@prefix : . @prefix dc: . @prefix owl: . @prefix rdf: . @prefix xml: . @prefix xsd: . @prefix edam: . @prefix rdfs: . @prefix skos: . a owl:Ontology . # # # ################################################################# # # # # Annotation properties # # # ################################################################# # # # http://www.w3.org/2002/07/owl#sameAs owl:sameAs a owl:AnnotationProperty . # # http://www.w3.org/2004/02/skos/core#broadMatch skos:broadMatch a owl:AnnotationProperty . # # http://www.w3.org/2004/02/skos/core#broaderTransitive rdfs:subClassOf a owl:AnnotationProperty . # # http://www.w3.org/2004/02/skos/core#closeMatch skos:closeMatch a owl:AnnotationProperty . # # http://www.w3.org/2004/02/skos/core#definition skos:definition a owl:AnnotationProperty . # # http://www.w3.org/2004/02/skos/core#exactMatch skos:exactMatch a owl:AnnotationProperty . # # http://www.w3.org/2004/02/skos/core#narrowMatch skos:narrowMatch a owl:AnnotationProperty . # # http://www.w3.org/2004/02/skos/core#relatedMatch skos:relatedMatch a owl:AnnotationProperty . # # # # ################################################################# # # # # Classes # # # ################################################################# # # # http://bigdatau.org/dseo#Excel :Excel a owl:Class ; rdfs:comment "Microsoft Office spreadsheet tool often used for analysis in business, biology, and social sciences" ; rdfs:label "Excel" ; rdfs:seeAlso "https://products.office.com/en-us/excel" ; rdfs:subClassOf :programming_tool ; skos:closeMatch "http://edamontology.org/format_3468" , "http://edamontology.org/format_3620" ; skos:exactMatch "http://dbpedia.org/resource/Microsoft_Excel" ; skos:relatedMatch "http://edamontology.org/format_3751" . # # http://bigdatau.org/dseo#GIS :GIS a owl:Class ; rdfs:comment "Spatial, geographic data; describes the exact geographic information system (GIS) format" ; rdfs:label "GIS" ; rdfs:subClassOf :spatial_data ; skos:exactMatch "http://dbpedia.org/resource/Geographic_information_system" . # # http://bigdatau.org/dseo#Galaxy :Galaxy a owl:Class ; rdfs:comment "Web application that allows processing of large datasets for analysis in bioinformatics" ; rdfs:label "Galaxy" ; rdfs:seeAlso "https://galaxyproject.org/tutorials/g101/" ; skos:broadMatch "http://edamontology.org/topic_0769" ; rdfs:subClassOf :programming_tool ; skos:exactMatch "http://dbpedia.org/resource/Galaxy_(computational_biology)" . # # http://bigdatau.org/dseo#HTML :HTML a owl:Class ; rdfs:comment "Markup language used to create webpages and web applications; often encountered in web scraping" ; rdfs:isDefinedBy "http://dbpedia.org/resource/HTML" ; rdfs:label "HTML" ; rdfs:subClassOf :datatype ; skos:exactMatch "http://dbpedia.org/resource/HTML" , "http://edamontology.org/format_2331" . # # http://bigdatau.org/dseo#Hadoop :Hadoop a owl:Class ; rdfs:comment "Open source Apache project used for distributed computing; applies to the full Hadoop stack, which includes the Hadoop implementation of MapReduce" ; rdfs:label "Hadoop" ; skos:broadMatch "http://dbpedia.org/resource/MapReduce" ; rdfs:subClassOf :programming_tool ; skos:exactMatch "http://dbpedia.org/resource/Apache_Hadoop" . # # http://bigdatau.org/dseo#JSON :JSON a owl:Class ; rdfs:comment "Data interchange format that uses attribute-value pairs to encode data that needs to be transmitted; often the output format of an API; often used for browser/server communication" ; rdfs:isDefinedBy "http://dbpedia.org/resource/JSON" ; rdfs:label "JSON" ; rdfs:subClassOf :datatype ; skos:exactMatch "http://dbpedia.org/resource/JSON" , "http://edamontology.org/format_3464" . # # http://bigdatau.org/dseo#Java :Java a owl:Class ; rdfs:comment "Programming language designed to be as platform independent as possible; popular language for desktop and mobile applications" ; rdfs:isDefinedBy "http://dbpedia.org/resource/Java_(programming_language)" ; rdfs:label "Java" ; rdfs:seeAlso "https://www.oracle.com/java/index.html" ; skos:broadMatch "http://edamontology.org/topic_3372" ; rdfs:subClassOf :programming_tool ; skos:exactMatch "http://dbpedia.org/resource/Java_(programming_language)" . # # http://bigdatau.org/dseo#JavaScript :JavaScript a owl:Class ; rdfs:comment "Programming language fundamental to web content; used often for data applications and visualization (i.e. d3.js) in data science" ; rdfs:label "JavaScript" ; rdfs:seeAlso "https://developer.mozilla.org/en-US/docs/Web/JavaScript" ; skos:broadMatch "http://edamontology.org/topic_3372" ; rdfs:subClassOf :programming_tool ; skos:exactMatch "http://dbpedia.org/resource/JavaScript" . # # http://bigdatau.org/dseo#MATLAB_Octave :MATLAB_Octave a owl:Class ; rdfs:comment "Numerical computing environment focused primarily on the use of matrices used for scientific computing" ; rdfs:label "MATLAB/Octave" ; rdfs:seeAlso "https://www.gnu.org/software/octave/" , "https://www.mathworks.com/products/matlab.html?s_tid=hp_products_matlab" ; rdfs:subClassOf :programming_tool ; skos:narrowMatch "http://dbpedia.org/resource/GNU_Octave" , "http://dbpedia.org/resource/MATLAB" ; skos:relatedMatch "http://edamontology.org/format_3626" . # # http://bigdatau.org/dseo#NoSQL :NoSQL a owl:Class ; rdfs:comment "Broad term used to identify data storage and representation systems that does not use a relational model; examples include key-value, document, and column systems" ; rdfs:label "NoSQL" ; skos:broadMatch "http://edamontology.org/topic_3489" ; rdfs:subClassOf :databases ; skos:exactMatch "http://dbpedia.org/resource/NoSQL" . # # http://bigdatau.org/dseo#Perl :Perl a owl:Class ; rdfs:comment "General purpose, high-level programming language used often for system administration and bioinformatics; in bioinformatics, it is used for analysis" ; rdfs:label "Perl" ; rdfs:seeAlso "https://www.perl.org/get.html" ; skos:broadMatch "http://edamontology.org/topic_3372" ; rdfs:subClassOf :programming_tool ; skos:exactMatch "http://dbpedia.org/resource/Perl" . # # http://bigdatau.org/dseo#Python :Python a owl:Class ; rdfs:comment "General purpose programming language often used in data science and scientific computing" ; rdfs:isDefinedBy "http://dbpedia.org/resource/Python_(programming_language)" ; rdfs:label "Python" ; rdfs:seeAlso "https://www.python.org/" ; skos:broadMatch "http://edamontology.org/topic_3372" ; rdfs:subClassOf :programming_tool ; skos:exactMatch "http://dbpedia.org/resource/Python_(programming_language)" . # # http://bigdatau.org/dseo#R :R a owl:Class ; rdfs:comment "Programming language for statistical computing and data visualization" ; rdfs:label "R" ; rdfs:seeAlso "https://www.r-project.org/about.html" ; skos:broadMatch "http://edamontology.org/topic_3372" ; rdfs:subClassOf :programming_tool ; skos:exactMatch "http://dbpedia.org/resource/R_(programming_language)" . # # http://bigdatau.org/dseo#RDF :RDF a owl:Class ; rdfs:comment "Model for semantic web data; RDF is an exact format that is used to extract web graph data where resources are nodes and links connect the nodes" ; rdfs:isDefinedBy "https://www.w3.org/RDF/" ; rdfs:label "RDF" ; rdfs:subClassOf :graph_data ; skos:exactMatch "http://dbpedia.org/resource/Resource_Description_Framework" , "http://edamontology.org/format_2376" ; skos:relatedMatch "http://edamontology.org/data_2353" , "http://edamontology.org/format_3749" . # # http://bigdatau.org/dseo#SQL :SQL a owl:Class ; rdfs:comment "short for Structured Query Language, which is a specialized programming language that has foundations in relational algebra and is used to define a relational model, manipulate data in a relational database, and control permissions and privileges in the database" ; rdfs:label "SQL" ; rdfs:subClassOf :programming_tool ; skos:exactMatch "http://dbpedia.org/resource/SQL" , "http://edamontology.org/format_3788" . # # http://bigdatau.org/dseo#Spark :Spark a owl:Class ; rdfs:comment "Cluster-computing framework that allows for in-memory processing" ; rdfs:label "Spark" ; rdfs:seeAlso "https://spark.apache.org/" ; skos:broadMatch "http://edamontology.org/topic_3372" ; rdfs:subClassOf :programming_tool ; skos:exactMatch "http://dbpedia.org/resource/Apache_Spark" . # # http://bigdatau.org/dseo#XML :XML a owl:Class ; rdfs:comment "Markup language used for web documents; can be a datatype encountered in web scraping" ; rdfs:label "XML" ; rdfs:subClassOf :datatype ; skos:exactMatch "http://dbpedia.org/resource/XML" , "http://edamontology.org/format_2332" . # # http://bigdatau.org/dseo#active_learning :active_learning a owl:Class ; rdfs:comment "Semi-supervised machine learning techniques in which a learning algorithm is able to interactively query the user (or some other information source) to obtain the desired outputs at new data points" ; rdfs:isDefinedBy "http://dbpedia.org/resource/Active_learning_(machine_learning)" ; rdfs:label "Active Learning" ; rdfs:subClassOf :machine_learning ; skos:exactMatch "http://dbpedia.org/resource/Active_learning_(machine_learning)" . # # http://bigdatau.org/dseo#advanced :advanced a owl:Class ; rdfs:comment "Applies to difficulty; advanced resources look at a concept or collection of concepts at a deeper level; example: resource that looks at the intricacies of an algorithm, including its limitations and extensions; also applies to resources that are project-oriented, where a set of learned knowledge must be applied to a new domain" ; rdfs:label "Advanced" ; rdfs:subClassOf :resource_depth . # # http://bigdatau.org/dseo#algorithms :algorithms a owl:Class ; rdfs:comment "The design of specifications to solve specific problems, most commonly those of mathematics or computer science" ; rdfs:label "Algorithms" ; skos:broadMatch "http://edamontology.org/topic_3372" ; rdfs:subClassOf :computer_science ; skos:exactMatch "http://dbpedia.org/resource/Algorithm" . # # http://bigdatau.org/dseo#artificial_intelligence :artificial_intelligence a owl:Class ; rdfs:comment "The science and engineering of designing and implementing intelligent machines" ; rdfs:label "Artificial Intelligence" ; rdfs:seeAlso "http://www-formal.stanford.edu/jmc/whatisai/" ; rdfs:subClassOf :computer_science ; skos:exactMatch "http://dbpedia.org/resource/Artificial_intelligence" . # # http://bigdatau.org/dseo#association_rule_learning :association_rule_learning a owl:Class ; rdfs:comment "Unsupervised learning techniques where relations between variables in large databases are learned" ; rdfs:isDefinedBy "http://dbpedia.org/resource/Association_rule_learning" ; rdfs:label "Association Rule Learning" ; rdfs:subClassOf :unsupervised_learning ; skos:exactMatch "http://dbpedia.org/resource/Association_rule_learning" . # # http://bigdatau.org/dseo#audio_data :audio_data a owl:Class ; rdfs:comment "Data from sound" ; rdfs:label "Audio Data" ; skos:broadMatch "http://dbpedia.org/resource/Digital_Audio" ; rdfs:subClassOf :datatype . # # http://bigdatau.org/dseo#bayesian_methods :bayesian_methods a owl:Class ; rdfs:comment "Statistical techniques that use Bayesian probabilities; techniques in modeling and estimation use a prior probability/distribution to inform estimation" ; rdfs:label "Bayesian Methods" ; rdfs:subClassOf :probability_statistics ; skos:closeMatch "http://dbpedia.org/resource/Bayesian_statistics" . # # http://bigdatau.org/dseo#big_data :big_data a owl:Class ; rdfs:comment "Broad term used to describe a massive volume of data that will often require specialized tools and approaches to handle" ; rdfs:label "Big Data" ; rdfs:subClassOf :datatype ; skos:exactMatch "http://dbpedia.org/resource/Big_Data" . # # http://bigdatau.org/dseo#bioinformatics_computational_biology :bioinformatics_computational_biology a owl:Class ; rdfs:comment "Application of computer science, mathematics, probability, and statistics to study biological data" ; rdfs:label "Bioinformatics/Computational Biology" ; rdfs:subClassOf :biology , :computer_science , :probability_statistics ; skos:narrowMatch "http://dbpedia.org/resource/Bioinformatics" , "http://dbpedia.org/resource/Computational_biology" , "http://edamontology.org/topic_0091" , "http://edamontology.org/topic_3307" . # # http://bigdatau.org/dseo#biology :biology a owl:Class ; rdfs:comment "Study of living things" ; rdfs:isDefinedBy "http://dbpedia.org/resource/Biology" ; rdfs:label "Biology" ; rdfs:subClassOf :domain ; skos:exactMatch "http://dbpedia.org/resource/Biology" , "http://edamontology.org/topic_3070" . # # http://bigdatau.org/dseo#biotechnology :biotechnology a owl:Class ; rdfs:comment "Development of products based on or applied to living organisms" ; rdfs:isDefinedBy "http://dbpedia.org/resource/Biotechnology" ; rdfs:label "Biotechnology" ; rdfs:subClassOf :biology , :computer_science , :engineering ; skos:exactMatch "http://dbpedia.org/resource/Biotechnology" , "http://edamontology.org/topic_3297" . # # http://bigdatau.org/dseo#business_analytics :business_analytics a owl:Class ; rdfs:comment "Study and application of statistics and probability to evaluate and inform business decisions" ; rdfs:label "Business Analytics" ; rdfs:subClassOf :domain ; skos:exactMatch "http://dbpedia.org/resource/Business_analytics" . # # http://bigdatau.org/dseo#causality :causality a owl:Class ; rdfs:comment "Describes machine learning techniques for causal inferencing that rely on a probabilistic graph" ; rdfs:label "Causality" ; skos:broadMatch "http://dbpedia.org/resource/Causal_inference" ; rdfs:subClassOf :probabilistic_graphical_model . # # http://bigdatau.org/dseo#cell_biology :cell_biology a owl:Class ; rdfs:comment "Study of the structures and functions of cells in living organisms" ; rdfs:isDefinedBy "http://dbpedia.org/resource/Cell_biology" ; rdfs:label "Cell Biology" ; rdfs:subClassOf :biology ; skos:exactMatch "http://dbpedia.org/resource/Cell_biology" , "http://edamontology.org/topic_2229" . # # http://bigdatau.org/dseo#chemical_biology :chemical_biology a owl:Class ; rdfs:comment "Application of chemical techniques, tools, and analyses, and often compounds produced through synthetic chemistry, to the study and manipulation of biological systems" ; rdfs:isDefinedBy "http://dbpedia.org/resource/Chemical_biology" ; rdfs:label "Chemical Biology" ; rdfs:subClassOf :biology ; skos:exactMatch "http://dbpedia.org/resource/Chemical_biology" , "http://edamontology.org/topic_3369" . # # http://bigdatau.org/dseo#chemistry :chemistry a owl:Class ; rdfs:comment "Study of the composition, structure, properties, and change of matter" ; rdfs:isDefinedBy "http://dbpedia.org/resource/Chemistry" ; rdfs:label "Chemistry" ; rdfs:subClassOf :domain ; skos:exactMatch "http://dbpedia.org/resource/Chemistry" , "http://edamontology.org/topic_3314" . # # http://bigdatau.org/dseo#classification :classification a owl:Class ; rdfs:comment "Supervised machine learning methods used for categorical, discrete dependent variables" ; rdfs:label "Classification" ; skos:broadMatch "http://edamontology.org/topic_2269" , "http://edamontology.org/topic_3474" ; rdfs:subClassOf :supervised_learning ; skos:exactMatch "http://dbpedia.org/resource/Statistical_classification" . # # http://bigdatau.org/dseo#cloud_computing :cloud_computing a owl:Class ; rdfs:comment "On-demand internet based computing that uses shared physical resources; Amazon Web Services (AWS) is one of the most popular examples" ; rdfs:isDefinedBy "http://dbpedia.org/resource/Cloud_computing" ; rdfs:label "Cloud Computing" ; rdfs:subClassOf :computer_science ; skos:exactMatch "http://dbpedia.org/resource/Cloud_computing" . # # http://bigdatau.org/dseo#clustering :clustering a owl:Class ; rdfs:comment "Unsupervised learning techniques where data points are organized into groups based on underlying structure" ; rdfs:label "Clustering" ; skos:broadMatch "http://edamontology.org/topic_2269" , "http://edamontology.org/topic_3474" ; rdfs:subClassOf :unsupervised_learning ; skos:exactMatch "http://dbpedia.org/resource/Cluster_analysis" . # # http://bigdatau.org/dseo#computer_science :computer_science a owl:Class ; rdfs:comment "Study of theory, experimentation, and engineering for the design and use of computers" ; rdfs:isDefinedBy "http://dbpedia.org/resource/Computer_science" ; rdfs:label "Computer Science" ; rdfs:subClassOf :domain ; skos:exactMatch "http://dbpedia.org/resource/Computer_science" , "http://edamontology.org/topic_3316" . # # http://bigdatau.org/dseo#data_analysis :data_analysis a owl:Class ; rdfs:comment "Applying machine learning, data mining, and statistical analyses to a dataset; includes the model building, validation, and calibration process" ; rdfs:label "Data Analysis" ; skos:broadMatch "http://dbpedia.org/resource/Data_analysis" ; rdfs:subClassOf :data_science_process ; skos:closeMatch "http://edamontology.org/operation_3658" ; skos:exactMatch "http://edamontology.org/operation_2945" ; skos:relatedMatch "http://edamontology.org/operation_2238" , "http://edamontology.org/operation_2423" , "http://edamontology.org/operation_2426" , "http://edamontology.org/operation_3465" . # # http://bigdatau.org/dseo#data_cleaning :data_cleaning a owl:Class ; rdfs:comment "Process of handling data inconsistencies (ex: spacing issues, NULL values, broken unicode) that interfere with analysis" ; rdfs:label "Data Cleaning" ; rdfs:subClassOf :data_science_process ; skos:closeMatch "http://edamontology.org/topic_3572" ; skos:exactMatch "http://dbpedia.org/resource/Data_cleansing" ; skos:relatedMatch "http://edamontology.org/operation_0335" , "http://edamontology.org/operation_1812" , "http://edamontology.org/operation_2428" , "http://edamontology.org/operation_3283" , "http://edamontology.org/operation_3359" , "http://edamontology.org/operation_3695" , "http://edamontology.org/topic_0219" . # # http://bigdatau.org/dseo#data_collection :data_collection a owl:Class ; rdfs:comment "Process of gathering data; can include experiment design and automated data collection via scraping or structured data extraction" ; rdfs:label "Data Collection" ; rdfs:subClassOf :data_science_process ; skos:exactMatch "http://dbpedia.org/resource/Data_collection" , "http://edamontology.org/topic_3077" ; skos:relatedMatch "http://edamontology.org/topic_0219" . # # http://bigdatau.org/dseo#data_exploration :data_exploration a owl:Class ; rdfs:comment "Preliminary analysis step where the data is summarized and visualized in order to understand what additional analytic techniques should be used" ; rdfs:label "Data Exploration" ; rdfs:subClassOf :data_science_process ; skos:exactMatch "http://dbpedia.org/resource/Data_exploration" . # # http://bigdatau.org/dseo#data_integration :data_integration a owl:Class ; rdfs:comment "Combining data residing in different sources into a unified view for analysis and exploration" ; rdfs:isDefinedBy "http://dbpedia.org/resource/Data_integration" ; rdfs:label "Data Integration" ; rdfs:subClassOf :data_science_process ; skos:exactMatch "http://dbpedia.org/resource/Data_integration" , "http://edamontology.org/topic_3366" ; skos:narrowMatch "http://edamontology.org/operation_0335" ; skos:relatedMatch "http://edamontology.org/operation_0226" , "http://edamontology.org/operation_1812" , "http://edamontology.org/operation_2990" , "http://edamontology.org/operation_3357" , "http://edamontology.org/operation_3359" , "http://edamontology.org/topic_3365" , "http://edamontology.org/topic_3489" . # # http://bigdatau.org/dseo#data_science_process :data_science_process a owl:Class ; rdfs:comment "is a dimension name; step of the data science workflow that is relevant to a resource" ; rdfs:label "Data Science Process" ; skos:broadMatch "http://dbpedia.org/resource/Data_science" ; skos:relatedMatch "http://edamontology.org/topic_3473" . # # http://bigdatau.org/dseo#data_visualization :data_visualization a owl:Class ; rdfs:comment "Presenting data in a graphical representation in order to explore existing dataset and/or present conclusions about a dataset" ; rdfs:label "Data Visualization" ; rdfs:subClassOf :data_science_process ; skos:exactMatch "http://dbpedia.org/resource/Data_Visualization" ; skos:narrowMatch "http://edamontology.org/operation_0337" , "http://edamontology.org/topic_0092" . # # http://bigdatau.org/dseo#databases :databases a owl:Class ; rdfs:comment "Study and application of the organization of data in a structured representation" ; rdfs:label "Databases" ; rdfs:subClassOf :computer_science ; skos:exactMatch "http://dbpedia.org/resource/Database" , "http://edamontology.org/topic_3489" . # # http://bigdatau.org/dseo#datatype :datatype a owl:Class ; rdfs:comment "is a dimension name; format or type of data referenced in a resource" ; rdfs:label "Datatype" ; skos:relatedMatch "http://edamontology.org/data_0006" , "http://edamontology.org/format_1915" . # # http://bigdatau.org/dseo#deep_learning :deep_learning a owl:Class ; rdfs:comment "Artificial neural networks that have multiple hidden layers" ; rdfs:isDefinedBy "http://dbpedia.org/resource/Deep_learning" ; rdfs:label "Deep Learning" ; skos:broadMatch "http://edamontology.org/topic_3474" ; rdfs:subClassOf :neural_networks ; skos:exactMatch "http://dbpedia.org/resource/Deep_learning" . # # http://bigdatau.org/dseo#developmental_biology :developmental_biology a owl:Class ; rdfs:comment "Study of how living organisms grow and reproduce" ; rdfs:isDefinedBy "http://dbpedia.org/resource/Developmental_biology" ; rdfs:label "Developmental Biology" ; rdfs:subClassOf :biology ; skos:exactMatch "http://dbpedia.org/resource/Developmental_biology" , "http://edamontology.org/topic_3064" . # # http://bigdatau.org/dseo#dimensionality_reduction :dimensionality_reduction a owl:Class ; rdfs:comment "Unsupervised learning techniques where a feature space is condensed" ; rdfs:isDefinedBy "http://dbpedia.org/resource/Dimensionality_reduction" ; rdfs:label "Dimensionality Reduction" ; skos:broadMatch "http://edamontology.org/topic_3474" ; rdfs:subClassOf :unsupervised_learning ; skos:exactMatch "http://dbpedia.org/resource/Dimensionality_reduction" . # # http://bigdatau.org/dseo#domain :domain a owl:Class ; rdfs:comment "is a dimension name; field or topic of study covered by a resource" ; rdfs:label "Domain" ; skos:closeMatch "http://edamontology.org/topic_0003" . # # http://bigdatau.org/dseo#ecology :ecology a owl:Class ; rdfs:comment "Study of interactions between living organisms and their environment" ; rdfs:isDefinedBy "http://dbpedia.org/resource/Ecology" ; rdfs:label "Ecology" ; rdfs:subClassOf :biology ; skos:exactMatch "http://dbpedia.org/resource/Ecology" , "http://edamontology.org/topic_0610" . # # http://bigdatau.org/dseo#economics :economics a owl:Class ; rdfs:comment "Study of the consumption and movement of good in relation to people's behavior" ; rdfs:isDefinedBy "http://dbpedia.org/resource/Economics" ; rdfs:label "Economics" ; rdfs:subClassOf :domain ; skos:exactMatch "http://dbpedia.org/resource/Economics" . # # http://bigdatau.org/dseo#education :education a owl:Class ; rdfs:comment "Study and practice of learning and teaching techniques" ; rdfs:label "Education" ; rdfs:subClassOf :social_sciences_humanities ; skos:exactMatch "http://dbpedia.org/resource/Education" . # # http://bigdatau.org/dseo#electronic_health_record :electronic_health_record a owl:Class ; rdfs:comment "Data captured in electronic health record systems used by healthcare providers and hospitals; Epic and Cerner are two of the largest and most well known EHR systems" ; rdfs:label "Electronic Health Record" ; rdfs:subClassOf :datatype ; skos:exactMatch "http://dbpedia.org/resource/Electronic_health_record" , "http://edamontology.org/data_3861" . # # http://bigdatau.org/dseo#engineering :engineering a owl:Class ; rdfs:comment "Application of science and mathematics to design, study, and/or maintain structures, machines, or processes" ; rdfs:isDefinedBy "http://dbpedia.org/resource/Engineering" ; rdfs:label "Engineering" ; rdfs:subClassOf :domain ; skos:exactMatch "http://dbpedia.org/resource/Engineering" . # # http://bigdatau.org/dseo#ensemble_learning :ensemble_learning a owl:Class ; rdfs:comment "Machine learning technique where multiple machine learning techniques are used to create a stronger model" ; rdfs:isDefinedBy "http://dbpedia.org/resource/Ensemble_learning" ; rdfs:label "Ensemble Learning" ; skos:broadMatch "http://edamontology.org/topic_3474" ; rdfs:subClassOf :machine_learning ; skos:exactMatch "http://dbpedia.org/resource/Ensemble_learning" . # # http://bigdatau.org/dseo#ethics :ethics a owl:Class ; rdfs:comment "Study of philosophy related to the right and wrong; in the DSEO domain, most relevant for ethics in data science" ; rdfs:isDefinedBy "http://dbpedia.org/resource/Ethics" ; rdfs:label "Ethics" ; rdfs:subClassOf :social_sciences_humanities ; skos:exactMatch "http://dbpedia.org/resource/Ethics" . # # http://bigdatau.org/dseo#evolutionary_biology :evolutionary_biology a owl:Class ; rdfs:comment "Study of the impacts of evolution on living organisms" ; rdfs:isDefinedBy "http://dbpedia.org/resource/Evolutionary_biology" ; rdfs:label "Evolutionary Biology" ; rdfs:subClassOf :biology ; skos:exactMatch "http://dbpedia.org/resource/Evolutionary_biology" , "http://edamontology.org/topic_3299" . # # http://bigdatau.org/dseo#gaussian_processes :gaussian_processes a owl:Class ; rdfs:comment "A collection of random variables indexed by time or space such that every finite collection of those random variables has a multivariate normal distribution" ; rdfs:label "Gaussian Processes" ; skos:broadMatch "http://edamontology.org/operation_3658" , "http://edamontology.org/topic_2269" , "http://edamontology.org/topic_3474" ; rdfs:subClassOf :stochastic_processes ; skos:exactMatch "http://dbpedia.org/resource/Gaussian_process" . # # http://bigdatau.org/dseo#generalized_linear_models :generalized_linear_models a owl:Class ; rdfs:comment "Expanded regressions where the distributions of the dependent variable (y) can be specified" ; rdfs:isDefinedBy "http://dbpedia.org/resource/Generalized_linear_model" ; rdfs:label "Generalized Linear Models" ; skos:broadMatch "http://edamontology.org/topic_2269" , "http://edamontology.org/topic_3474" ; rdfs:subClassOf :classification , :regression ; skos:exactMatch "http://dbpedia.org/resource/Generalized_linear_model" . # # http://bigdatau.org/dseo#genetics :genetics a owl:Class ; rdfs:comment "Study of genes in living organisms" ; rdfs:isDefinedBy "http://dbpedia.org/resource/Genetics" ; rdfs:label "Genetics" ; skos:broadMatch "http://edamontology.org/topic_3391" ; rdfs:subClassOf :molecular_biology ; skos:closeMatch "http://edamontology.org/topic_3053" ; skos:exactMatch "http://dbpedia.org/resource/Genetics" ; skos:narrowMatch "http://edamontology.org/topic_0622" . # # http://bigdatau.org/dseo#genomic_proteomic_data :genomic_proteomic_data a owl:Class ; rdfs:comment "DNA, RNA and protein data; this tag should be used in combination with the genetics tag" ; rdfs:label "Genomic Proteomic Data" ; rdfs:subClassOf :datatype ; skos:narrowMatch "http://dbpedia.org/resource/Genome" , "http://dbpedia.org/resource/Protein" , "http://edamontology.org/data_0850" , "http://edamontology.org/data_0860" , "http://edamontology.org/data_0914" , "http://edamontology.org/data_1255" , "http://edamontology.org/data_1459" , "http://edamontology.org/data_1460" , "http://edamontology.org/data_1916" , "http://edamontology.org/data_2019" , "http://edamontology.org/data_2044" , "http://edamontology.org/data_2523" , "http://edamontology.org/data_2534" , "http://edamontology.org/data_2603" , "http://edamontology.org/data_2914" , "http://edamontology.org/data_3498" ; skos:relatedMatch "http://edamontology.org/data_2600" . # # http://bigdatau.org/dseo#graph_analytics :graph_analytics a owl:Class ; rdfs:comment "Study of network/graph structure and the transmission of information over the structure" ; rdfs:label "Graph Analytics" ; skos:broadMatch "http://dbpedia.org/resource/Graph_theory" ; rdfs:subClassOf :computer_science ; skos:narrowMatch "http://edamontology.org/operation_2497" . # # http://bigdatau.org/dseo#graph_data :graph_data a owl:Class ; rdfs:comment "Data representing nodes and edges in a network/graph structure" ; rdfs:label "Graph Data" ; rdfs:subClassOf :datatype ; skos:exactMatch "http://dbpedia.org/resource/Graph_(abstract_data_type)" , "http://edamontology.org/format_3617" ; skos:narrowMatch "http://edamontology.org/format_2013" . # # http://bigdatau.org/dseo#graph_database :graph_database a owl:Class ; rdfs:comment "Data storage system that uses graph structure in its model of representation" ; rdfs:label "Graph Database" ; rdfs:subClassOf :databases ; skos:exactMatch "http://dbpedia.org/resource/Graph_database" ; skos:relatedMatch "http://edamontology.org/format_3617" . # # http://bigdatau.org/dseo#high_performance_computing :high_performance_computing a owl:Class ; rdfs:comment "Computing processes that involve parallelism to improve computation times; examples: parallel computing, grid computing, supercomputers" ; rdfs:label "High Performance Computing" ; skos:broadMatch "http://dbpedia.org/resource/Distributed_computing" ; rdfs:subClassOf :computer_science ; skos:closeMatch "http://dbpedia.org/resource/Grid_computing" ; skos:narrowMatch "http://dbpedia.org/resource/High-performance_computing" ; skos:relatedMatch "http://dbpedia.org/resource/High-throughput_computing" . # # http://bigdatau.org/dseo#history :history a owl:Class ; rdfs:comment "Study of the past based on existing documents" ; rdfs:isDefinedBy "http://dbpedia.org/resource/History" ; rdfs:label "History" ; rdfs:subClassOf :social_sciences_humanities ; skos:exactMatch "http://dbpedia.org/resource/History" . # # http://bigdatau.org/dseo#image_data :image_data a owl:Class ; rdfs:comment "Data from static images" ; rdfs:label "Image Data" ; rdfs:subClassOf :datatype ; skos:closeMatch "http://dbpedia.org/resource/Digital_image" , "http://edamontology.org/data_2968" . # # http://bigdatau.org/dseo#information_retrieval :information_retrieval a owl:Class ; rdfs:comment "Methods and approaches for extracting information from a data collection" ; rdfs:isDefinedBy "http://dbpedia.org/resource/Information_retrieval" ; rdfs:label "Information Retrieval" ; rdfs:subClassOf :computer_science ; skos:exactMatch "http://dbpedia.org/resource/Information_retrieval" ; skos:narrowMatch "http://edamontology.org/operation_2422" . # # http://bigdatau.org/dseo#information_theory :information_theory a owl:Class ; rdfs:comment "The study of the quantification, storage, and communication of information" ; rdfs:isDefinedBy "http://dbpedia.org/resource/Information_theory" ; rdfs:label "Information Theory" ; rdfs:subClassOf :computer_science ; skos:exactMatch "http://dbpedia.org/resource/Information_theory" . # # http://bigdatau.org/dseo#introductory :introductory a owl:Class ; rdfs:comment "Applies to difficulty; introductory resources are ones that introduce a concept or collection of concepts at a high level; may survey a technique" ; rdfs:label "Introductory" ; rdfs:subClassOf :resource_depth ; skos:closeMatch "http://dbpedia.org/resource/Introductory_course" . # # http://bigdatau.org/dseo#kernel_methods :kernel_methods a owl:Class ; rdfs:comment "Machine learning techniques that use kernel functions in the representation of features; Support Vector Machine is the most common kernel method used in machine learning" ; rdfs:isDefinedBy "http://dbpedia.org/resource/Kernel_method" ; rdfs:label "Kernel Methods" ; skos:broadMatch "http://edamontology.org/topic_3474" ; rdfs:subClassOf :machine_learning ; skos:exactMatch "http://dbpedia.org/resource/Kernel_method" . # # http://bigdatau.org/dseo#knowledge_representation :knowledge_representation a owl:Class ; rdfs:comment "Representing a domain of knowlege in a machine-readble form; includes ontologies" ; rdfs:isDefinedBy "http://dbpedia.org/resource/Knowledge_representation_and_reasoning" ; rdfs:label "Knowledge Representation" ; skos:broadMatch "http://edamontology.org/topic_0605" ; rdfs:subClassOf :artificial_intelligence , :databases ; skos:exactMatch "http://dbpedia.org/resource/Knowledge_representation_and_reasoning" ; skos:narrowMatch "http://edamontology.org/data_2353" , "http://edamontology.org/topic_0089" , "http://edamontology.org/topic_3345" ; skos:relatedMatch "http://edamontology.org/topic_3365" , "http://edamontology.org/topic_3489" . # # http://bigdatau.org/dseo#linear_algebra :linear_algebra a owl:Class ; rdfs:comment "Branch of mathematics focused on vector spaces and the mappings between them" ; rdfs:isDefinedBy "http://dbpedia.org/resource/Linear_algebra" ; rdfs:label "Linear Algebra" ; skos:broadMatch "http://edamontology.org/topic_3570" ; rdfs:subClassOf :mathematics ; skos:exactMatch "http://dbpedia.org/resource/Linear_algebra" ; skos:relatedMatch "http://edamontology.org/format_3033" . # # http://bigdatau.org/dseo#machine_learning :machine_learning a owl:Class ; rdfs:comment "Techniques used to extract inferences from a dataset; can include model selection procedure and specific algorithms used" ; rdfs:label "Machine Learning" ; rdfs:subClassOf :artificial_intelligence , :probability_statistics ; skos:exactMatch "http://dbpedia.org/resource/Machine_learning" , "http://edamontology.org/topic_3474" ; skos:narrowMatch "http://dbpedia.org/resource/Data_mining" , "http://edamontology.org/topic_3473" . # # http://bigdatau.org/dseo#marketing_analytics :marketing_analytics a owl:Class ; rdfs:comment "Application of probabilty and statistics to answer questions about marketing" ; rdfs:label "Marketing Analytics" ; skos:broadMatch "http://dbpedia.org/resource/Analytics" , "http://dbpedia.org/resource/Marketing" ; rdfs:subClassOf :business_analytics . # # http://bigdatau.org/dseo#markov_processes :markov_processes a owl:Class ; rdfs:comment "Random processes whose future probabilities are determined by its most recent values" ; rdfs:isDefinedBy "http://mathworld.wolfram.com/MarkovProcess.html" ; rdfs:label "Markov Processes" ; skos:broadMatch "http://edamontology.org/operation_3658" , "http://edamontology.org/topic_2269" ; rdfs:subClassOf :stochastic_processes ; skos:narrowMatch "http://dbpedia.org/resource/Markov_chain" , "http://edamontology.org/data_1364" ; skos:relatedMatch "http://dbpedia.org/resource/Markov_property" . # # http://bigdatau.org/dseo#mathematics :mathematics a owl:Class ; rdfs:comment "Study of quantity, structure, space, and change" ; rdfs:isDefinedBy "http://dbpedia.org/resource/Mathematics" ; rdfs:label "Mathematics" ; rdfs:subClassOf :domain ; skos:exactMatch "http://dbpedia.org/resource/Mathematics" , "http://edamontology.org/topic_3315" . # # http://bigdatau.org/dseo#medicine_healthcare :medicine_healthcare a owl:Class ; rdfs:comment "Science and practice of diagnosing, treating, and preventing disease" ; rdfs:label "Medicine/Healthcare" ; rdfs:subClassOf :domain ; skos:closeMatch "http://edamontology.org/topic_3344" ; skos:narrowMatch "http://dbpedia.org/resource/Health_care" , "http://dbpedia.org/resource/Medicine" , "http://edamontology.org/topic_3303" . # # http://bigdatau.org/dseo#mobile_devices :mobile_devices a owl:Class ; rdfs:comment "Design and usage of handheld computing" ; rdfs:label "Mobile Devices" ; rdfs:subClassOf :computer_science ; skos:exactMatch "http://dbpedia.org/resource/Mobile_device" . # # http://bigdatau.org/dseo#molecular_biology :molecular_biology a owl:Class ; rdfs:comment "Study of the molecular basis of interactions between biomolecules" ; rdfs:isDefinedBy "http://dbpedia.org/resource/Molecular_biology" ; rdfs:label "Molecular Biology" ; rdfs:subClassOf :biology ; skos:exactMatch "http://dbpedia.org/resource/Molecular_biology" , "http://edamontology.org/topic_3047" . # # http://bigdatau.org/dseo#monte_carlo_methods :monte_carlo_methods a owl:Class ; rdfs:comment "Methods that use random sampling of a distribution to solve a problem" ; rdfs:isDefinedBy "http://dbpedia.org/resource/Monte_Carlo_method" ; rdfs:label "Monte Carlo Methods" ; skos:broadMatch "http://edamontology.org/operation_2238" , "http://edamontology.org/operation_3658" , "http://edamontology.org/topic_2269" ; rdfs:subClassOf :probability_statistics ; skos:exactMatch "http://dbpedia.org/resource/Monte_Carlo_method" . # # http://bigdatau.org/dseo#music :music a owl:Class ; rdfs:comment "An art form whose medium is sound organized in time" ; rdfs:isDefinedBy "http://dbpedia.org/resource/Music" ; rdfs:label "Music" ; rdfs:subClassOf :social_sciences_humanities ; skos:exactMatch "http://dbpedia.org/resource/Music" . # # http://bigdatau.org/dseo#natural_language_processing :natural_language_processing a owl:Class ; rdfs:comment "Branch of artificial intelligence focused on computer and human understanding through their respective languages" ; rdfs:isDefinedBy "http://dbpedia.org/resource/Natural_language_processing" ; rdfs:label "Natural Language Processing" ; rdfs:subClassOf :artificial_intelligence ; skos:exactMatch "http://dbpedia.org/resource/Natural_language_processing" , "http://edamontology.org/topic_0218" . # # http://bigdatau.org/dseo#neural_networks :neural_networks a owl:Class ; rdfs:comment "Machine learning methods where neuronal layers are used to represent input transformations that lead to an output state" ; rdfs:isDefinedBy "http://dbpedia.org/resource/Artificial_neural_network" ; rdfs:label "Neural Networks" ; skos:broadMatch "http://edamontology.org/topic_3474" ; rdfs:subClassOf :machine_learning ; skos:exactMatch "http://dbpedia.org/resource/Artificial_neural_network" . # # http://bigdatau.org/dseo#neuroimaging :neuroimaging a owl:Class ; rdfs:comment "Image data of the brain; includes (but not limited to) fMRI, PET, CAT, MEG, and CT of the brain" ; rdfs:isDefinedBy "http://dbpedia.org/resource/Neuroimaging" ; rdfs:label "Neuroimaging" ; skos:broadMatch "http://edamontology.org/data_2968" , "http://edamontology.org/topic_3384" ; rdfs:subClassOf :image_data ; skos:exactMatch "http://dbpedia.org/resource/Neuroimaging" ; skos:narrowMatch "http://edamontology.org/data_3442" ; skos:relatedMatch "http://edamontology.org/topic_3383" . # # http://bigdatau.org/dseo#neuroinformatics :neuroinformatics a owl:Class ; rdfs:comment "Study of of computational and statistical methods using data from neuroscience" ; rdfs:label "Neuroinformatics" ; skos:broadMatch "http://edamontology.org/topic_3063" ; rdfs:subClassOf :computer_science , :neuroscience ; skos:exactMatch "http://dbpedia.org/resource/Neuroinformatics" . # # http://bigdatau.org/dseo#neuroscience :neuroscience a owl:Class ; rdfs:comment "Study of the nervous system" ; rdfs:isDefinedBy "http://dbpedia.org/resource/Neuroscience" ; rdfs:label "Neuroscience" ; rdfs:subClassOf :biology ; skos:exactMatch "http://dbpedia.org/resource/Neuroscience" , "http://edamontology.org/topic_3304" . # # http://bigdatau.org/dseo#optimization :optimization a owl:Class ; rdfs:comment "Study of minimizing or maximizing a mathematical function to extract the best element in a space" ; rdfs:label "Optimization" ; skos:broadMatch "http://edamontology.org/topic_3569" ; rdfs:subClassOf :mathematics ; skos:exactMatch "http://dbpedia.org/resource/Mathematical_optimization" ; skos:relatedMatch "http://edamontology.org/operation_2425" . # # http://bigdatau.org/dseo#parallel_database :parallel_database a owl:Class ; rdfs:comment "A data storage system that uses parallel architecture to scale storage and to improve query performance" ; rdfs:label "Parallel Database" ; skos:broadMatch "http://edamontology.org/topic_3489" ; rdfs:subClassOf :databases ; skos:exactMatch "http://dbpedia.org/resource/Parallel_database" . # # http://bigdatau.org/dseo#pharmacology_drug_discovery :pharmacology_drug_discovery a owl:Class ; rdfs:comment "Study of finding new medications and drugs as well as their effects on living organisms" ; rdfs:label "Pharmacology Drug Discovery" ; rdfs:subClassOf :biology ; skos:narrowMatch "http://dbpedia.org/resource/Drug_discovery" , "http://dbpedia.org/resource/Pharmacology" , "http://edamontology.org/topic_0202" , "http://edamontology.org/topic_3336" ; skos:relatedMatch "http://edamontology.org/topic_3373" . # # http://bigdatau.org/dseo#physics :physics a owl:Class ; rdfs:comment "Study of matter and its behavior through space and time" ; rdfs:isDefinedBy "http://dbpedia.org/resource/Physics" ; rdfs:label "Physics" ; rdfs:subClassOf :domain ; skos:exactMatch "http://dbpedia.org/resource/Physics" , "http://edamontology.org/topic_3318" . # # http://bigdatau.org/dseo#physiology :physiology a owl:Class ; rdfs:comment "Study of the mechanisms and structures and their functions in a living system" ; rdfs:label "Physiology" ; rdfs:subClassOf :biology ; skos:exactMatch "http://dbpedia.org/resource/Physiology" , "http://edamontology.org/topic_3300" . # # http://bigdatau.org/dseo#precision_medicine :precision_medicine a owl:Class ; rdfs:comment "Customization of medical treatment to an individual; used interchangeably with personalized medicine" ; rdfs:isDefinedBy "http://dbpedia.org/resource/Precision_medicine" ; rdfs:label "Precision Medicine" ; rdfs:subClassOf :medicine_healthcare ; skos:exactMatch "http://dbpedia.org/resource/Precision_medicine" , "http://edamontology.org/topic_3577" . # # http://bigdatau.org/dseo#probabilistic_graphical_model :probabilistic_graphical_model a owl:Class ; rdfs:comment "Probabilistic model for which a graph expresses the conditional dependence structure between random variables" ; rdfs:isDefinedBy "http://dbpedia.org/resource/Graphical_model" ; rdfs:label "Probabilistic Graphical Model" ; skos:broadMatch "http://edamontology.org/operation_3658" , "http://edamontology.org/topic_2269" , "http://edamontology.org/topic_3474" ; rdfs:subClassOf :machine_learning ; skos:exactMatch "http://dbpedia.org/resource/Graphical_model" . # # http://bigdatau.org/dseo#probability_statistics :probability_statistics a owl:Class ; rdfs:comment "Branch of mathematics focused on the likelihood of an event and the numerical facts and the states of individuals in the context of data" ; rdfs:isDefinedBy "http://dbpedia.org/resource/Probability_and_statistics" ; rdfs:label "Probability Statistics" ; rdfs:subClassOf :mathematics ; skos:exactMatch "http://dbpedia.org/resource/Probability_and_statistics" , "http://edamontology.org/topic_2269" ; skos:narrowMatch "http://dbpedia.org/resource/Probability" , "http://dbpedia.org/resource/Statistics" . # # http://bigdatau.org/dseo#programming :programming a owl:Class ; rdfs:comment "The process of translating a computing problem to a computer executable program" ; rdfs:isDefinedBy "http://dbpedia.org/resource/Computer_programming" ; rdfs:label "Programming" ; rdfs:subClassOf :computer_science ; skos:closeMatch "http://edamontology.org/topic_3372" ; skos:exactMatch "http://dbpedia.org/resource/Computer_programming" . # # http://bigdatau.org/dseo#programming_tool :programming_tool a owl:Class ; rdfs:comment "is a dimension name; a specific tool used in a resource; should try to use children tags, but if a resource describes a highly specific programming tool, can use the dimension name as a tag" ; rdfs:label "Programming Tool" ; skos:relatedMatch "http://edamontology.org/topic_3372" . # # http://bigdatau.org/dseo#proteomics :proteomics a owl:Class ; rdfs:comment "Study of proteins in living organisms" ; rdfs:isDefinedBy "http://dbpedia.org/resource/Proteomics" ; rdfs:label "Proteomics" ; rdfs:subClassOf :molecular_biology ; skos:exactMatch "http://dbpedia.org/resource/Proteomics" , "http://edamontology.org/topic_0121" . # # http://bigdatau.org/dseo#psychology :psychology a owl:Class ; rdfs:comment "Study of the behavior and mind of humans" ; rdfs:isDefinedBy "http://dbpedia.org/resource/Psychology" ; rdfs:label "Psychology" ; rdfs:subClassOf :social_sciences_humanities ; skos:exactMatch "http://dbpedia.org/resource/Psychology" ; skos:relatedMatch "http://edamontology.org/topic_3419" . # # http://bigdatau.org/dseo#public_health_epidemiology :public_health_epidemiology a owl:Class ; rdfs:comment "Study of preventing disease and promoting health within communities and societies and determining the risk factors for diseases in populations" ; rdfs:label "Public Health Epidemiology" ; rdfs:subClassOf :medicine_healthcare ; skos:exactMatch "http://edamontology.org/topic_3305" ; skos:narrowMatch "http://dbpedia.org/resource/Epidemiology" , "http://dbpedia.org/resource/Public_health" . # # http://bigdatau.org/dseo#recommender_system :recommender_system a owl:Class ; rdfs:comment "Machine learning techniques used to filter data based on individual preferences and similaries; includes Collaborative filtering and Content-based techniques" ; rdfs:isDefinedBy "http://dbpedia.org/resource/Recommender_system" ; rdfs:label "Recommender System" ; skos:broadMatch "http://edamontology.org/topic_3474" ; rdfs:subClassOf :machine_learning ; skos:exactMatch "http://dbpedia.org/resource/Recommender_system" . # # http://bigdatau.org/dseo#regression :regression a owl:Class ; rdfs:comment "Supervised machine learning methods used for continuous dependent variables" ; rdfs:label "Regression" ; skos:broadMatch "http://edamontology.org/topic_2269" , "http://edamontology.org/topic_3474" ; rdfs:subClassOf :supervised_learning ; skos:exactMatch "http://dbpedia.org/resource/Regression_analysis" , "http://edamontology.org/operation_3659" . # # http://bigdatau.org/dseo#reinforcement_learning :reinforcement_learning a owl:Class ; rdfs:comment "Machine learning techniques focused on maximizing reward based on sequeunces of actions" ; rdfs:isDefinedBy "http://dbpedia.org/resource/Reinforcement_learning" ; rdfs:label "Reinforcement Learning" ; skos:broadMatch "http://edamontology.org/topic_3474" ; rdfs:subClassOf :machine_learning ; skos:exactMatch "http://dbpedia.org/resource/Reinforcement_learning" . # # http://bigdatau.org/dseo#relational_database :relational_database a owl:Class ; rdfs:comment "A data storage system that uses row-based tables and connecting keys in its model of representation" ; rdfs:label "Relational Database" ; skos:broadMatch "http://edamontology.org/topic_3489" ; rdfs:subClassOf :databases ; skos:exactMatch "http://dbpedia.org/resource/Relational_database" ; skos:relatedMatch "http://edamontology.org/format_3788" . # # http://bigdatau.org/dseo#reproducibility :reproducibility a owl:Class ; rdfs:comment "Presenting data and/or analysis in format that can be comprehended by and reproduced for stakeholders; can include anything related to reporting, building dashboards, creating data products, or repository sharing for analysis code" ; rdfs:label "Reproducibility" ; rdfs:subClassOf :data_science_process ; skos:exactMatch "http://dbpedia.org/resource/Reproducibility" ; skos:relatedMatch "http://edamontology.org/topic_0769" . # # http://bigdatau.org/dseo#research_methodology :research_methodology a owl:Class ; rdfs:comment "Design of procedures for experiments in medicine and healthcare; often applies to design of clinical trials" ; rdfs:label "Research Methodology" ; skos:broadMatch "http://dbpedia.org/resource/Methodology" , "http://dbpedia.org/resource/Research" , "http://edamontology.org/topic_3678" ; rdfs:subClassOf :medicine_healthcare . # # http://bigdatau.org/dseo#resource_depth :resource_depth a owl:Class ; rdfs:comment "is a dimension name; difficulty of a resource" ; rdfs:label "Resource Depth" . # # http://bigdatau.org/dseo#resource_format :resource_format a owl:Class ; rdfs:comment "is a dimension name; how a resource is presented and the format in which a learner interacts with it" ; rdfs:label "Resource Format" . # # http://bigdatau.org/dseo#security :security a owl:Class ; rdfs:comment "Study and application of methods for protecting computing and data systems" ; rdfs:label "Security" ; rdfs:subClassOf :computer_science ; skos:exactMatch "http://dbpedia.org/resource/Computer_security" ; skos:narrowMatch "http://edamontology.org/topic_3263" . # # http://bigdatau.org/dseo#semantic_web :semantic_web a owl:Class ; rdfs:comment "Framework for enabling the sharing data across the Web for machine consumption, digestion, and reuse" ; rdfs:label "Semantic Web" ; rdfs:subClassOf :computer_science ; skos:exactMatch "http://dbpedia.org/resource/Semantic_Web" ; skos:narrowMatch "http://edamontology.org/format_3748" ; skos:relatedMatch "http://edamontology.org/format_2195" , "http://edamontology.org/topic_0089" . # # http://bigdatau.org/dseo#sensor_networks_iot :sensor_networks_iot a owl:Class ; rdfs:comment "Study and design of inter-networking between multiple connected objects" ; rdfs:label "Sensor Networks/IoT" ; rdfs:subClassOf :computer_science ; skos:narrowMatch "http://dbpedia.org/resource/Internet_of_things" , "http://dbpedia.org/resource/Wireless_sensor_network" . # # http://bigdatau.org/dseo#signal_processing :signal_processing a owl:Class ; rdfs:comment "Methods that encompasses the fundamental theory, applications, algorithms, and implementations of processing or transferring information contained in many different physical, symbolic, or abstract formats broadly designated as signals" ; rdfs:isDefinedBy "http://dbpedia.org/resource/Signal_processing" ; rdfs:label "Signal Processing" ; rdfs:subClassOf :computer_science , :engineering ; skos:exactMatch "http://dbpedia.org/resource/Signal_processing" . # # http://bigdatau.org/dseo#social_media_analysis :social_media_analysis a owl:Class ; rdfs:comment "Use of text and graph based analyses to measure transmission and propogation of information in social media" ; rdfs:label "Social Media Analysis" ; rdfs:subClassOf :computer_science , :social_sciences_humanities ; skos:exactMatch "http://dbpedia.org/resource/Social_media_analytics" . # # http://bigdatau.org/dseo#social_sciences_humanities :social_sciences_humanities a owl:Class ; rdfs:comment "Study of people and