{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,3,28]],"date-time":"2025-03-28T02:21:15Z","timestamp":1743128475416,"version":"3.40.3"},"publisher-location":"Cham","reference-count":14,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783030133412"},{"type":"electronic","value":"9783030133429"}],"license":[{"start":{"date-parts":[[2019,1,1]],"date-time":"2019-01-01T00:00:00Z","timestamp":1546300800000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2019]]},"DOI":"10.1007\/978-3-030-13342-9_18","type":"book-chapter","created":{"date-parts":[[2019,2,7]],"date-time":"2019-02-07T03:24:16Z","timestamp":1549509856000},"page":"208-216","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":1,"title":["Using Machine Learning for Identifying Ping Failure in Large Network Topology"],"prefix":"10.1007","author":[{"given":"Maged","family":"Helmy","sequence":"first","affiliation":[]},{"given":"Aurilla Aurelie","family":"Arntzen Bechina","sequence":"additional","affiliation":[]},{"given":"Arvid","family":"Siqveland","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2019,2,8]]},"reference":[{"issue":"4","key":"18_CR1","doi-asserted-by":"publisher","first-page":"350","DOI":"10.1145\/2043164.2018477","volume":"41","author":"Phillipa Gill","year":"2011","unstructured":"Gill, P., Jain, N., Nagappan, N.: Understanding network failures in data centers: measurement, analysis, and implications, vol. 41 (2011)","journal-title":"ACM SIGCOMM Computer Communication Review"},{"key":"18_CR2","doi-asserted-by":"publisher","first-page":"97","DOI":"10.1109\/TKDE.2013.2297923","volume":"26","author":"X Wu","year":"2014","unstructured":"Wu, X., Zhu, X., Wu, G., Ding, W.: Data mining with big data. IEEE Trans. Knowl. Data Eng. 26, 97\u2013107 (2014)","journal-title":"IEEE Trans. Knowl. Data Eng."},{"key":"18_CR3","doi-asserted-by":"publisher","first-page":"263","DOI":"10.1016\/j.jbusres.2016.08.001","volume":"70","author":"U Sivarajah","year":"2017","unstructured":"Sivarajah, U., Kamal, M.M., Irani, Z., Weerakkody, V.: Critical analysis of Big Data challenges and analytical methods. J. Bus. Res. 70, 263\u2013286 (2017)","journal-title":"J. Bus. Res."},{"key":"18_CR4","volume-title":"Introduction to Machine Learning with Python: A Guide for Data Scientists","author":"AC M\u00fcller","year":"2016","unstructured":"M\u00fcller, A.C., Guido, S.: Introduction to Machine Learning with Python: A Guide for Data Scientists. O\u2019Reilly Media Inc., Sebastopol (2016)"},{"key":"18_CR5","doi-asserted-by":"publisher","first-page":"42","DOI":"10.1145\/240455.240468","volume":"39","author":"RJ Brachman","year":"1996","unstructured":"Brachman, R.J., Khabaza, T., Kloesgen, W., Piatetsky-Shapiro, G., Simoudis, E.: Mining business databases. Commun. ACM 39, 42\u201348 (1996)","journal-title":"Commun. ACM"},{"key":"18_CR6","doi-asserted-by":"publisher","DOI":"10.1080\/09332480.2014.914768","volume-title":"Machine Learning, A Probabilistic Perspective","author":"C Robert","year":"2014","unstructured":"Robert, C.: Machine Learning, A Probabilistic Perspective. Taylor & Francis, Milton Park (2014)"},{"key":"18_CR7","volume-title":"Data Mining: Practical Machine Learning Tools and Techniques","author":"IH Witten","year":"2016","unstructured":"Witten, I.H., Frank, E., Hall, M.A., Pal, C.J.: Data Mining: Practical Machine Learning Tools and Techniques. Morgan Kaufmann, San Francisco (2016)"},{"key":"18_CR8","doi-asserted-by":"publisher","first-page":"291","DOI":"10.1023\/A:1009700419189","volume":"1","author":"T Fawcett","year":"1997","unstructured":"Fawcett, T., Provost, F.: Adaptive fraud detection. Data Min. Knowl. Disc. 1, 291\u2013316 (1997)","journal-title":"Data Min. Knowl. Disc."},{"key":"18_CR9","doi-asserted-by":"publisher","first-page":"927","DOI":"10.1016\/j.eswa.2005.06.024","volume":"29","author":"D Enke","year":"2005","unstructured":"Enke, D., Thawornwong, S.: The use of data mining and neural networks for forecasting stock market returns. Expert Syst. Appl. 29, 927\u2013940 (2005)","journal-title":"Expert Syst. Appl."