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Merge pull request #131 from berkeleybop/2024-11-07
2024-11-07 release
2 parents e8354fa + d811814 commit 993cf85

18 files changed

+1650
-2986
lines changed

‎aio-base.json‎

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@@ -16,9 +16,9 @@
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"val" : "Artificial Intelligence Ontology"
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}, {
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"pred" : "http://www.w3.org/2002/07/owl#versionInfo",
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"val" : "2024-08-14"
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"val" : "2024-11-07"
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} ],
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"version" : "https://w3id.org/aio/releases/2024-08-14/aio-base.json"
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"version" : "https://w3id.org/aio/releases/2024-11-07/aio-base.json"
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},
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"nodes" : [ {
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"id" : "https://w3id.org/aio/AbstractRNNCell",
@@ -1310,7 +1310,7 @@
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"definition" : {
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"val" : "A training strategy in machine learning where models are trained on data in a meaningful order starting with simpler examples and gradually increasing the complexity to improve learning efficiency and model performance."
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},
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"subsets" : [ "https://w3id.org/aio/PreprocessingSubset" ],
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"subsets" : [ "https://w3id.org/aio/TrainingStrategySubset" ],
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"synonyms" : [ {
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"pred" : "hasExactSynonym",
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"val" : "Sequential Learning"
@@ -3224,13 +3224,10 @@
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"val" : "A training strategy in which knowledge is passed from one entity such as a person organization or system to another facilitating learning and adaptation in the receiving entity through various methods such as teaching training or data exchange.",
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"xrefs" : [ "https://doi.org/10.1016/j.knosys.2015.01.010" ]
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},
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"subsets" : [ "https://w3id.org/aio/PreprocessingSubset" ],
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"subsets" : [ "https://w3id.org/aio/TrainingStrategySubset" ],
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"synonyms" : [ {
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"pred" : "hasExactSynonym",
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"val" : "Inductive Transfer"
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}, {
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"pred" : "hasExactSynonym",
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"val" : "Skill Acquisition"
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}, {
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"pred" : "hasRelatedSynonym",
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"val" : "Adaptation"
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"type" : "CLASS",
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"meta" : {
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"definition" : {
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"val" : "A field of inquiry devoted to understanding and building methods that learn from data to improve performance on a set of tasks.",
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"val" : "A process intended to build methods that learn from data.",
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"xrefs" : [ "https://doi.org/10.6028/NIST.SP.1270" ]
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},
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"subsets" : [ "https://w3id.org/aio/MachineLearningSubset" ],
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},
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"subsets" : [ "https://w3id.org/aio/ModelSubset" ]
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}
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}, {
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"id" : "https://w3id.org/aio/ModelEfficiency",
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"lbl" : "Model Efficiency",
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"type" : "CLASS",
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"meta" : {
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"definition" : {
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"val" : "A preprocessing aimed at making models more efficient, such as knowledge distillation.",
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"xrefs" : [ "https://doi.org/10.1145/3578938" ]
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},
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"subsets" : [ "https://w3id.org/aio/PreprocessingSubset" ],
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"synonyms" : [ {
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"pred" : "hasExactSynonym",
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"val" : "Computational Efficiency"
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}, {
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"pred" : "hasExactSynonym",
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"val" : "Model Optimization"
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} ]
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}
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}, {
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"id" : "https://w3id.org/aio/ModelSelectionBias",
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"lbl" : "Model Selection Bias",
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"type" : "CLASS",
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"meta" : {
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"definition" : {
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"val" : "A system of interconnected nodes or entities for communication computation or data exchange."
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"val" : "A system of interconnected nodes or entities for communication, computation or data exchange."
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},
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"subsets" : [ "https://w3id.org/aio/ClassSubset" ]
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}
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"definition" : {
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"val" : "A preprocessing used to train machine learning models including techniques such as supervised learning unsupervised learning reinforcement learning and transfer learning aimed at optimizing model performance."
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},
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"subsets" : [ "https://w3id.org/aio/PreprocessingSubset" ],
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"subsets" : [ "https://w3id.org/aio/TrainingStrategySubset" ],
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"synonyms" : [ {
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"pred" : "hasExactSynonym",
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"val" : "Instructional Methods"
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"sub" : "https://w3id.org/aio/Model",
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"pred" : "is_a",
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"obj" : "http://www.w3.org/2002/07/owl#Thing"
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}, {
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"sub" : "https://w3id.org/aio/ModelEfficiency",
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"pred" : "is_a",
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"obj" : "https://w3id.org/aio/Preprocessing"
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}, {
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"sub" : "https://w3id.org/aio/ModelSelectionBias",
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"pred" : "is_a",
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}, {
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"sub" : "https://w3id.org/aio/SunkCostFallacyBias",
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"pred" : "is_a",
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"obj" : "https://w3id.org/aio/Bias"
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"obj" : "https://w3id.org/aio/IndividualBias"
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}, {
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"sub" : "https://w3id.org/aio/SupervisedBiclustering",
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"pred" : "is_a",
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}, {
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"sub" : "https://w3id.org/aio/TrainingStrategies",
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"pred" : "is_a",
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"obj" : "https://w3id.org/aio/Preprocessing"
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"obj" : "http://www.w3.org/2002/07/owl#Thing"
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}, {
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"sub" : "https://w3id.org/aio/TransferLearning",
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"pred" : "is_a",

