Subset: AiSubset

All entities from the DPV ai extension.

Identifier and Mapping Information

Schema Source

from schema: https://w3id.org/lmodel/dpv/ai

Classes in subset

Class	Description
ActionRecognition	Capability to recognise actions
AdversarialAttack	Inputs designed to cause the model to make a mistake
AGI	Type of AI system that addresses a broad range of tasks with a
AIAgent	An AI Agent, also known as an 'intelligent agent', is a software agent
AiAI	A technical and scientific field devoted to the engineered system that
AiAISystem	An engineered system that generates outputs such as content, forecasts,
AIBias	Bias associated with development, use, or other activities involving an
AiBiometricCategorisation	Capability involving assigning natural persons to specific categories
AiBiometricIdentification	Capability involving automated recognition of physical, physiological
AiCapability	Capability or use of AI to achieve a technical goal or objective
AiData	Data involved in the development and use of an AI system or model
AiDataAggregationBias	Bias that occurs from aggregating data covering different groups of
AiDataBias	Bias that occurs due to unaddressed data properties that lead to AI
AiDataRisk	Risk associated with data used or produced or otherwise involved in the
AiEmotionRecognition	Capability for identifying and categorising emotions expressed in a
AiGPAIModel	A model that displays generality in terms of capabilities and potential
AiInformativenessBias	Bias that occurs or some groups, the mapping between inputs present in
AiLifecycleStage	A stage in the lifecycle of AI
AiModel	Physical, mathematical or otherwise logical representation of a system,
AIProcess	A process involving AI technologies
AiProfiling	Capability where AI is used to construct a profile of an individual
AiRiskConcept	Risk concepts such as risk sources, risks, consequences, and impacts
AiSecurityAttack	Risks or issues associated with security attacks related to AI
AISystemRisk	Risks associated with AI Systems
AiTestingData	Data involved in the testing of an AI system or model
AiTrainingData	Data involved in the training of an AI system or model
AiValidationData	Data involved in the validation of an AI system or model
AlgorithmSelectionBias	Bias that occurs from the selection of machine learning algorithms built
AudioCapability	Capabilities related to the processing and generation of audio
AudioGeneration	Capability to generate audio
AudioProcessing	Technique involving processing audio
AutomaticSummarisation	Capability for shortening a portion of content such as text while
AutomationBias	Bias that occurs due to propensity for humans to favour suggestions from
BayesianEstimation	Refers to Bayesian estimation approach
BayesianNetwork	Probabilistic technique that uses Bayesian inference for probability
BayesianOptimisation	Refers to Bayesian optimisation technique
BehaviourAnalysis	Capability of a system in analysing people's behaviour
Benchmarking	Measure where performance and outputs are compared to best practices,
BiasAssessment	Examination of a data set, model, or AI system for bias
BiasDetection	Indicates measures to detect bias
BiasMitigation	Indicates measures to mitigate bias
BiasPrevention	Indicates measures to prevent bias
BiometricCapability	Capability involving processing of biometric data or related to
BiometricEmotionRecognition	Capability for recognising emotions based on biometrics information
ChatbotCapability	Capability to simulate human-like conversation with a user through
CognitiveComputing	Category of AI systems that enables people and machines to interact more
ComputationalCreativity	computer systems that emulate human creative processes and produce
ComputerVision	Capability of a functional unit to acquire, process and interpret data
ContentBasedRetrieval	Capability for retrieval of information using the actual content to
ContentGeneration	Capability to generate new content that is distinct from merely deriving
ContextAwareRetrieval	Capability for retrieval of information that takes into account the
ContinuousValidationStage	The stage in the lifecycle where there is continuous learning within the
ConvolutionalNeuralNetwork	Feed forward neural network using convolution in at least one of its
CyberphysicalSystem	Engineered system built from, and depending upon, the seamless
DataAggregation	Processing operation where data is aggregated, e
DataAnnotation	Processing operation where data is annoated, e
DataCleaning	Processing operation where data is cleaned, e
DataCollection	Processing operation where data is collected, e
DataEnrichment	Processing operation where data is enriced, e
DataLabelling	Processing operation where data annotation is carried out through
DataLabellingProcessBias	Bias that occurs due to the labelling process itself introducing
