,Unnamed: 0.1,Unnamed: 0,n°,General Id,Article Title,Year of Publication,Publication Venue,Problematic,Strategy,Methods,Applications,Performance,Input of the method,Output of the method,Evaluation Strategy,Evaluation Strategy (Taxonomy),Level of Maturity,Backward Snowball,Forward Snowball
0,0,0,1,10.1109/IHMSC.2015.121,A Hybrid Context Inconsistency Resolution Method,2015.0,Conference,Lack of a method,New method,"bayes formula,fca,ontology",cps,does not provide any,context information from sensors,ontology,Experiments,"effectiveness,performance,technical feasibility","algorithm,architecture",,
1,1,1,2,10.48550/arXiv.1301.3485,A semantic matching energy function for learning with multi-relational data,2014.0,Journal,Poor performance in previous methods,New Neural Network,"link prediction,neural networks",enterprise,big O discussion,heterogeneous knowledge graph,classifier,"Cross validation,Accuracy metrics,Case Study","accuracy,learning capability,performance",algorithm,,
2,2,2,3,10.11221/jima.64.303,A methodology for developing manufacturing process ontologies,2013.0,Journal,Lack of a method,Define a method,"fca,ontology creation",manufacturing process,Does not provide any,expert knowledge,ontology,Case Study,"accuracy,effectiveness,validity",explicit methodology using both manual and automatic process,,
3,3,3,4,10.1109/IHMSC.2017.147,A Novel Fuzzy Rough Context Preprocessing Method,2017.0,Conference,Lack of a method,New method,"ffca,rough set theory",cps,Does not provide any,fuzzy formal context,Lattice related,Toy example,effectiveness,architecture,,
4,4,4,5,10.1007/978-3-030-72308-8_1,Active Semantic Relations in Layered Enterprise Architecture Development,2021.0,Conference,Lack of a method,New method,"cg-fca,fca",enterprise,Informal discussion,lead ontology,lattice related,Discussion,"efficacy,operational feasibility",algorithm,,
5,5,5,6,10.1007/978-3-642-21863-7_19,An approach to the semantization of ERP systems,2011.0,Conference,Lack of a method,New method and architecture,"fca,rdf",enterprise,Informal discussion,relational database,ontology,Discussion,"efficacy,operational feasibility",complete software,,
6,6,6,7,10.1109/FUZZY.2010.5584261,An enhanced approach to improve enterprise competency management,2010.0,Conference,Lack of a method,New framework,ffca,enterprise,Does not provide any,"dc,rdf,sioc",frequent pattern,"Discussion,Toy example","efficacy,validity",complete software,,
7,7,7,8,10.3390/fi13060153,An intelligent system to ensure interoperability for the dairy farm business model,2021.0,Journal,Lack of a method,New method,"fca,ontology",enterprise,Informal discussion,ontology,knowledge graph,"Discussion,Toy example","correspondance with another model,scalability,validity",complete software,,
8,8,8,9,???,Automated REA (AREA): A software toolset for a machine-readable Resource-Event-Agent (REA) ontology specification,2016.0,Workshop,Lack of a specification,New application/software,"conceptual graphs,fca,ontology",enterprise,Does not provide any,enterprise transactions,ontology,"Discussion,Toy example",effectiveness,architecture,,
9,9,9,10,10.1109/DEST.2007.372004,Benefits of Ontologies in Real Time Data Access,2007.0,Conference,Poor data accessbility,New integration layer,"fca,ontology,rdf",enterprise,Does not provide any,"relational database,unstructured documents",ontology,Discussion,effectiveness,complete software,,
10,10,10,11,10.1109/OI.2019.8908182,Building Concept Hierarchies for the Internet of Things Patterns Using Domain-specific Dependency Knowledge,2019.0,Conference,Lack of a method,New method,fca,cps,Does not provide any,iot text documents,frequent pattern,"Experiments,Case study,Accuracy metrics","accuracy,efficacy",algorithm,,
11,11,11,12,10.1016/j.procs.2013.01.068,Concept analysis to enrich manufacturing service capability models,2013.0,Journal,Lack of data,"Data analysis,New approach",ontology,manufacturing process,Does not provide any,msc model (manufacturing service capability information),ontology,Discussion,efficacy,algorithm,,
12,12,12,13,10.1007/978-3-030-10997-4_17,Configuration of industrial automation solutions using multi-relational recommender systems,2019.0,Conference,Poor performance in previous methods,New system,principal component analysis,enterprise,Table showing results,tabular data (preprocessed),classifier,Experiments and discussion,"accuracy,effectiveness,learning capacity,robustness",math functions,,
13,13,13,14,10.1007/s00778-020-00633-6,DIFF: a relational interface for large-scale data explanation,2021.0,Journal,Many stand-alone methods,Unification of their interfaces,"association rules,relational algebra",enterprise,Table showing results,query,table rows,"Experiments and discussion,benchmarking",performance,"in-depth explanation of the implementation,deployed in real world and large scenarios",,