‎aio-base.obo‎

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@@ -1,5 +1,5 @@
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format-version: 1.2
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data-version: https://w3id.org/aio/releases/2024-08-14/aio-base.owl
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data-version: https://w3id.org/aio/releases/2024-11-07/aio-base.owl
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subsetdef: aio:ActivationFunctionSubset "Activation Function Subset"
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subsetdef: aio:BiasSubset "Bias Subset"
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subsetdef: aio:ClassSubset "Class Subset"
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property_value: dcterms:description "This ontology models classes and relationships describing deep learning networks, their component layers and activation functions, as well as potential biases." xsd:string
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property_value: dcterms:license http://creativecommons.org/licenses/by/4.0/
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property_value: dcterms:title "Artificial Intelligence Ontology" xsd:string
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property_value: owl:versionInfo "2024-08-14" xsd:string
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property_value: owl:versionInfo "2024-11-07" xsd:string
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[Term]
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id: aio:AbstractRNNCell
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id: aio:CurriculumLearning
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name: Curriculum Learning
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def: "A training strategy in machine learning where models are trained on data in a meaningful order starting with simpler examples and gradually increasing the complexity to improve learning efficiency and model performance." []
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subset: aio:PreprocessingSubset
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subset: aio:TrainingStrategySubset
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synonym: "Complexity grading" RELATED []
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synonym: "Sequential Learning" EXACT []
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synonym: "Sequential learning" RELATED []
@@ -1871,11 +1871,10 @@ is_a: aio:LargeLanguageModel ! Large Language Model
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id: aio:KnowledgeTransfer
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name: Knowledge Transfer
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def: "A training strategy in which knowledge is passed from one entity such as a person organization or system to another facilitating learning and adaptation in the receiving entity through various methods such as teaching training or data exchange." [https://doi.org/10.1016/j.knosys.2015.01.010]
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subset: aio:PreprocessingSubset
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subset: aio:TrainingStrategySubset
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synonym: "Adaptation" RELATED []
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synonym: "Inductive Transfer" EXACT []
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synonym: "Pretrained models" RELATED []
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synonym: "Skill Acquisition" EXACT []
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is_a: aio:TrainingStrategies ! Training Strategies
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[Term]
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[Term]
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id: aio:MachineLearningTask
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name: Machine Learning Task
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def: "A field of inquiry devoted to understanding and building methods that learn from data to improve performance on a set of tasks." [https://doi.org/10.6028/NIST.SP.1270]
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def: "A process intended to build methods that learn from data." [https://doi.org/10.6028/NIST.SP.1270]
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subset: aio:MachineLearningSubset
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synonym: "Machine Learning" RELATED []
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@@ -2389,15 +2388,6 @@ name: Model
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def: "An abstract representation of a complex system generally assembled as a set of logical mathematical or conceptual properties to simulate or understand the system's behavior." [https://en.wikipedia.org/wiki/Mathematical_model]
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subset: aio:ModelSubset
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[Term]
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id: aio:ModelEfficiency
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name: Model Efficiency
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def: "A preprocessing aimed at making models more efficient, such as knowledge distillation." [https://doi.org/10.1145/3578938]
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subset: aio:PreprocessingSubset
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synonym: "Computational Efficiency" EXACT []
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synonym: "Model Optimization" EXACT []
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is_a: aio:Preprocessing ! Preprocessing
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[Term]
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id: aio:ModelSelectionBias
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name: Model Selection Bias
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[Term]
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id: aio:Network
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name: Network
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def: "A system of interconnected nodes or entities for communication computation or data exchange." []
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def: "A system of interconnected nodes or entities for communication, computation or data exchange." []
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subset: aio:ClassSubset
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[Term]
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comment: The tendency to continue an endeavor due to previously invested resources, despite costs outweighing benefits.
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subset: aio:BiasSubset
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synonym: "Sunk Cost Fallacy" EXACT []
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is_a: aio:Bias ! Bias
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is_a: aio:IndividualBias ! Individual Bias
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[Term]
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id: aio:SupervisedBiclustering
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id: aio:TrainingStrategies
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name: Training Strategies
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def: "A preprocessing used to train machine learning models including techniques such as supervised learning unsupervised learning reinforcement learning and transfer learning aimed at optimizing model performance." []
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subset: aio:PreprocessingSubset
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subset: aio:TrainingStrategySubset
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synonym: "Instructional Methods" EXACT []
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synonym: "Learning Techniques" EXACT []
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is_a: aio:Preprocessing ! Preprocessing
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[Term]
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id: aio:TransferLearning

