{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,20]],"date-time":"2026-04-20T10:27:13Z","timestamp":1776680833873,"version":"3.51.2"},"reference-count":30,"publisher":"Springer Science and Business Media LLC","issue":"6","license":[{"start":{"date-parts":[[2019,11,14]],"date-time":"2019-11-14T00:00:00Z","timestamp":1573689600000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2019,11,14]],"date-time":"2019-11-14T00:00:00Z","timestamp":1573689600000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Mobile Netw Appl"],"published-print":{"date-parts":[[2019,12]]},"DOI":"10.1007\/s11036-019-01385-6","type":"journal-article","created":{"date-parts":[[2019,11,14]],"date-time":"2019-11-14T20:01:38Z","timestamp":1573761698000},"page":"1883-1895","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":11,"title":["Extreme Gradient Boost Classification Based Interesting User Patterns Discovery for Web Service Composition"],"prefix":"10.1007","volume":"24","author":[{"given":"D. Gowtham","family":"Chakravarthy","sequence":"first","affiliation":[]},{"given":"S.","family":"Kannimuthu","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2019,11,14]]},"reference":[{"issue":"4","key":"1385_CR1","doi-asserted-by":"publisher","first-page":"574","DOI":"10.1109\/TSC.2015.2491926","volume":"10","author":"H Wang","year":"2017","unstructured":"Wang H, Zou B, Guo G, Yang D, Zhang J (2017) Integrating Trust with User Preference for Effective Web Service Composition. IEEE Trans Serv Comput 10(4):574\u2013588","journal-title":"IEEE Trans Serv Comput"},{"issue":"4","key":"1385_CR2","doi-asserted-by":"publisher","first-page":"537","DOI":"10.1109\/TSC.2015.2402679","volume":"9","author":"P Rodriguez-Mier","year":"2016","unstructured":"Rodriguez-Mier P, Pedrinaci C, Lama M, Mucientes M (2016) An Integrated Semantic Web Service Discovery and Composition Framework. IEEE Trans Serv Comput 9(4):537\u2013550","journal-title":"IEEE Trans Serv Comput"},{"issue":"2","key":"1385_CR3","doi-asserted-by":"publisher","first-page":"680","DOI":"10.1109\/TASE.2013.2293879","volume":"12","author":"J Cheng","year":"2015","unstructured":"Cheng J, Liu C, Zhou MC, Zeng Q, Yl\u00e4-J\u00e4\u00e4ski A (2015) Automatic Composition of Semantic Web Services Based on Fuzzy Predicate Petri Nets. IEEE Trans Autom Sci Eng 12(2):680\u2013689","journal-title":"IEEE Trans Autom Sci Eng"},{"key":"1385_CR4","doi-asserted-by":"publisher","first-page":"947","DOI":"10.1016\/j.asoc.2017.09.022","volume":"61","author":"F Chen","year":"2017","unstructured":"Chen F, Li M, Wu H (2017) GACRM: A dynamic multi-Attribute decision-making approach to large-Scale Web service composition. Appl Soft Comput, Elsevier 61:947\u2013958","journal-title":"Appl Soft Comput"},{"key":"1385_CR5","doi-asserted-by":"publisher","first-page":"123","DOI":"10.1016\/j.knosys.2016.01.010","volume":"97","author":"Z-Z Liu","year":"2016","unstructured":"Liu Z-Z, Chu D-H, Jia Z-P, Shen J-Q, Wang L (2016) Two-stage Approach for Reliable Dynamic Web Service Composition. Knowl-Based Syst, Elsevier 97:123\u2013143","journal-title":"Knowl-Based Syst"},{"key":"1385_CR6","doi-asserted-by":"publisher","first-page":"357","DOI":"10.1016\/j.eswa.2016.10.047","volume":"72","author":"A Ram\u00edreza","year":"2017","unstructured":"Ram\u00edreza A (2017) Jos\u00e9 Antonio Parejo, Jos\u00e9 Ra\u00fal Romero, Sergio Segura, Antonio Ruiz-Cort\u00e9s, \u201cEvolutionary composition of QoS-aware web services: A many-objective