},{"key":"18_CR10","unstructured":"Helmy, M.: Identifying ping failures in large network topologies using machine learning, Master degree. University of South-Eastern of Norway, Kongsberg, Norway (2018)"},{"key":"18_CR11","first-page":"2825","volume":"12","author":"F Pedregosa","year":"2011","unstructured":"Pedregosa, F., Varoquaux, G., Gramfort, A., Michel, V., Thirion, B., Grisel, O., et al.: Scikit-learn: machine learning in Python. J. Mach. Learn. Res. 12, 2825\u20132830 (2011)","journal-title":"J. Mach. Learn. Res."},{"key":"18_CR12","doi-asserted-by":"publisher","first-page":"2038","DOI":"10.1016\/j.patcog.2006.12.019","volume":"40","author":"M-L Zhang","year":"2007","unstructured":"Zhang, M.-L., Zhou, Z.-H.: ML-KNN: a lazy learning approach to multi-label learning. Pattern Recogn. 40, 2038\u20132048 (2007)","journal-title":"Pattern Recogn."},{"issue":"3","key":"18_CR13","doi-asserted-by":"crossref","first-page":"533","DOI":"10.1111\/j.2517-6161.1995.tb02046.x","volume":"57","author":"G. F. V. Glonek","year":"1995","unstructured":"Glonek, G.F., McCullagh, P.: Multivariate logistic models. J. R. Stat. Soc. Ser. B (Methodol.), 533\u2013546 (1995)","journal-title":"Journal of the Royal Statistical Society: Series B (Methodological)"},{"key":"18_CR14","first-page":"81","volume":"1","author":"JR Quinlan","year":"1986","unstructured":"Quinlan, J.R.: Induction of decision trees. Mach. Learn. 1, 81\u2013106 (1986)","journal-title":"Mach. Learn."}],"container-title":["Lecture Notes in Computer Science","Economics of Grids, Clouds, Systems, and Services"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-030-13342-9_18","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,7,14]],"date-time":"2024-07-14T16:07:46Z","timestamp":1720973266000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-030-13342-9_18"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019]]},"ISBN":["9783030133412","9783030133429"],"references-count":14,"URL":"https:\/\/doi.org\/10.1007\/978-3-030-13342-9_18","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2019]]},"assertion":[{"value":"8 February 2019","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"GECON","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on the Economics of Grids, Clouds, Systems, and Services","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Pisa","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Italy","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2018","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"18 September 2018","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"20 September 2018","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"15","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"gecon2018","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/2018.gecon-conference.org\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Single-blind","order":1,"name":"type","label":"Type","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"easychair","order":2,"name":"conference_management_system","label":"Conference Management System","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"40","order":3,"name":"number_of_submissions_sent_for_review","label":"Number of Submissions Sent for Review","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"11","order":4,"name":"number_of_full_papers_accepted","label":"Number of Full Papers Accepted","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"10","order":5,"name":"number_of_short_papers_accepted","label":"Number of Short Papers Accepted","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"28% - The value is computed by the equation \"Number of Full Papers Accepted \/ Number of Submissions Sent for Review * 100\" and then rounded to a whole number.","order":6,"name":"acceptance_rate_of_full_papers","label":"Acceptance Rate of Full Papers","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"3","order":7,"name":"average_number_of_reviews_per_paper","label":"Average Number of Reviews per Paper","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"3.5","order":8,"name":"average_number_of_papers_per_reviewer","label":"Average Number of Papers per Reviewer","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"Yes","order":9,"name":"external_reviewers_involved","label":"External Reviewers Involved","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}}]}}