{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,6]],"date-time":"2025-12-06T17:05:53Z","timestamp":1765040753152,"version":"3.40.3"},"publisher-location":"Cham","reference-count":31,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783319617558"},{"type":"electronic","value":"9783319617565"}],"license":[{"start":{"date-parts":[[2017,1,1]],"date-time":"2017-01-01T00:00:00Z","timestamp":1483228800000},"content-version":"unspecified","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":[[2017]]},"DOI":"10.1007\/978-3-319-61756-5_6","type":"book-chapter","created":{"date-parts":[[2017,7,11]],"date-time":"2017-07-11T07:52:18Z","timestamp":1499759538000},"page":"102-122","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":10,"title":["Evalix: Classification and Prediction of Job Resource Consumption on HPC Platforms"],"prefix":"10.1007","author":[{"given":"Joseph","family":"Emeras","sequence":"first","affiliation":[]},{"given":"S\u00e9bastien","family":"Varrette","sequence":"additional","affiliation":[]},{"given":"Mateusz","family":"Guzek","sequence":"additional","affiliation":[]},{"given":"Pascal","family":"Bouvry","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2017,7,12]]},"reference":[{"key":"6_CR1","doi-asserted-by":"publisher","first-page":"1105","DOI":"10.1016\/S0743-7315(03)00108-4","volume":"63","author":"U Lublin","year":"2001","unstructured":"Lublin, U., Feitelson, D.: The workload on parallel supercomputers: modeling the characteristics of rigid jobs. J. Parallel Distrib. Comput. 63, 1105\u20131122 (2001)","journal-title":"J. Parallel Distrib. Comput."},{"key":"6_CR2","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"114","DOI":"10.1007\/3-540-45798-4_6","volume-title":"Performance Evaluation of Complex Systems: Techniques and Tools","author":"DG Feitelson","year":"2002","unstructured":"Feitelson, D.G.: Workload modeling for performance evaluation. In: Calzarossa, M.C., Tucci, S. (eds.) Performance 2002. LNCS, vol. 2459, pp. 114\u2013141. Springer, Heidelberg (2002). doi:\n                      10.1007\/3-540-45798-4_6"},{"key":"6_CR3","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"238","DOI":"10.1007\/3-540-63574-2_24","volume-title":"Job Scheduling Strategies for Parallel Processing","author":"DG Feitelson","year":"1997","unstructured":"Feitelson, D.G., Jettee, M.A.: Improved utilization and responsiveness with gang scheduling. In: Feitelson, D.G., Rudolph, L. (eds.) JSSPP 1997. LNCS, vol. 1291, pp. 238\u2013261. Springer, Heidelberg (1997). doi:\n                      10.1007\/3-540-63574-2_24"},{"unstructured":"Cao, J., Zimmermann, F.: Queue scheduling and advance reservations with cosy. In: Parallel and Distributed Processing Symposium, p. 63 (2004)","key":"6_CR4"},{"key":"6_CR5","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/978-3-662-43779-7_1","volume-title":"Job Scheduling Strategies for Parallel Processing","author":"J Emeras","year":"2014","unstructured":"Emeras, J., Ruiz, C., Vincent, J.-M., Richard, O.: Analysis of the jobs resource utilization on a production system. In: Desai, N., Cirne, W. (eds.) JSSPP 2013. LNCS, vol. 8429, pp. 1\u201321. Springer, Heidelberg (2014). doi:\n                      10.1007\/978-3-662-43779-7_1"},{"doi-asserted-by":"crossref","unstructured":"Varrette, S., Bouvry, P., Cartiaux, H., Georgatos, F.: Management of an academic HPC cluster: the UL experience. In: Proceedings of the 2014 HPCS Conference (2014)","key":"6_CR6","DOI":"10.1109\/HPCSim.2014.6903792"},{"doi-asserted-by":"crossref","unstructured":"Capit, N., Costa, G.D., Georgiou, Y., et al.: A batch scheduler with high level components. In: CCGrid, pp. 776\u2013783 (2005)","key":"6_CR7","DOI":"10.1109\/CCGRID.2005.1558641"},{"key":"6_CR8","first-page":"9","volume":"2","author":"N Wolter","year":"2006","unstructured":"Wolter, N., McCracken, M.O., Snavely, A., et al.: What\u2019s working in HPC: Investigating HPC user behavior and productivity. CTWatch Q. 2, 9\u201317 (2006)","journal-title":"CTWatch Q."},{"issue":"10","key":"6_CR9","doi-asserted-by":"publisher","first-page":"2967","DOI":"10.1016\/j.jpdc.2014.06.013","volume":"74","author":"DG Feitelson","year":"2014","unstructured":"Feitelson, D.G., Tsafrir, D., Krakov, D.: Experience with using the parallel workloads archive. J. Parallel Distribut. Comput. 