DataOperation	Processing of data for the development or use of AI models
DataPoisoning	Attack trying to manipulate the training dataset
DataPreparation	Processing operation where data is prepared, e
DataUpdating	Processing operation where data is updated, e
DecisionTree	Technique for which inference is encoded as paths from the root to a
DecommissionStage	The stage in the lifecycle where the AI system is being decommissioned
DeepLearning	Approach to creating rich hierarchical representations through the
DeploymentStage	The stage in the lifecycle where the AI system is installed, released or
DesignStage	The stage in the lifecycle where designs are created for the AI system
DevelopmentStage	The stage in the lifecycle where the development and creation of the
DialogueManagement	Capability for shortening a portion of content such as text while
DiscardStage	The stage in the lifecycle where the AI system is being discarded as
DistributedTrainingBias	Bias that occurs due to distributed machine having different sources of
EdgeAI	The deployment and execution of AI and ML models on Edge devices,
EngineeringDecisionBias	Bias that occurs due to machine learning model architectures -
ExpertSystem	AI system that accumulates, combines and encapsulates knowledge provided
ExplainabilityRisk	Risk that an AI's decisions or behaviors cannot be adequately
FaceRecognition	Capability involving automatic pattern recognition for comparing stored
FeatureEngineeringBias	Bias that occurs from steps such as encoding, data type conversion,
FeedForwardNeuralNetwork	Neural network where information is fed from the input layer to the
FineTunedModel	Model resulting from fine-tuning of a pre-trained model
FrugalAISystem	AI systems intended to be more efficient, cost-effective, and accessible
FrugalMachineLearning	Machine learning techniques that aim to make models more efficient,
GenAI	Use of artificial intelligence models that can learn from and mimic
GeneticAlgorithm	Algorithm which simulates natural selection by creating and evolving a
GestureRecognition	Capability for recognising human gestures
GPAI	Artificial intelligence system based on a general-purpose model and
HeuristicProgramming	Programming approach designed to tackle problems for which there lacks a
HumanIdentification	Capability of a system that identifies a human whether at an individual
HumanOrientedCapability	Capabilities that are inherently about humans or oriented towards human
HyperparameterTuningBias	Bias that occurs from hyperparameters defining how the model is
ImageClassification	Capability of categorising and labelling groups of pixels or vectors
ImageGeneration	Capability to generate image
ImageRecognition	Capability for image classification process that classifies object(s),
InceptionStage	The stage in the lifecycle where inception regarding AI occurs and one
IncidentMonitoringStage	The stage in the lifecycle where an AI system is actively being
InductiveProgramming	An algorithm or program featuring recursive calls or repetition control
IndustrialRobot	A robot or robotic system for use in industrial automation applications
InformationRetrieval	Capability for retrieving relevant documents or parts of documents from
InputDataBias	Concept representing input data containing or potentially containing
InputDataInaccurate	Concept representing input data being inaccurate
InputDataInappropriate	Concept representing input data being inappropriate
InputDataIncomplete	Concept representing input data being incomplete
InputDataInconsistent	Concept representing input data being inconsistent
InputDataMisclassified	Concept representing input data being misclassified
InputDataMisinterpretation	Concept representing input data being misinterpreted
InputDataNoise	Concept representing input data being noisy
InputDataOutdated	Concept representing input data being outdated
InputDataRisk	Risks and risk concepts related to input data
InputDataSelectionError	Concept representing an error in input data selection
InputDataSparse	Concept representing input data being sparse
InputDataUnrepresentative	Concept representing input data being unrepresentative
InputDataUnstructured	Concept representing input data being unstructured
InputDataUnverified	Concept representing input data being unverified
IntelligentControlSystem	Category of AI systems which implement intelligent control principles
KnowledgeRepresentation	Encoding knowledge in a formal language or in a form that can be used
KnowledgeTechnique	Techniques based on the use of knowledge bases
LanguageCapability	Capabilities related to languages
LieDetection	Capability to detect lies in the context of human speech, behaviour,
LLM	Deep learning model that uses artificial neural networks trained on vast