‎aio-base.owl‎

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xmlns:dcterms="http://purl.org/dc/terms/"
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xmlns:oboInOwl="http://www.geneontology.org/formats/oboInOwl#">
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<owl:Ontology rdf:about="https://w3id.org/aio/aio-base.owl">
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<owl:versionIRI rdf:resource="https://w3id.org/aio/releases/2024-08-14/aio-base.owl"/>
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<owl:versionIRI rdf:resource="https://w3id.org/aio/releases/2024-11-07/aio-base.owl"/>
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<dc:type rdf:resource="http://purl.obolibrary.org/obo/IAO_8000001"/>
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<dcterms:description>This ontology models classes and relationships describing deep learning networks, their component layers and activation functions, as well as potential biases.</dcterms:description>
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<dcterms:license rdf:resource="http://creativecommons.org/licenses/by/4.0/"/>
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<dcterms:title>Artificial Intelligence Ontology</dcterms:title>
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<owl:versionInfo>2024-08-14</owl:versionInfo>
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<owl:versionInfo>2024-11-07</owl:versionInfo>
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</owl:Ontology>
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<oboInOwl:hasExactSynonym>Structured Learning</oboInOwl:hasExactSynonym>
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<oboInOwl:hasRelatedSynonym>Complexity grading</oboInOwl:hasRelatedSynonym>
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<oboInOwl:hasRelatedSynonym>Sequential learning</oboInOwl:hasRelatedSynonym>
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<oboInOwl:inSubset rdf:resource="https://w3id.org/aio/PreprocessingSubset"/>
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<oboInOwl:inSubset rdf:resource="https://w3id.org/aio/TrainingStrategySubset"/>
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<rdfs:label>Curriculum Learning</rdfs:label>
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</owl:Class>
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<rdfs:subClassOf rdf:resource="https://w3id.org/aio/TrainingStrategies"/>
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<obo:IAO_0000115>A training strategy in which knowledge is passed from one entity such as a person organization or system to another facilitating learning and adaptation in the receiving entity through various methods such as teaching training or data exchange.</obo:IAO_0000115>
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<oboInOwl:hasExactSynonym>Inductive Transfer</oboInOwl:hasExactSynonym>
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<oboInOwl:hasExactSynonym>Skill Acquisition</oboInOwl:hasExactSynonym>
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<oboInOwl:hasRelatedSynonym>Adaptation</oboInOwl:hasRelatedSynonym>
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<oboInOwl:hasRelatedSynonym>Pretrained models</oboInOwl:hasRelatedSynonym>
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<oboInOwl:inSubset rdf:resource="https://w3id.org/aio/PreprocessingSubset"/>
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<oboInOwl:inSubset rdf:resource="https://w3id.org/aio/TrainingStrategySubset"/>
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<rdfs:label>Knowledge Transfer</rdfs:label>
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</owl:Class>
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<owl:Axiom>
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<owl:Class rdf:about="https://w3id.org/aio/MachineLearningTask">
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<rdfs:subClassOf rdf:resource="http://www.w3.org/2002/07/owl#Thing"/>
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<obo:IAO_0000115>A field of inquiry devoted to understanding and building methods that learn from data to improve performance on a set of tasks.</obo:IAO_0000115>
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<obo:IAO_0000115>A process intended to build methods that learn from data.</obo:IAO_0000115>
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<oboInOwl:hasRelatedSynonym>Machine Learning</oboInOwl:hasRelatedSynonym>
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<oboInOwl:inSubset rdf:resource="https://w3id.org/aio/MachineLearningSubset"/>
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<rdfs:label>Machine Learning Task</rdfs:label>
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</owl:Class>
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<owl:Axiom>
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<owl:annotatedSource rdf:resource="https://w3id.org/aio/MachineLearningTask"/>
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<owl:annotatedProperty rdf:resource="http://purl.obolibrary.org/obo/IAO_0000115"/>
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<owl:annotatedTarget>A field of inquiry devoted to understanding and building methods that learn from data to improve performance on a set of tasks.</owl:annotatedTarget>
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<owl:annotatedTarget>A process intended to build methods that learn from data.</owl:annotatedTarget>