74(10), 2967\u20132982 (2014)","journal-title":"J. Parallel Distribut. Comput."},{"unstructured":"Feitelson, D.: Parallel workload archive","key":"6_CR10"},{"unstructured":"Colmet. \n                      https:\/\/github.com\/oar-team\/colmet","key":"6_CR11"},{"unstructured":"Linux Kernel: \n                      https:\/\/www.kernel.org\/\n                      \n                    , Taskstats: \n                      https:\/\/www.kernel.org\/doc\/Documentation\/accounting\/taskstats.txt\n                      \n                    , Cgroups: \n                      https:\/\/www.kernel.org\/doc\/Documentation\/cgroups\/cgroups.txt","key":"6_CR12"},{"key":"6_CR13","volume-title":"Encyclopedia of Parallel Computing","author":"DH Bailey","year":"2011","unstructured":"Bailey, D.H.: NAS parallel benchmarks. In: Padua, D. (ed.) Encyclopedia of Parallel Computing. Springer, Heidelberg (2011)"},{"issue":"3","key":"6_CR14","first-page":"273","volume":"20","author":"C Cortes","year":"1995","unstructured":"Cortes, C., Vapnik, V.: Support-vector networks. Mach. Learn. 20(3), 273\u2013297 (1995)","journal-title":"Mach. Learn."},{"doi-asserted-by":"crossref","unstructured":"Duan, R., Nadeem, F., Wang, J., Zhang, Y., Prodan, R., Fahringer, T.: A hybrid intelligent method for performance modeling and prediction of workflow activities in grids. In: Proceedings of the 2009 CCGRID Conference, pp. 339\u2013347 (2009)","key":"6_CR15","DOI":"10.1109\/CCGRID.2009.58"},{"issue":"3","key":"6_CR16","doi-asserted-by":"publisher","first-page":"27: 1","DOI":"10.1145\/1961189.1961199","volume":"2","author":"CC Chang","year":"2011","unstructured":"Chang, C.C., Lin, C.J.: Libsvm: a library for support vector machines. ACM Trans. Intell. Syst. Technol. 2(3), 27: 1\u201327: 27 (2011)","journal-title":"ACM Trans. Intell. Syst. Technol."},{"issue":"2","key":"6_CR17","doi-asserted-by":"publisher","first-page":"415","DOI":"10.1109\/72.991427","volume":"13","author":"CW Hsu","year":"2002","unstructured":"Hsu, C.W., Lin, C.J.: A comparison of methods for multiclass support vector machines. IEEE Trans. Neural Netw. 13(2), 415\u2013425 (2002)","journal-title":"IEEE Trans. Neural Netw."},{"issue":"3\u20134","key":"6_CR18","doi-asserted-by":"publisher","first-page":"76","DOI":"10.1002\/cem.2432","volume":"26","author":"D Szollosi","year":"2012","unstructured":"Szollosi, D., Denes, D.L., Firtha, F., Kovacs, Z., Fekete, A.: Comparison of six multiclass classifiers by the use of different classification performance indicators. J. Chemometr. 26(3\u20134), 76\u201384 (2012)","journal-title":"J. Chemometr."},{"issue":"2","key":"6_CR19","doi-asserted-by":"publisher","first-page":"825","DOI":"10.1016\/j.eswa.2006.10.022","volume":"34","author":"A Ben-David","year":"2008","unstructured":"Ben-David, A.: Comparison of classification accuracy using cohen\u2019s weighted kappa. Expert Syst. Appl. 34(2), 825\u2013832 (2008)","journal-title":"Expert Syst. Appl."},{"key":"6_CR20","first-page":"43","volume":"97","author":"FJ Provost","year":"1997","unstructured":"Provost, F.J., Fawcett, T., et al.: Analysis and visualization of classifier performance: comparison under imprecise class and cost distributions. KDD 97, 43\u201348 (1997)","journal-title":"KDD"},{"issue":"1","key":"6_CR21","doi-asserted-by":"publisher","first-page":"181","DOI":"10.1177\/0013164482421018","volume":"42","author":"JS Uebersax","year":"1982","unstructured":"Uebersax, J.S.: A generalized kappa coefficient. Educ. Psychol. Meas. 42(1), 181\u2013183 (1982)","journal-title":"Educ. Psychol. Meas."},{"issue":"6","key":"6_CR22","doi-asserted-by":"publisher","first-page":"543","DOI":"10.1016\/0895-4356(90)90158-L","volume":"43","author":"AR Feinstein","year":"1990","unstructured":"Feinstein, A.R., Cicchetti, D.V.: High agreement but low kappa: I. the problems of two paradoxes. J. Clin. Epidemiol. 43(6), 543\u2013549 (1990)","journal-title":"J. Clin. Epidemiol."},{"issue":"2","key":"6_CR23","doi-asserted-by":"publisher","first-page":"171","DOI":"10.1023\/A:1010920819831","volume":"45","author":"D Hand","year":"2001","unstructured":"Hand, D., Till, R.: A simple generalisation of the area under the roc curve for multiple class classification problems. Mach. Learn. 