perspective\u201d. Expert Syst Appl, Elsevier 72:357\u2013370","journal-title":"Expert Syst Appl"},{"key":"1385_CR7","doi-asserted-by":"publisher","first-page":"304","DOI":"10.1016\/j.future.2016.09.008","volume":"68","author":"ZL XiaofeiXu","year":"2017","unstructured":"XiaofeiXu ZL, Wang Z, Sheng QZ, Jian Y, Wang X (2017) S-ABC: A paradigm of service domain-oriented artificial bee colony algorithms for service selection and composition. Futur Gener Comput Syst, Elsevier 68:304\u2013319","journal-title":"Futur Gener Comput Syst"},{"key":"1385_CR8","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1155\/2012\/593147","volume":"2012","author":"X Yu","year":"2012","unstructured":"Yu X, Li M, Kim T, Jeong S-P, Ryu KH (2012) An Application of Improved Gap-BIDE Algorithm for Discovering Access Patterns. Applied Computational Intelligence and Soft Computing, Hindawi Publishing Corporation 2012:1\u20137","journal-title":"Applied Computational Intelligence and Soft Computing"},{"key":"1385_CR9","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1155\/2015\/207174","volume":"2015","author":"D Mallayya","year":"2015","unstructured":"Mallayya D, Ramachandran B, Viswanathan S (2015) An Automatic Web Service Composition Framework Using QoS-Based Web Service Ranking Algorithm. Sci World J, Hindawi Publishing Corporation 2015:1\u201314","journal-title":"Sci World J"},{"issue":"3","key":"1385_CR10","doi-asserted-by":"publisher","first-page":"231","DOI":"10.1109\/TLT.2013.2297701","volume":"7","author":"X Zhou","year":"2014","unstructured":"Zhou X, Chen J, Wu B, Jin Q (2014) Discovery of Action Patterns and User Correlations in Task-Oriented Processes for Goal-Driven Learning Recommendation. IEEE Trans Learn Technol 7(3):231\u2013245","journal-title":"IEEE Trans Learn Technol"},{"key":"1385_CR11","doi-asserted-by":"publisher","first-page":"50","DOI":"10.1016\/j.knosys.2013.04.014","volume":"49","author":"A Guerbas","year":"2013","unstructured":"Guerbas A, Addam O, Zaarour O, Nagi M, Elhajj A, Ridley M, Alhajj R (2013) Effective web log mining and online navigational pattern prediction. Knowl-Based Syst, Elsevier 49:50\u201362","journal-title":"Knowl-Based Syst"},{"issue":"1","key":"1385_CR12","doi-asserted-by":"publisher","first-page":"61","DOI":"10.1016\/j.trit.2016.03.006","volume":"1","author":"BL XuHan","year":"2016","unstructured":"XuHan BL, Wong K-F, Shi Z (2016) Exploiting structural similarity of log files in fault diagnosis for Web service composition. CAAI Transactions on Intelligence Technology, Elsevier 1(1):61\u201371","journal-title":"CAAI Transactions on Intelligence Technology"},{"key":"1385_CR13","doi-asserted-by":"publisher","first-page":"144","DOI":"10.1016\/j.cose.2017.05.008","volume":"70","author":"H Nacer","year":"2017","unstructured":"Nacer H, Djebari N, Slimani H, Aissani D (2017) A distributed authentication model for composite Web services. Computers & Security 70:144\u2013178","journal-title":"Computers & Security"},{"issue":"2","key":"1385_CR14","first-page":"3536","volume":"3","author":"NeetuAn and and Saba Hilal","year":"2012","unstructured":"NeetuAn and and Saba Hilal (2012) Identifying the User Access Pattern in Web Log Data. International Journal of Computer Science and Information Technologies 3(2):3536\u20133539","journal-title":"International Journal of Computer Science and Information Technologies"},{"issue":"4","key":"1385_CR15","first-page":"4662","volume":"3","author":"A Rahul Mishra","year":"2012","unstructured":"Rahul