages
type: Competency
is part of: Problem Representation - The STRIPS Model

Program Development for Games
type: Competency
is part of: Search Algorithms in Adversary Games

Basic Diagnosis Functions
type: Competency
is part of: General Diagnosis Model

The KATE System
type: Competency
is part of: Model-based Reasoning

Hierarchical Planning
type: Competency
is part of: Planning Systems Case Studies

Basic Neural Network Properties
type: Competency
is part of: Artificial Neural Networks

Artificial Neural Networks
type: Competency
alternative label: ANNs
is part of: Neural Networks

Defuzzification
type: Competency
is part of: Fuzzy Reasoning

Digital Image Description
type: Competency
is part of: Machine Vision

Machine Vision
type: Competency
is part of: Advanced Interaction with the Environment

Conceptual Dependency
type: Competency
is part of: Structured Knowledge Representation

Problem Representation
type: Competency
is part of: Constraint Satisfaction

Toy Problem Heuristics
type: Competency
is part of: Heuristics

Simulated Annealing
type: Competency
is part of: Hill-Climbing Search
alternative label: SA

Verification
type: Competency
is part of: Verification & Validation

Neural Network Applications
type: Competency
is part of: Neural Networks

The PAS System
type: Competency
is part of: Case-based Reasoning

Fuzzy Set Principles
type: Competency
is part of: Fuzzy Logic & Fuzzy Set Theory

Negotiation Protocols
type: Competency
is part of: Interaction Protocols

Search Spaces
type: Competency
is part of: General Diagnosis Model

RDF - The Web Resources Description Model
type: Competency
is part of: Semantic Web Technologies

Processing Stages
type: Competency
is part of: Machine Vision

The Frame Problem & the STRIPS Representation
type: Competency
is part of: Problem Representation - The STRIPS Model

Learning & Recall
type: Competency
is part of: Artificial Neural Networks

The FIPA ACL Communication Language
type: Competency
is part of: Protocols & Communication Languages

Configuration Problem Examples
type: Competency
is part of: Characteristics of Configuration Problems

Characteristics of Configuration Problems
type: Competency
is part of: Configuration

Characteristics of Diagnosis Problems
type: Competency
is part of: Diagnosis & Troubleshooting

Frame Problem
type: Competency
is part of: Time Representation

Genetic Algorithms
type: Competency
is part of: Other Learning Types

Convergence & Replacement of the Population
type: Competency
is part of: Principles of Genetic Algorithms

Knowledge Engineering Tools
type: Competency
is part of: Knowledge-based Systems Development Tools

Reproduction
type: Competency
is part of: Principles of Genetic Algorithms

Knowledge Elicitation
type: Competency
is part of: Knowledge Engineering

Parent Selection
type: Competency
is part of: Principles of Genetic Algorithms

Iterative Deepening A-Star
type: Competency
alternative label: IDA-Star
is part of: A-Star Algorithm

Types of Reasoning
type: Competency
is part of: Reasoning

Generic Genetic Algorithm
type: Competency
is part of: Principles of Genetic Algorithms

Planning Problem Definition
type: Competency
is part of: Problem Representation - The STRIPS Model

Representation of Candidate Solutions
type: Competency
is part of: Principles of Genetic Algorithms

Agents in the Semantic Web
type: Competency
is part of: Ontologies, Agents & Web Services

Plan Execution by Planning Agents
type: Competency
is part of: Basic Planning Principles & Techniques

Interaction Between Creating & Executing Plans
type: Competency
is part of: Planning Systems Case Studies

AI Programming Languages
type: Competency
is part of: Knowledge-based Systems Development Tools

Hypotheses Hierarchy
type: Competency
is part of: Hypotheses Generation & Control

Iterative Deepening
type: Competency
is part of: Blind Search
alternative label: ID

Enforced Hill Climbing
type: Competency
alternative label: EHC
is part of: Hill-Climbing Search

Contracting Net Protocols
type: Competency
is part of: Interaction Protocols

Meaning Representation
type: Competency
is part of: The Semantic Web Architecture

Producing Partial Results
type: Competency
is part of: Fuzzy Reasoning

Malfunction Interaction
type: Competency
is part of: Hypotheses Generation & Control

Logic, Proof & Explanation
type: Competency
is part of: The Semantic Web Architecture

Agents with Beliefs, Desires, Intentions
type: Competency
is part of: Agents with Internal State

Competition Modelling
type: Competency
is part of: Competition-based Neural Networks

Partial Order Planner Algorithm
type: Competency
is part of: Plan-Space Planning
alternative label: POP Algorithm

Summing up the Partial Results
type: Competency
is part of: Fuzzy Reasoning

Expanding the Plan Graph
type: Competency
is part of: Graph-based Planning

Graph-based Planning
type: Competency
is part of: Advanced Planning Techniques

Organisation-based Protocols
type: Competency
is part of: Interaction Protocols

Semi-grounded Operators
type: Competency
is part of: Plan-Space Planning

The Travelling Salesman Problem
type: Competency
is part of: Problem Solving with Genetic Algorithms

Fuzzy Reasoning Systems
type: Competency
is part of: Fuzziness

Vocabulary Definition
type: Competency
is part of: The Semantic Web Architecture

Solution Extraction
type: Competency
is part of: Graph-based Planning

Equivalences & Canonical Forms
type: Competency
is part of: Predicate Logic

Predicate Logic
type: Competency
is part of: Logic

Inferential Function
type: Competency
is part of: Fuzzy Reasoning

Multi-agent Planning
type: Competency
is part of: Interaction Protocols

Gradual Tasks with Look-ahead
type: Competency
is part of: Configuration Methods

Semantics
type: Competency
is part of: Predicate Logic

Problem Representation
type: Competency
is part of: Fuzzy Reasoning

Inference Mechanism
type: Competency
is part of: Predicate Logic

Branch & Bound
type: Competency
alternative label: B&B
is part of: Blind Search

Planning as Satisfiability
type: Competency
is part of: Advanced Planning Techniques

Configuration Models
type: Competency
is part of: Configuration

Knowledge Elicitation Problems
type: Competency
is part of: Knowledge Elicitation

Agent Environments
type: Competency
is part of: Environments & Abstract Architectures

Problem Solving
type: Competency
is part of: Planning as Satisfiability

Applications of Genetic Algorithms
type: Competency
is part of: Genetic Algorithms

Advantages & Disadvantages
type: Competency
is part of: Predicate Logic

Knowledge Elicitation Methodologies
type: Competency
is part of: Knowledge Elicitation

Problem Representation
type: Competency
is part of: Planning as Satisfiability

Critical Points in Configuration
type: Competency
is part of: Characteristics of Configuration Problems

Logical Equivalences & Canonical Forms
type: Competency
is part of: Propositional Logic

Shannon Entropy
type: Competency
is part of: Hypotheses Discrimination

The KADS Methodology
type: Competency
is part of: Knowledge Engineering

Effectiveness & Efficiency
type: Competency
is part of: Genetic Algorithms

Genetic Programming
type: Competency
is part of: Genetic Algorithms

Development of Knowledge-based Systems
type: Competency
is part of: Knowledge Engineering

Scenarios
type: Competency
is part of: Structured Knowledge Representation