LocalBiometricIdentification	Capability involving biometric identification carried out locally
LogicTechnique	Refers to logic based techniques
LongShortTermMemory	Type of recurrent neural network that processes sequential data with a
MachineLearning	Process of optimising model parameters through computational techniques,
MachineLearningModel	Mathematical construct that generates an inference or prediction based
MachineLearningPlatform	Technology platform for developing, deploying, and managing machine
MachineTranslation	Capability for automated translation of text or speech from one natural
MissingFeaturesBias	Bias that occurs when features are missing from individual training
ModelBias	Bias that occurs when ML uses functions like a maximum likelihood
ModelEvasion	An input, which seems normal for a human but is wrongly classified by ML
ModelExpressivenessBias	Bias that occurs from the number and nature of parameters in a model as
ModelFineTuning	Process where a pre-trained model is further refined through the use of
ModelInteractionBias	Bias that occurs from the structure of a model to create biased
ModelInversion	A type of attack to AI models, in which the access to a model is abused
ModelRisk	Risks associated with AI Models
ModelTraining	Process to determine or to improve the parameters of a machine learning
MotionAnalysis	Capability of deriving meaningful information about motion from visual
MultiModalRetrieval	Capability for retrieval of information using multiple modalities such
MusicInformationRetrieval	Capability for retrieving, analysing, and categorising music-related
NamedEntityRecognition	Capability for recognising and labelling the denotational names of
NarrowAI	Type of AI system that is focused on defined tasks to address a specific
NaturalLanguageGeneration	Converting data carrying semantics into natural language
NaturalLanguageProcessing	Capability enabling computers to understand and communicate with human
NeuralNetwork	Network of one or more layers of neurons connected by weighted links
NonRepresentativeSamplingBias	Bias that occurs if a dataset is not representative of the intended
ObjectDetection	computer vision technology that detects instances of semantic objects in
ObjectRecognition	Capability to recognise objects
OperationStage	The stage in the lifecycle where an AI system is running and generally
OptimisationMethod	Refers to optimisation Method
PartOfSpeechTagging	Capability for assigning a category (e
PatternRecognition	Capability for automated identification of patterns and regularities in
PerceptionBasedAI	Capability of using agents to interpret and understand information from
PersonalityTraitAnalysis	Capability for determining and analysing people's personality traits
PostTimeBiometricIdentification	Capability involving biometric identification carried out later or not
QuestionAnswering	Capability for determining the most appropriate answer to a question
RealTimeBiometricIdentification	Capability involving biometric identification carried out in real-time
ReasoningSystem	Artificial intelligence systems that uses available information to
ReasoningTechnique	Refers to reasoning techniques
RecurrentNeuralNetwork	Neural network in which outputs from both the previous layer and the
ReevaluationStage	The stage in the lifecycle where the AI system is reevaluated after the
ReinforcementLearning	Learning of an optimal sequence of actions to maximise a reward through
RelationshipExtraction	Capability for identifying relationships among entities mentioned in a
RemoteBiometricIdentification	Capability involving biometric identification carried out remotely
RemoteSensing	Capability for acquisition of information about an object or phenomenon
RepairStage	The stage in the lifecycle where an AI system is being repaired due to
ReplaceStage	The stage in the lifecycle where the AI system is being replaced as part
RetirementStage	The stage in the lifecycle where the AI system is retired and becomes
Robot	An automation system with actuators that performs intended tasks in the
RoboticProcessAutomation	Technology focused on automation of repetitive, routine, rule-based
Robotics	The science of designing, engineering and using robots, i
RuleBasedTechnique	Artificial intelligence approach governed by human-defined rules that
SearchMethod	Refers to statistical-based search Methods
SelfSupervisedLearning	Machine learning approach that uses unsupervised learning for tasks that
SemiSupervisedLearning	Machine learning that makes use of both labelled and unlabelled data
SentimentAnalysis	Capability for computationally identifying and categorising opinions
ServiceRobot	A robot or robotic system in personal use or professional use that
SocialRobot	A robot or robotic system with social interaction functions
SoundSourceSeparation	Capability for extracting individual sound from audio recordings
