Hao Wang, Tania Tudorache, Dejing Dou, Natalya F Noy, Mark A Musen
{"title":"Analysis and Prediction of User Editing Patterns in Ontology Development Projects.","authors":"Hao Wang, Tania Tudorache, Dejing Dou, Natalya F Noy, Mark A Musen","doi":"10.1007/s13740-014-0047-3","DOIUrl":"https://doi.org/10.1007/s13740-014-0047-3","url":null,"abstract":"<p><p>The development of real-world ontologies is a complex undertaking, commonly involving a group of domain experts with different expertise that work together in a collaborative setting. These ontologies are usually large scale and have complex structures. To assist in the authoring process, ontology tools are key at making the editing process as streamlined as possible. Being able to predict confidently what the users are likely to do next as they edit an ontology will enable us to focus and structure the user interface accordingly and to facilitate more efficient interaction and information discovery. In this paper, we use data mining, specifically the association rule mining, to investigate whether we are able to predict the next editing operation that a user will make based on the change history. We simulated and evaluated continuous prediction across time using sliding window model. We used the association rule mining to generate patterns from the ontology change logs in the training window and tested these patterns on logs in the adjacent testing window. We also evaluated the impact of different training and testing window sizes on the prediction accuracies. At last, we evaluated our prediction accuracies across different user groups and different ontologies. Our results indicate that we can indeed predict the next editing operation a user is likely to make. We will use the discovered editing patterns to develop a recommendation module for our editing tools, and to design user interface components that better fit with the user editing behaviors.</p>","PeriodicalId":54029,"journal":{"name":"Journal on Data Semantics","volume":"4 2","pages":"117-132"},"PeriodicalIF":0.0,"publicationDate":"2015-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1007/s13740-014-0047-3","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"33369382","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Special Issue on: Twelfth International Conference on Ontologies, Databases, and Applications of Semantics.","authors":"Dejing Dou, Pieter De Leenheer","doi":"10.1007/s13740-015-0049-9","DOIUrl":"https://doi.org/10.1007/s13740-015-0049-9","url":null,"abstract":"","PeriodicalId":54029,"journal":{"name":"Journal on Data Semantics","volume":"4 2","pages":"79"},"PeriodicalIF":0.0,"publicationDate":"2015-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1007/s13740-015-0049-9","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"33421039","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Linked Data for the International Aid Transparency Initiative","authors":"Karel S. Brandt, Victor de Boer","doi":"10.1007/s13740-014-0048-2","DOIUrl":"https://doi.org/10.1007/s13740-014-0048-2","url":null,"abstract":"","PeriodicalId":54029,"journal":{"name":"Journal on Data Semantics","volume":"4 1","pages":"187 - 211"},"PeriodicalIF":0.0,"publicationDate":"2015-01-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1007/s13740-014-0048-2","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"53351174","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
A. Zitzelberger, David W. Embley, Stephen W. Liddle, D. T. Scott
{"title":"HyKSS: Hybrid Keyword and Semantic Search","authors":"A. Zitzelberger, David W. Embley, Stephen W. Liddle, D. T. Scott","doi":"10.1007/s13740-014-0046-4","DOIUrl":"https://doi.org/10.1007/s13740-014-0046-4","url":null,"abstract":"","PeriodicalId":54029,"journal":{"name":"Journal on Data Semantics","volume":"4 1","pages":"213 - 229"},"PeriodicalIF":0.0,"publicationDate":"2014-11-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1007/s13740-014-0046-4","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"53351072","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Arthur ter Hofstede, Massimo Mecella, Sebastian Sardiña
{"title":"Special Issue on: Knowledge-intensive Business Processes","authors":"Arthur ter Hofstede, Massimo Mecella, Sebastian Sardiña","doi":"10.1007/s13740-014-0044-6","DOIUrl":"https://doi.org/10.1007/s13740-014-0044-6","url":null,"abstract":"","PeriodicalId":54029,"journal":{"name":"Journal on Data Semantics","volume":"4 1","pages":"1 - 2"},"PeriodicalIF":0.0,"publicationDate":"2014-10-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1007/s13740-014-0044-6","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"53350750","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Word-Sense Disambiguation for Ontology Mapping: Concept Disambiguation using Virtual Documents and Information Retrieval Techniques","authors":"F. Schadd, N. Roos","doi":"10.1007/s13740-014-0045-5","DOIUrl":"https://doi.org/10.1007/s13740-014-0045-5","url":null,"abstract":"","PeriodicalId":54029,"journal":{"name":"Journal on Data Semantics","volume":"4 1","pages":"167 - 186"},"PeriodicalIF":0.0,"publicationDate":"2014-09-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1007/s13740-014-0045-5","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"53350859","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
D. Barone, L. Peyton, Flavio Rizzolo, Daniel Amyot, J. Mylopoulos, O. Badreddin
{"title":"Model-Based Management of Strategic Initiatives","authors":"D. Barone, L. Peyton, Flavio Rizzolo, Daniel Amyot, J. Mylopoulos, O. Badreddin","doi":"10.1007/s13740-014-0042-8","DOIUrl":"https://doi.org/10.1007/s13740-014-0042-8","url":null,"abstract":"","PeriodicalId":54029,"journal":{"name":"Journal on Data Semantics","volume":"4 1","pages":"149 - 165"},"PeriodicalIF":0.0,"publicationDate":"2014-07-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1007/s13740-014-0042-8","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"53350280","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Ontology Integration for Linked Data","authors":"Lihua Zhao, R. Ichise","doi":"10.1007/s13740-014-0041-9","DOIUrl":"https://doi.org/10.1007/s13740-014-0041-9","url":null,"abstract":"","PeriodicalId":54029,"journal":{"name":"Journal on Data Semantics","volume":"3 1","pages":"237 - 254"},"PeriodicalIF":0.0,"publicationDate":"2014-05-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1007/s13740-014-0041-9","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"53350505","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Riccardo De Masellis, D. Lembo, M. Montali, D. Solomakhin
{"title":"Semantic Enrichment of GSM-Based Artifact-Centric Models","authors":"Riccardo De Masellis, D. Lembo, M. Montali, D. Solomakhin","doi":"10.1007/s13740-014-0036-6","DOIUrl":"https://doi.org/10.1007/s13740-014-0036-6","url":null,"abstract":"","PeriodicalId":54029,"journal":{"name":"Journal on Data Semantics","volume":"4 1","pages":"3 - 27"},"PeriodicalIF":0.0,"publicationDate":"2014-04-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1007/s13740-014-0036-6","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"53349619","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Knowledge-Intensive Processes: Characteristics, Requirements and Analysis of Contemporary Approaches","authors":"C. Di Ciccio, Andrea Marrella, A. Russo","doi":"10.1007/s13740-014-0038-4","DOIUrl":"https://doi.org/10.1007/s13740-014-0038-4","url":null,"abstract":"","PeriodicalId":54029,"journal":{"name":"Journal on Data Semantics","volume":"4 1","pages":"29 - 57"},"PeriodicalIF":0.0,"publicationDate":"2014-04-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1007/s13740-014-0038-4","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"53349977","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}