{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,6,30]],"date-time":"2025-06-30T00:40:09Z","timestamp":1751244009155,"version":"3.41.0"},"publisher-location":"Cham","reference-count":30,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783319749464"},{"type":"electronic","value":"9783319749471"}],"license":[{"start":{"date-parts":[[2018,1,1]],"date-time":"2018-01-01T00:00:00Z","timestamp":1514764800000},"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":[[2018]]},"DOI":"10.1007\/978-3-319-74947-1_10","type":"book-chapter","created":{"date-parts":[[2018,1,24]],"date-time":"2018-01-24T13:56:04Z","timestamp":1516802164000},"page":"142-156","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":18,"title":["On the Value of Service Demand Estimation for Auto-scaling"],"prefix":"10.1007","author":[{"given":"Andr\u00e9","family":"Bauer","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Johannes","family":"Grohmann","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Nikolas","family":"Herbst","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Samuel","family":"Kounev","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2018,1,25]]},"reference":[{"key":"10_CR1","volume-title":"Quantitative System Performance: Computer System Analysis Using Queueing Network Models","author":"ED Lazowska","year":"1984","unstructured":"Lazowska, E.D., Zahorjan, J., Graham, G.S., Sevcik, K.C.: Quantitative System Performance: Computer System Analysis Using Queueing Network Models. Prentice-Hall, Inc., Upper Saddle River (1984)"},{"key":"10_CR2","volume-title":"Performance by Design: Computer Capacity Planning by Example","author":"DA Menasc\u00e9","year":"2004","unstructured":"Menasc\u00e9, D.A., Dowdy, L.W., Almeida, V.A.F.: Performance by Design: Computer Capacity Planning by Example. Prentice Hall PTR, Upper Saddle River (2004)"},{"key":"10_CR3","doi-asserted-by":"publisher","first-page":"51","DOI":"10.1016\/j.peva.2015.07.005","volume":"92","author":"S Spinner","year":"2015","unstructured":"Spinner, S., Casale, G., Brosig, F., Kounev, S.: Evaluating approaches to resource demand estimation. Perform. Eval. 92, 51\u201371 (2015)","journal-title":"Perform. Eval."},{"key":"10_CR4","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"115","DOI":"10.1007\/978-3-319-23267-6_8","volume-title":"Computer Performance Engineering","author":"F Willnecker","year":"2015","unstructured":"Willnecker, F., Dlugi, M., Brunnert, A., Spinner, S., Kounev, S., Gottesheim, W., Krcmar, H.: Comparing the accuracy of resource demand measurement and estimation techniques. In: Beltr\u00e1n, M., Knottenbelt, W., Bradley, J. (eds.) EPEW 2015. LNCS, vol. 9272, pp. 115\u2013129. Springer, Cham (2015). https:\/\/doi.org\/10.1007\/978-3-319-23267-6_8"},{"key":"10_CR5","unstructured":"Rolia, J., Vetland, V.: Parameter estimation for performance models of distributed application systems. In: CASCON 1995, p. 54. IBM Press (1995)"},{"key":"10_CR6","doi-asserted-by":"crossref","unstructured":"Brosig, F., Kounev, S., Krogmann, K.: Automated extraction of palladio component models from running enterprise java applications. In: VALUETOOLS 2009, pp. 1\u201310 (2009)","DOI":"10.4108\/ICST.VALUETOOLS2009.7981"},{"key":"10_CR7","doi-asserted-by":"crossref","unstructured":"Wang, W., et al.: Application-level CPU consumption estimation: towards performance isolation of multi-tenancy web applications. In: IEEE CLOUD 2012, pp. 439\u2013446, June 2012","DOI":"10.1109\/CLOUD.2012.81"},{"issue":"3","key":"10_CR8","first-page":"391","volume":"34","author":"T Zheng","year":"2008","unstructured":"Zheng, T., Woodside, C., Litoiu, M.: Performance model estimation and tracking using optimal filters. IEEE TSE 34(3), 391\u2013406 (2008)","journal-title":"IEEE