Mishra A (2012) Comparative Analysis of Apriori Algorithm and Frequent Pattern Algorithm for Frequent Pattern Mining in Web Log Data. International Journal of Computer Science and Information Technologies 3(4):4662\u20134665","journal-title":"International Journal of Computer Science and Information Technologies"},{"issue":"6","key":"1385_CR16","first-page":"1","volume":"22","author":"R Dantas","year":"2016","unstructured":"Dantas R, Kamienski C, Fernandes S, Sadok D (2016) Assessing the effectiveness of automated service composition. J Braz Comput Soc, Springer 22(6):1\u201313","journal-title":"J Braz Comput Soc"},{"issue":"Part B","key":"1385_CR17","doi-asserted-by":"publisher","first-page":"308","DOI":"10.1016\/j.trc.2015.02.019","volume":"58","author":"Y Zhang","year":"2015","unstructured":"Zhang Y, Haghani A (2015) A gradient boosting method to improve travel time prediction. Transportation Research Part C: Emerging Technologies, Elsevier 58(Part B):308\u2013324","journal-title":"Transportation Research Part C: Emerging Technologies"},{"key":"1385_CR18","doi-asserted-by":"publisher","first-page":"634","DOI":"10.1016\/j.asoc.2018.10.036","volume":"74","author":"H Rao","year":"2019","unstructured":"Rao H, Shi X, Rodrigue AK, Feng J, Xia Y, Elhoseny M, Yuan X, Gu L (2019) Feature selection based on artificial bee colony and gradient boosting decision tree. Applied Soft Computing, Elsevier 74:634\u2013642","journal-title":"Applied Soft Computing"},{"issue":"12","key":"1385_CR19","doi-asserted-by":"publisher","first-page":"1370","DOI":"10.1016\/j.infsof.2011.06.010","volume":"53","author":"C-F Lin","year":"2011","unstructured":"Lin C-F, Sheu R-K, Chang Y-S, Yuan S-M (2011) A relaxable service selection algorithm for QoS-based web service composition. Inf Softw Technol 53(12):1370\u20131381","journal-title":"Inf Softw Technol"},{"issue":"4","key":"1385_CR20","doi-asserted-by":"publisher","first-page":"551","DOI":"10.1109\/TSC.2015.2412943","volume":"9","author":"PW Wang","year":"2016","unstructured":"Wang PW, Ding ZJ, Jiang CJ, Zhou MC, Zheng YW (2016) Automatic Web Service Composition Based on Uncertainty Execution Effects. IEEE Trans Serv Comput 9(4):551\u2013565","journal-title":"IEEE Trans Serv Comput"},{"issue":"21","key":"1385_CR21","doi-asserted-by":"publisher","first-page":"176","DOI":"10.1109\/TSC.2015.2461538","volume":"10","author":"Y-Y Fanjiang","year":"2017","unstructured":"Fanjiang Y-Y, Syu Y, Ma S-P, Kuo J-Y (2017) An Overview and Classification of Service Description Approaches in Automated Service Composition Research. IEEE Trans Serv Comput 10(21):176\u2013189","journal-title":"IEEE Trans Serv Comput"},{"issue":"4","key":"1385_CR22","doi-asserted-by":"publisher","first-page":"547","DOI":"10.1109\/TSC.2015.2480396","volume":"10","author":"P Rodr\u00edguez-Mier","year":"2017","unstructured":"Rodr\u00edguez-Mier P, Mucientes M, Lama M (2017) Hybrid Optimization Algorithm for Large-Scale QoS-Aware Service Composition. IEEE Trans Serv Comput 10(4):547\u2013559","journal-title":"IEEE Trans Serv Comput"},{"issue":"1","key":"1385_CR23","doi-asserted-by":"publisher","first-page":"416","DOI":"10.1109\/TNSM.2017.2785360","volume":"15","author":"A Imed","year":"2018","unstructured":"Imed A, Graiet M (2018) An Automatic Configuration Algorithm for Reliable and Efficient Composite Services. IEEE Trans Netw Serv Manag 15(1):416\u2013429","journal-title":"IEEE Trans Netw Serv