their interactions with each other, which includes the development and progress of society and culture" ; rdfs:label "Social Sciences/Humanities" ; rdfs:subClassOf :domain ; skos:narrowMatch "http://dbpedia.org/resource/Humanities" , "http://dbpedia.org/resource/Social_science" . # # http://bigdatau.org/dseo#sociology :sociology a owl:Class ; rdfs:comment "The study of society and the members and interactions that form it" ; rdfs:isDefinedBy "http://dbpedia.org/resource/Sociology" ; rdfs:label "Sociology" ; rdfs:subClassOf :social_sciences_humanities ; skos:exactMatch "http://dbpedia.org/resource/Sociology" . # # http://bigdatau.org/dseo#spatial_data :spatial_data a owl:Class ; rdfs:comment "Data representing objects defined in a geometric space" ; rdfs:label "Spatial Data" ; rdfs:subClassOf :datatype ; skos:narrowMatch "http://dbpedia.org/resource/Geographic_data_and_information" , "http://dbpedia.org/resource/Spatial_database" ; skos:relatedMatch "http://dbpedia.org/resource/Spatial_analysis" , "http://dbpedia.org/resource/Spatial_data_infrastructure" . # # http://bigdatau.org/dseo#stochastic_processes :stochastic_processes a owl:Class ; rdfs:comment "Processes involving random variables that are associated with or indexed by a set of numbers" ; rdfs:isDefinedBy "http://dbpedia.org/resource/Stochastic_process" ; rdfs:label "Stochastic Processes" ; skos:broadMatch "http://edamontology.org/operation_3658" , "http://edamontology.org/topic_2269" , "http://edamontology.org/topic_3474" ; rdfs:subClassOf :probability_statistics ; skos:exactMatch "http://dbpedia.org/resource/Stochastic_process" . # # http://bigdatau.org/dseo#streaming_data :streaming_data a owl:Class ; rdfs:comment "Data generated continuously and at a large scale, where samples need to be extracted and analyzed; contains a time-based component" ; rdfs:isDefinedBy "https://aws.amazon.com/streaming-data/" ; rdfs:label "Streaming Data" ; skos:broadMatch "http://dbpedia.org/resource/Streaming_data" ; rdfs:subClassOf :datatype . # # http://bigdatau.org/dseo#structural_biology :structural_biology a owl:Class ; rdfs:comment "Study of molecular structures of biological macromolecules" ; rdfs:isDefinedBy "http://dbpedia.org/resource/Structural_biology" ; rdfs:label "Structural Biology" ; rdfs:subClassOf :biology ; skos:exactMatch "http://dbpedia.org/resource/Structural_biology" , "http://edamontology.org/topic_1317" . # # http://bigdatau.org/dseo#supervised_learning :supervised_learning a owl:Class ; rdfs:comment "Machine learning techniques that draw inferences from labeled data" ; rdfs:isDefinedBy "http://dbpedia.org/resource/Supervised_learning" ; rdfs:label "Supervised Learning" ; skos:broadMatch "http://edamontology.org/topic_2269" , "http://edamontology.org/topic_3474" ; rdfs:subClassOf :machine_learning ; skos:exactMatch "http://dbpedia.org/resource/Supervised_learning" . # # http://bigdatau.org/dseo#tabular_data :tabular_data a owl:Class ; rdfs:comment "Data arranged in a tabular (rows+columns) format; includes, but not limited to, CSV, TSV, Excel files, and relational tables" ; rdfs:label "Tabular Data" ; rdfs:subClassOf :datatype ; skos:closeMatch "http://dbpedia.org/resource/Delimiter-separated_values" , "http://dbpedia.org/resource/Table_(information)" ; skos:exactMatch "http://edamontology.org/format_3751" . # # http://bigdatau.org/dseo#text_data :text_data a owl:Class ; rdfs:comment "Data extracted from documents and used for information retrieval and natural language processing; consists of words" ; rdfs:label "Text Data" ; skos:broadMatch "http://dbpedia.org/resource/Plain_text" ; rdfs:subClassOf :datatype ; skos:exactMatch "http://edamontology.org/data_2526" . # # http://bigdatau.org/dseo#time_series_data :time_series_data a owl:Class ; rdfs:comment "Data that captured over successive points in time" ; rdfs:isDefinedBy "http://dbpedia.org/resource/Time_series" ; rdfs:label "Time Series Data" ; rdfs:subClassOf :datatype ; skos:exactMatch "http://dbpedia.org/resource/Time_series" . # # http://bigdatau.org/dseo#topic_model :topic_model a owl:Class ; rdfs:comment "Describes machine learning techniques such as Latent Dirichlet allocation (LDA) where topics are discovered from bodies of text" ; rdfs:isDefinedBy "http://dbpedia.org/resource/Topic_model" ; rdfs:label "Topic Model" ; rdfs:subClassOf :probabilistic_graphical_model ; skos:exactMatch "http://dbpedia.org/resource/Topic_model" ; skos:relatedMatch "http://edamontology.org/data_1347" . # # http://bigdatau.org/dseo#Unix_Linux :Unix_Linux a owl:Class ; rdfs:comment "Families of multitasking, multiuser computer operating systems that either derive from the original AT&T Unix or are designed to operate in a way similar to that of Unix" ; rdfs:label "Unix/Linux" ; rdfs:subClassOf :programming_tool ; skos:narrowMatch "http://dbpedia.org/resource/Linux" , "http://dbpedia.org/resource/Unix" ; skos:relatedMatch "http://edamontology.org/data_2131" . # # http://bigdatau.org/dseo#unsupervised_learning :unsupervised_learning a owl:Class ; rdfs:comment "Machine learning methods describe the features of unlabeled data; includes clustering and dimensionality reduction techniques" ; rdfs:isDefinedBy "http://dbpedia.org/resource/Unsupervised_learning" ; rdfs:label "Unsupervised Learning" ; skos:broadMatch "http://edamontology.org/topic_2269" , "http://edamontology.org/topic_3474" ; rdfs:subClassOf :machine_learning ; skos:exactMatch "http://dbpedia.org/resource/Unsupervised_learning" . # # http://bigdatau.org/dseo#video :video a owl:Class ; rdfs:comment "A recorded video that a learner can watch and playback" ; rdfs:label "Video" ; rdfs:subClassOf :resource_format ; skos:exactMatch "http://dbpedia.org/resource/Video" ; skos:relatedMatch "http://edamontology.org/data_3670" . # # http://bigdatau.org/dseo#video_data :video_data a owl:Class ; rdfs:comment "Data from moving images" ; rdfs:label "Video Data" ; rdfs:subClassOf :datatype ; skos:closeMatch "http://dbpedia.org/resource/Digital_video" . # # http://bigdatau.org/dseo#written_documents :written_documents a owl:Class ; rdfs:comment "Any pedagogical written material; includes (but not limited to) written webpages, slides, and books" ; rdfs:label "Written Documents" ; rdfs:subClassOf :resource_format ; skos:closeMatch "http://dbpedia.org/resource/Document" ; skos:narrowMatch "http://edamontology.org/data_0971" , "http://edamontology.org/data_2048" , "http://edamontology.org/data_2849" , "http://edamontology.org/data_3779" ; skos:relatedMatch "http://edamontology.org/data_3670" , "http://edamontology.org/format_3507" . # # http://bigdatau.org/dseo#C_C++ a owl:Class ; rdfs:comment "general purpose programming languages used often for system programming because of its low level access abilities; used often to write applications in high performance computing" ; rdfs:label "C/C++" ; rdfs:seeAlso "https://isocpp.org/" ; rdfs:subClassOf :programming_tool ; skos:narrowMatch "http://dbpedia.org/resource/C%2B%2B" , "http://dbpedia.org/resource/C_(programming_language)" . # # Generated by the OWL API (version 4.2.5.20160517-0735) https://github.com/owlcs/owlapi