TSE"},{"key":"10_CR9","doi-asserted-by":"crossref","unstructured":"Spinner, S., Casale, G., Zhu, X., Kounev, S.: Librede: a library for resource demand estimation. In: ACM\/SPEC ICPE 2014, pp. 227\u2013228. ACM, New York (2014)","DOI":"10.1145\/2568088.2576093"},{"key":"10_CR10","doi-asserted-by":"crossref","unstructured":"Grohmann, J., Herbst, N., Spinner, S., Kounev, S.: Self-tuning resource demand estimation. In: Proceedings of the 14th IEEE International Conference on Autonomic Computing (ICAC 2017), July 2017","DOI":"10.1109\/ICAC.2017.19"},{"key":"10_CR11","doi-asserted-by":"publisher","DOI":"10.1002\/0471791571","volume-title":"Queueing Networks and Markov Chains: Modeling and Performance Evaluation with Computer Science Applications","author":"G Bolch","year":"2006","unstructured":"Bolch, G., et al.: Queueing Networks and Markov Chains: Modeling and Performance Evaluation with Computer Science Applications. John Wiley & Sons, New York (2006)"},{"issue":"125","key":"10_CR12","doi-asserted-by":"publisher","first-page":"231","DOI":"10.1090\/S0025-5718-1974-0331751-8","volume":"28","author":"JR Bunch","year":"1974","unstructured":"Bunch, J.R., Hopcroft, J.E.: Triangular factorization and inversion by fast matrix multiplication. Math. Comput. 28(125), 231\u2013236 (1974)","journal-title":"Math. Comput."},{"key":"10_CR13","doi-asserted-by":"crossref","unstructured":"Herbst, N., Kounev, S., Weber, A., Groenda, H.: BUNGEE: an elasticity benchmark for self-adaptive IaaS cloud environments. In: SEAMS 2015, pp. 46\u201356. IEEE Press (2015)","DOI":"10.1109\/SEAMS.2015.23"},{"key":"10_CR14","unstructured":"Herbst, N., et al.: Ready for Rain? A View from SPEC Research on the Future of Cloud Metrics. CoRR abs\/1604.03470 (2016)"},{"key":"10_CR15","doi-asserted-by":"crossref","unstructured":"Iosup, A., Yigitbasi, N., Epema, D.: On the performance variability of production cloud services. In: CCGrid 2011, pp. 104\u2013113 (2011)","DOI":"10.1109\/CCGrid.2011.22"},{"issue":"3","key":"10_CR16","doi-asserted-by":"publisher","first-page":"567","DOI":"10.1007\/s10922-014-9307-7","volume":"23","author":"B Jennings","year":"2015","unstructured":"Jennings, B., Stadler, R.: Resource management in clouds: survey and research challenges. J. Netw. Syst. Manag. 23(3), 567\u2013619 (2015)","journal-title":"J. Netw. Syst. Manag."},{"issue":"4","key":"10_CR17","doi-asserted-by":"publisher","first-page":"559","DOI":"10.1007\/s10723-014-9314-7","volume":"12","author":"T Lorido-Botran","year":"2014","unstructured":"Lorido-Botran, T., Miguel-Alonso, J., Lozano, J.A.: A review of auto-scaling techniques for elastic applications in cloud environments. J. Grid Comput. 12(4), 559\u2013592 (2014)","journal-title":"J. Grid Comput."},{"key":"10_CR18","doi-asserted-by":"crossref","unstructured":"Han, R., Guo, L., et al.: Lightweight resource scaling for cloud applications. In: IEEE\/ACM CCGrid 2012, pp. 644\u2013651. IEEE (2012)","DOI":"10.1109\/CCGrid.2012.52"},{"key":"10_CR19","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"455","DOI":"10.1007\/978-3-642-23400-2_42","volume-title":"Euro-Par 2011 Parallel Processing","author":"M Maurer","year":"2011","unstructured":"Maurer, M., Brandic, I., Sakellariou, R.: Enacting SLAs in clouds using rules. In: Jeannot, E., Namyst, R., Roman, J. (eds.) Euro-Par 2011, Part I. LNCS, vol. 6852, pp. 455\u2013466. Springer, Heidelberg (2011). https:\/\/doi.org\/10.1007\/978-3-642-23400-2_42"},{"issue":"1","key":"10_CR20","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/1342171.1342172","volume":"3","author":"B Urgaonkar","year":"2008","unstructured":"Urgaonkar, B., et al.: Agile dynamic provisioning of multi-tier internet applications. ACM TAAS 3(1), 1 (2008)","journal-title":"ACM TAAS"},{"key":"10_CR21","doi-asserted-by":"crossref","unstructured":"Zhang, Q., Cherkasova, L., Smirni, E.: A