Manag"},{"issue":"5","key":"1385_CR24","doi-asserted-by":"publisher","first-page":"950","DOI":"10.1109\/TKDE.2016.2645769","volume":"29","author":"B Cheng","year":"2017","unstructured":"Cheng B, Zhao S, Li C, Chen J (2017) A Web Services Discovery Approach Based on Mining Underlying Interface Semantics. IEEE Trans Knowl Data Eng 29(5):950\u2013962","journal-title":"IEEE Trans Knowl Data Eng"},{"key":"1385_CR25","doi-asserted-by":"publisher","first-page":"510","DOI":"10.1016\/j.future.2017.03.003","volume":"76","author":"H Li","year":"2017","unstructured":"Li H, Xu Z, Sun TLG, Choo K-KR (2017) An optimized approach for massive web page classification using entity similarity based on semantic network. Futur Gener Comput Syst 76:510\u2013518","journal-title":"Futur Gener Comput Syst"},{"key":"1385_CR26","doi-asserted-by":"publisher","first-page":"19","DOI":"10.1016\/j.eswa.2016.09.028","volume":"67","author":"F Chen","year":"2017","unstructured":"Chen F, Lu C, Wu H, Li M (2017) A Semantic Similarity Measure Integrating Multiple Conceptual Relationships for Web Service Discovery. Expert Syst Appl 67:19\u201331","journal-title":"Expert Syst Appl"},{"key":"1385_CR27","doi-asserted-by":"publisher","first-page":"341","DOI":"10.1016\/j.ress.2018.11.030","volume":"183","author":"R Johnston","year":"2019","unstructured":"Johnston R, Sarkani S, Mazzuchi T, Holzer T, Eveleigh T (2019) Bayesian-model averaging using MCMCBayes for web-browser vulnerability discovery. Reliab Eng Syst Saf 183:341\u2013359","journal-title":"Reliab Eng Syst Saf"},{"issue":"2","key":"1385_CR28","first-page":"20233","volume":"6","author":"A kumar","year":"2017","unstructured":"kumar A, Ahirwar V, Singh RK (2017) A Study on Prediction of User Behavior Based on Web Server Log Files in Web Usage Mining. International Journal Of Engineering And Computer Science 6(2):20233\u201320236","journal-title":"International Journal Of Engineering And Computer Science"},{"key":"1385_CR29","unstructured":"Anandhi D, Irfan Ahmed MS (2017) Prediction of user\u2019s type and navigation pattern using clustering and classification algorithms. Cluster Computing, Springer:1\u201310"},{"key":"1385_CR30","doi-asserted-by":"publisher","first-page":"11941","DOI":"10.1109\/ACCESS.2017.2707600","volume":"5","author":"S Hern\u00e1ndez","year":"2017","unstructured":"Hern\u00e1ndez S, \u00c1lvarez P, Fabra J, Ezpeleta J (2017) Analysis of Users\u2019 Behavior in Structured e-Commerce Websites. IEEE Access 5:11941\u201311958","journal-title":"IEEE Access"}],"container-title":["Mobile Networks and Applications"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11036-019-01385-6.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s11036-019-01385-6\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11036-019-01385-6.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,11,13]],"date-time":"2020-11-13T00:21:44Z","timestamp":1605226904000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s11036-019-01385-6"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,11,14]]},"references-count":30,"journal-issue":{"issue":"6","published-print":{"date-parts":[[2019,12]]}},"alternative-id":["1385"],"URL":"https:\/\/doi.org\/10.1007\/s11036-019-01385-6","relation":{},"ISSN":["1383-469X","1572-8153"],"issn-type":[{"value":"1383-469X","type":"print"},{"value":"1572-8153","type":"electronic"}],"subject":[],"published":{"date-parts":[[2019,11,14]]},"assertion":[{"value":"14 November 2019","order":1,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}