45(2), 171\u2013186 (2001)","journal-title":"Mach. Learn."},{"issue":"7","key":"6_CR24","doi-asserted-by":"publisher","first-page":"1145","DOI":"10.1016\/S0031-3203(96)00142-2","volume":"30","author":"AP Bradley","year":"1997","unstructured":"Bradley, A.P.: The use of the area under the ROC curve in the evaluation of machine learning algorithms. Pattern Recognit. 30(7), 1145\u20131159 (1997)","journal-title":"Pattern Recognit."},{"key":"6_CR25","doi-asserted-by":"publisher","first-page":"41","DOI":"10.1016\/S0925-2312(02)00601-X","volume":"51","author":"K Duan","year":"2003","unstructured":"Duan, K., Keerthi, S., Poo, A.N.: Evaluation of simple performance measures for tuning SVM hyperparameters. Neurocomputing 51, 41\u201359 (2003)","journal-title":"Neurocomputing"},{"unstructured":"Guyon, I.: A Scaling Law for the Validation-Set Training-Set Size Ratio. AT&T Bell Laboratories (1997)","key":"6_CR26"},{"doi-asserted-by":"crossref","unstructured":"Matsunaga, A., Fortes, J.A.B.: On the use of machine learning to predict the time and resources consumed by applications. In: CCGrid (2010)","key":"6_CR27","DOI":"10.1109\/CCGRID.2010.98"},{"issue":"6","key":"6_CR28","doi-asserted-by":"publisher","first-page":"789","DOI":"10.1109\/TPDS.2007.70606","volume":"18","author":"D Tsafrir","year":"2007","unstructured":"Tsafrir, D., Etsion, Y., Feitelson, D.: Backfilling using system-generated predictions rather than user runtime estimates. IEEE Trans. Parallel Distrib. Syst. 18(6), 789\u2013803 (2007)","journal-title":"IEEE Trans. Parallel Distrib. Syst."},{"key":"6_CR29","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"122","DOI":"10.1007\/BFb0053984","volume-title":"Job Scheduling Strategies for Parallel Processing","author":"W Smith","year":"1998","unstructured":"Smith, W., Foster, I., Taylor, V.: Predicting application run times using historical information. In: Feitelson, D.G., Rudolph, L. (eds.) JSSPP 1998. LNCS, vol. 1459, pp. 122\u2013142. Springer, Heidelberg (1998). doi:\n                      10.1007\/BFb0053984"},{"key":"6_CR30","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"58","DOI":"10.1007\/3-540-63574-2_16","volume-title":"Job Scheduling Strategies for Parallel Processing","author":"R Gibbons","year":"1997","unstructured":"Gibbons, R.: A historical application profiler for use by parallel schedulers. In: Feitelson, D.G., Rudolph, L. (eds.) JSSPP 1997. LNCS, vol. 1291, pp. 58\u201377. Springer, Heidelberg (1997). doi:\n                      10.1007\/3-540-63574-2_16"},{"unstructured":"Zhang, J., Figueiredo, R.: Application classification through monitoring and learning of resource consumption patterns. In: IPDPS, April 2006","key":"6_CR31"}],"container-title":["Lecture Notes in Computer Science","Job Scheduling Strategies for Parallel Processing"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-61756-5_6","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,5,20]],"date-time":"2019-05-20T02:30:32Z","timestamp":1558319432000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-319-61756-5_6"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2017]]},"ISBN":["9783319617558","9783319617565"],"references-count":31,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-61756-5_6","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2017]]},"assertion":[{"value":"12 July 2017","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"JSSPP","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Workshop on Job Scheduling Strategies for Parallel Processing","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Hyderabad","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"India","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2015","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"26 May 2015","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"26 May 2015","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"19","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"jsspp2015","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/www.cs.huji.ac.il\/~feit\/parsched\/jsspp15\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}