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<oboInOwl:hasDbXref rdf:resource="https://doi.org/10.6028/NIST.SP.1270"/>
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</owl:Axiom>
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<!-- https://w3id.org/aio/ModelEfficiency -->
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<owl:Class rdf:about="https://w3id.org/aio/ModelEfficiency">
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<rdfs:subClassOf rdf:resource="https://w3id.org/aio/Preprocessing"/>
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<obo:IAO_0000115>A preprocessing aimed at making models more efficient, such as knowledge distillation.</obo:IAO_0000115>
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<oboInOwl:hasExactSynonym>Computational Efficiency</oboInOwl:hasExactSynonym>
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<oboInOwl:hasExactSynonym>Model Optimization</oboInOwl:hasExactSynonym>
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<oboInOwl:inSubset rdf:resource="https://w3id.org/aio/PreprocessingSubset"/>
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<rdfs:label>Model Efficiency</rdfs:label>
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</owl:Class>
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<owl:Axiom>
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<owl:annotatedSource rdf:resource="https://w3id.org/aio/ModelEfficiency"/>
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<owl:annotatedProperty rdf:resource="http://purl.obolibrary.org/obo/IAO_0000115"/>
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<owl:annotatedTarget>A preprocessing aimed at making models more efficient, such as knowledge distillation.</owl:annotatedTarget>
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<oboInOwl:hasDbXref rdf:resource="https://doi.org/10.1145/3578938"/>
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</owl:Axiom>
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<!-- https://w3id.org/aio/ModelSelectionBias -->
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<owl:Class rdf:about="https://w3id.org/aio/ModelSelectionBias">
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<owl:Class rdf:about="https://w3id.org/aio/Network">
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<rdfs:subClassOf rdf:resource="http://www.w3.org/2002/07/owl#Thing"/>
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<obo:IAO_0000115>A system of interconnected nodes or entities for communication computation or data exchange.</obo:IAO_0000115>
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<obo:IAO_0000115>A system of interconnected nodes or entities for communication, computation or data exchange.</obo:IAO_0000115>
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<oboInOwl:inSubset rdf:resource="https://w3id.org/aio/ClassSubset"/>
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<rdfs:label>Network</rdfs:label>
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</owl:Class>
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<!-- https://w3id.org/aio/SunkCostFallacyBias -->
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<owl:Class rdf:about="https://w3id.org/aio/SunkCostFallacyBias">
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<rdfs:subClassOf rdf:resource="https://w3id.org/aio/Bias"/>
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<rdfs:subClassOf rdf:resource="https://w3id.org/aio/IndividualBias"/>
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<obo:IAO_0000115>A bias characterized by the tendency to continue an endeavor due to previously invested resources despite costs outweighing benefits.</obo:IAO_0000115>
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<oboInOwl:hasExactSynonym>Sunk Cost Fallacy</oboInOwl:hasExactSynonym>
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<oboInOwl:inSubset rdf:resource="https://w3id.org/aio/BiasSubset"/>
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<!-- https://w3id.org/aio/TrainingStrategies -->
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<owl:Class rdf:about="https://w3id.org/aio/TrainingStrategies">
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<rdfs:subClassOf rdf:resource="https://w3id.org/aio/Preprocessing"/>
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<rdfs:subClassOf rdf:resource="http://www.w3.org/2002/07/owl#Thing"/>
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<obo:IAO_0000115>A preprocessing used to train machine learning models including techniques such as supervised learning unsupervised learning reinforcement learning and transfer learning aimed at optimizing model performance.</obo:IAO_0000115>
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<oboInOwl:hasExactSynonym>Instructional Methods</oboInOwl:hasExactSynonym>
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<oboInOwl:hasExactSynonym>Learning Techniques</oboInOwl:hasExactSynonym>
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<oboInOwl:inSubset rdf:resource="https://w3id.org/aio/PreprocessingSubset"/>
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<oboInOwl:inSubset rdf:resource="https://w3id.org/aio/TrainingStrategySubset"/>
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<rdfs:label>Training Strategies</rdfs:label>
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</owl:Class>
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