14,14,14,15,10.1007/978-3-642-35016-0-11,Distributed online Temporal Fuzzy Concept Analysis for stream processing in smart cities,2017.0,Journal,Lack of a method,New architecture,"fca,incremental fuzzy fca",cps,Informal analysis of the output,tuples,lattice related,"Case Study,Experiments and discussion","accuracy,efficacy,operational feasibility,performance","algorithm,architecture",,
15,15,15,16,10.1007/978-3-030-23182-8_11,Enhancing Layered Enterprise Architecture Development through Conceptual Structures,2019.0,Conference,Lack of a method,New method,"fca,gc-fca",enterprise,Does not provide any,lead ontology,lattice related,Discussion,"efficacy,operational feasibility",informal explanation of the methodology,,
16,16,16,17,10.1109/3PGCIC.2013.75,Fuzzy Closed Concept for the Correction of Errors in the Dematerialization Process,2013.0,Conference,Poor performance in previous methods,New method,ffca,enterprise,Does not provide any,text documents,classifier,Experiments and discussion,effectiveness,algorithm,,
17,17,17,18,10.1007/978-3-030-86982-3_3,Generating Layered Enterprise Architectures with Conceptual Structures,2021.0,Conference,Lack of a method,New algorithm,"fca,gc-fca",enterprise,Does not provide any,lead ontology,lattice related,"Explanation of findings,Discussion",efficacy,algorithm,,
18,18,18,19,10.1109/ICTCK.2015.7582676,Inference of mobile users'social relationships using Bayesian belief network,2015.0,Conference,Lack of a method,New method,bayesian belief network,enterprise,Does not provide any,database with mobile information,classifier,Accuracy metrics,"accuracy,efficacy",algorithm,,
19,19,19,20,10.1109/ICSC.2016.24,Integration Strategies for Enterprise Knowledge Graphs,2016.0,Conference,Lack of a method,New method,"ontology,rdf",enterprise,Informal discussion,heterogeneous datasources,ontology,Discussion,"reliability,validity",informal explanation of the methodology,,
20,20,20,21,10.1016/j.neucom.2016.06.090,Making sense of cloud-sensor data streams via Fuzzy Cognitive Maps and Temporal Fuzzy Concept Analysis,2017.0,Journal,Lack of a method,New method,"fuzzy cognitive maps,fuzzy fca,tfca",cps,Does not provide any,stream signals,"classifier,evolution paths",Experiments and discussion,"accuracy,efficacy,operational feasibility",in-depth explanation of the implementation,,
21,21,21,22,10.1109/TII.2022.3190548,Multi-Relational Tensor Graph Attention Networks for Knowledge Fusion in Smart Enterprise Systems,2022.0,Journal,Lack of a method,New method,"gnn,knowledge graph",enterprise,Table showing results,knowledge graphs entities,boolean,Experiments and discussion,"accuracy,effectiveness,performance","architecture,implementation details",,
22,22,22,23,10.1016/j.ifacol.2018.08.334,Multi-paradigm modelling of Cyber-Physical Systems,2018.0,Conference,Lack of a model,New model,fca,cps,Informal discussion,heterogeneous information from the cps,lattice related,Case study,effectiveness,model,,
23,23,23,24,10.1109/SOLI.2012.6273506,Relational rule learning in decoupled heterogeneous subspaces,2012.0,Conference,Poor performance in previous methods,New method,"heuristics,label propagation",enterprise,Table showing results,relational dataset,classifier,Experiments and discussion,"accuracy,effectiveness,performance",algorithm,,
24,24,24,25,10.1016/j.ifacol.2018.08.330,Semantic interoperability of large systems through a formal method: Relational Concept Analysis,2018.0,Conference,Lack of a method,New algorithm,rca,enterprise,Does not provide any,relatioanl family context,frequent pattern,"Case study,Experiments and discussion",effectiveness,algorithm,,
25,25,25,26,10.1007/978-3-319-32667-2_7,Soft and Adaptive Aggregation of Heterogeneous Graphs with Heterogeneous Attributes,2016.0,Conference,Lack of a method,New method,"fca,k-medoids,rough set theory",enterprise,big-O complexity,heterogeneous graph,knowledge graph,Experiments and discussion,"effectiveness,robustness",algorithm,,
26,26,26,27,10.12694/scpe.v18i4.1331,Testing and validation of Modbus/TCP protocol for secure SCADA communication In CPS using formal methods,2017.0,Journal,Lack of a model,New model,fca,cps,Does not provide any,tcp requests,boolean (attack/no attack),Experiments and discussion,effectiveness,"architecture,model",,
27,27,27,28,10.1504/ijwgs.2020.110946,Towards big services composition,2020.0,Journal,Lack of a method,New method,"composite particle swarm optimisation,rca",cps,Table showing results,big services information,optimized big services,Experiments and discussion,"effectiveness,performance",algorithm,,
28,28,28,29,10.1109/UIC-ATC-ScalCom-CBDCom-IoP-SmartWorld.2016.0152,"Urban Knowledge Extraction, Representation and Reasoning as a Bridge from Data City towards Smart City",2016.0,Conference,Lack of a method,New approach,fca,cps,Does not provide any,smart city data (general),lattice related,Discussion,utility,informal explanation of the methodology,,