SoundSynthesis	Capability for generation of artificial sound
SpeakerRecognition	Capability of recognising speaker(s) in audio recordings
SpeechRecognition	Capability of converting a speech signal to a representation of the
SpeechSynthesis	Capability for generation of artificial speech
StatisticalTechnique	Refers to techniques that are based on statistics
SupervisedLearning	Machine learning that makes only use of labelled data during training
SupportVectorMachine	A machine learning algorithm that finds decision boundaries with maximal
SymbolicReasoning	Reasoning based on the knowledge encoded in a formal language
Technique	The underlying technological algorithm, method, or process that forms
TestingDataBias	Concept representing testing data containing or potentially containing
TestingDataInaccurate	Concept representing testing data being inaccurate
TestingDataInappropriate	Concept representing testing data being inappropriate
TestingDataIncomplete	Concept representing testing data being incomplete
TestingDataInconsistent	Concept representing testing data being inconsistent
TestingDataMisclassified	Concept representing testing data being misclassified
TestingDataMisinterpretation	Concept representing testing data being misinterpreted
TestingDataNoise	Concept representing testing data being noisy
TestingDataOutdated	Concept representing testing data being outdated
TestingDataRisk	Risks and risk concepts related to testing data
TestingDataSelectionError	Concept representing an error in testing data selection
TestingDataSparse	Concept representing testing data being sparse
TestingDataUnrepresentative	Concept representing testing data being unrepresentative
TestingDataUnstructured	Concept representing testing data being unstructured
TestingDataUnverified	Concept representing testing data being unverified
TextClassification	Capability of assigning predefined labels to text data in order to
TextDataMining	Capability of selecting and analysing large amounts of text or data
TrainedModel	Model resulted from model training
TrainingTechnique	Process to determine or to improve the parameters of a machine learning
TransferLearning	a technique in machine learning in which knowledge learned from a task
TransparencyRisk	Risk that an AI's design, performance, outputs, or other characteristics
UnsupervisedLearning	Machine learning that makes only use of unlabelled data during training
UpdateStage	The stage in the lifecycle where an AI system is being or has been
UserRisk	Risks associated with Users of AI Systems
ValidationDataBias	Concept representing validation data containing or potentially
ValidationDataInaccurate	Concept representing validation data being inaccurate
ValidationDataInappropriate	Concept representing validation data being inappropriate
ValidationDataIncomplete	Concept representing validation data being incomplete
ValidationDataInconsistent	Concept representing validation data being inconsistent
ValidationDataMisclassified	Concept representing validation data being misclassified
ValidationDataMisinterpretation	Concept representing validation data being misinterpreted
ValidationDataNoise	Concept representing validation data being noisy
ValidationDataOutdated	Concept representing validation data being outdated
ValidationDataRisk	Risks and risk concepts related to validation data
ValidationDataSelectionError	Concept representing an error in validation data selection
ValidationDataSparse	Concept representing validation data being sparse
ValidationDataUnrepresentative	Concept representing validation data being unrepresentative
ValidationDataUnstructured	Concept representing validation data being unstructured
ValidationDataUnverified	Concept representing validation data being unverified
ValidationStage	The stage in the lifecycle where the AI system is validated for
VerificationStage	The stage in the lifecycle where the AI system is being verified to
VideoGeneration	Capability to generate video
VisualRecognition	Capability that identifies and categorises objects, scenes, activities,

Slots in subset

Slot	Description
ai_has_capability	Indicates the use of AI capability for the associated context
ai_has_data	Associates data with an AI system or model or implementation
ai_has_model	Indicates the use of an AI model for the associated context
has_ai	Indicates the use of AI for the associated context
has_ai_system	Indicates the use of AI system for the associated context
has_gpai_model	Indicates the use of an GPAI model for the associated context
has_technique	Indicates the use of AI technique for the associated context
has_testing_data	Associates the data used for testing AI
has_training_data	Associates the data used for training AI
has_validation_data	Associates the data used for validating AI