regression-based analytic model for dynamic resource provisioning of multi-tier applications. In: IEEE ICAC 2007, p. 27. IEEE (2007)","DOI":"10.1109\/ICAC.2007.1"},{"key":"10_CR22","doi-asserted-by":"crossref","unstructured":"Kalyvianaki, E., Charalambous, T., Hand, S.: Self-adaptive and self-configured CPU resource provisioning for virtualized servers using Kalman filters. In: ACM ICAC 2009, pp. 117\u2013126. ACM (2009)","DOI":"10.1145\/1555228.1555261"},{"key":"10_CR23","doi-asserted-by":"crossref","unstructured":"Ali-Eldin, A., Tordsson, J., Elmroth, E.: An adaptive hybrid elasticity controller for cloud infrastructures. In: IEEE NOMS 2012, pp. 204\u2013212. IEEE (2012)","DOI":"10.1109\/NOMS.2012.6211900"},{"key":"10_CR24","doi-asserted-by":"crossref","unstructured":"Tesauro, G., Jong, N.K., Das, R., Bennani, M.N.: A hybrid reinforcement learning approach to autonomic resource allocation. In: IEEE ICAC 2006, pp. 65\u201373. IEEE (2006)","DOI":"10.1109\/ICAC.2006.1662383"},{"key":"10_CR25","doi-asserted-by":"crossref","unstructured":"Rao, J., et al.: VCONF: a reinforcement learning approach to virtual machines auto-configuration. In: ACM ICAC 2009, pp. 137\u2013146. ACM (2009)","DOI":"10.1145\/1555228.1555263"},{"issue":"6","key":"10_CR26","doi-asserted-by":"publisher","first-page":"871","DOI":"10.1016\/j.future.2010.10.016","volume":"27","author":"W Iqbal","year":"2011","unstructured":"Iqbal, W., Dailey, M.N., Carrera, D., Janecek, P.: Adaptive resource provisioning for read intensive multi-tier applications in the cloud. Futur. Gener. Comput. Syst. 27(6), 871\u2013879 (2011)","journal-title":"Futur. Gener. Comput. Syst."},{"key":"10_CR27","unstructured":"Chen, G., et al.: Energy-aware server provisioning and load dispatching for connection-intensive internet services. In: NSDI, vol. 8, pp. 337\u2013350 (2008)"},{"key":"10_CR28","doi-asserted-by":"crossref","unstructured":"Shen, Z., Subbiah, S., Gu, X., Wilkes, J.: Cloudscale: elastic resource scaling for multi-tenant cloud systems. In: ACM Symposium on Cloud Computing. ACM (2011)","DOI":"10.1145\/2038916.2038921"},{"key":"10_CR29","unstructured":"Nguyen, H., et al.: Agile: elastic distributed resource scaling for infrastructure-as-a-service. In: ICAC, vol. 13, pp. 69\u201382 (2013)"},{"key":"10_CR30","doi-asserted-by":"crossref","unstructured":"Spinner, S., et al.: Runtime vertical scaling of virtualized applications via online model estimation. In: IEEE SASO 2014, pp. 157\u2013166. IEEE (2014)","DOI":"10.1109\/SASO.2014.29"}],"container-title":["Lecture Notes in Computer Science","Measurement, Modelling and Evaluation of Computing Systems"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-74947-1_10","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,30]],"date-time":"2025-06-30T00:18:12Z","timestamp":1751242692000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-319-74947-1_10"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018]]},"ISBN":["9783319749464","9783319749471"],"references-count":30,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-74947-1_10","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2018]]},"assertion":[{"value":"25 January 2018","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"MMB","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Measurement, Modelling and Evaluation of Computing Systems","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Erlangen","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Germany","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":"26 February 2018","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"28 February 2018","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":"mmb2018","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/www.mmb2018.de\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}