{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,4]],"date-time":"2025-12-04T10:01:23Z","timestamp":1764842483847,"version":"3.37.3"},"reference-count":26,"publisher":"Springer Science and Business Media LLC","issue":"5","license":[{"start":{"date-parts":[[2021,4,22]],"date-time":"2021-04-22T00:00:00Z","timestamp":1619049600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2021,4,22]],"date-time":"2021-04-22T00:00:00Z","timestamp":1619049600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"funder":[{"DOI":"10.13039\/501100003708","name":"Korea Institute of Science and Technology Information","doi-asserted-by":"publisher","award":["K-19-L02-C06","K-19-L02-C06"],"award-info":[{"award-number":["K-19-L02-C06","K-19-L02-C06"]}],"id":[{"id":"10.13039\/501100003708","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Cluster Comput"],"published-print":{"date-parts":[[2023,10]]},"DOI":"10.1007\/s10586-021-03272-w","type":"journal-article","created":{"date-parts":[[2021,4,22]],"date-time":"2021-04-22T17:02:41Z","timestamp":1619110961000},"page":"2629-2641","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":7,"title":["ARED: automata-based runtime estimation for distributed systems using deep learning"],"prefix":"10.1007","volume":"26","author":[{"given":"Hyunjoon","family":"Cheon","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jinseung","family":"Ryu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jaecheol","family":"Ryou","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Chan Yeol","family":"Park","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7211-6657","authenticated-orcid":false,"given":"Yo-Sub","family":"Han","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2021,4,22]]},"reference":[{"key":"3272_CR1","unstructured":"Alipourfard, O., Liu, H.H., Chen, J., Venkataraman, S., Yu, M., Zhang, M.: CherryPick: Adaptively unearthing the best cloud configurations for big data analytics. In: 14th USENIX Symposium on Networked Systems Design and Implementation, pp. 363\u2013378 (2017)"},{"issue":"4","key":"3272_CR2","doi-asserted-by":"publisher","first-page":"786","DOI":"10.1145\/1075382.1075387","volume":"27","author":"R Alur","year":"2005","unstructured":"Alur, R., Benedikt, M., Etessami, K., Godefroid, P., Reps, T., Yannakakis, M.: Analysis of recursive state machines. ACM Trans. Programm. Lang. Syst. 27(4), 786\u2013818 (2005)","journal-title":"ACM Trans. Programm. Lang. Syst."},{"issue":"20","key":"3272_CR3","first-page":"68","volume":"1","author":"D George","year":"2010","unstructured":"George, D., Girase, P., Gupta, M., Gupta, P., Sharma, A.: Programming language inter-conversion. Int. J. Comput. Appl. 1(20), 68\u201374 (2010)","journal-title":"Int. J. Comput. Appl."},{"key":"3272_CR4","doi-asserted-by":"crossref","unstructured":"Grohmann, J., Eismann, S., Bauer, A., Z\u00fcfle, M., Herbst, N., Kounev, S.: Utilizing clustering to optimize resource demand estimation approaches. In: 2019 IEEE 4th International Workshops on Foundations and Applications of Self Systems, pp. 134\u2013139 (2019)","DOI":"10.1109\/FAS-W.2019.00043"},{"issue":"3","key":"3272_CR5","doi-asserted-by":"publisher","first-page":"231","DOI":"10.1016\/0167-6423(87)90035-9","volume":"8","author":"D Harel","year":"1987","unstructured":"Harel, D.: Statecharts: a visual formalism for complex systems. Sci. Comput. Programm. 8(3), 231\u2013274 (1987)","journal-title":"Sci. Comput. Programm."},{"issue":"6","key":"3272_CR6","doi-asserted-by":"publisher","first-page":"1087","DOI":"10.1142\/S0129054103002199","volume":"14","author":"M Holzer","year":"2003","unstructured":"Holzer, M., Kutrib, M.: Nondeterministic descriptional complexity of regular languages. Int. J. Found. Comput. Sci. 14(6), 1087\u20131102 (2003)","journal-title":"Int. J. Found. Comput. Sci."},{"key":"3272_CR7","unstructured":"Ioffe, S., Szegedy, C.: Batch normalization: accelerating deep network training by reducing internal covariate shift. In: Proceedings of the 32nd International Conference on Machine Learning, 37, pp. 448\u2013456 (2015)"},{"key":"3272_CR8","doi-asserted-by":"crossref","unstructured":"Jain, N., Bhatele, A., Robson, M.P., Gamblin, T., Kale, L.V.: Predicting application performance using supervised learning on communication features. In: SC \u201913: Proceedings of the International Conference on High Performance Computing, Networking, Storage and Analysis, pp. 1\u201312 (2013)","DOI":"10.1145\/2503210.2503263"},{"key":"3272_CR9","first-page":"121","volume-title":"Automata Theory and its Applications","author":"B Khoussainov","year":"2007","unstructured":"Khoussainov, B., Nerode, A.: Automata Theory and its Applications, pp. 121\u2013207. Birkh\u00e4user, Boston (2007)"},{"issue":"3","key":"3272_CR10","doi-asserted-by":"publisher","first-page":"308","DOI":"10.1145\/355841.355847","volume":"5","author":"CL Lawson","year":"1979","unstructured":"Lawson, C.L., Hanson, R.J., Kincaid, D.R., Krogh, F.T.: Basic linear algebra subprograms for Fortran usage. ACM Trans. Math. Softw. 5(3), 308\u2013323 (1979)","journal-title":"ACM Trans. Math. Softw."},{"key":"3272_CR11","doi-asserted-by":"publisher","first-page":"663","DOI":"10.1007\/s10586-019-02951-z","volume":"23","author":"S Milan","year":"2020","unstructured":"Milan, S., Rajabion, L., Darwesh, A., Hosseinzadeh, M., Navimipour, N.: Priority-based task scheduling method over cloudlet using a swarm intelligence algorithm. Clust. Comput. 23, 663\u2013671 (2020)","journal-title":"Clust. Comput."},{"key":"3272_CR12","doi-asserted-by":"publisher","first-page":"839","DOI":"10.1007\/s10586-018-2882-8","volume":"22","author":"J Mura\u00f1a","year":"2019","unstructured":"Mura\u00f1a, J., Nesmachnow, S., Armenta, F., Tchernykh, A.: Characterization, modeling and scheduling of power consumption of scientific computing applications in multicores. Clust. Comput. 22, 839\u2013859 (2019)","journal-title":"Clust. Comput."},{"key":"3272_CR13","doi-asserted-by":"publisher","first-page":"2805","DOI":"10.1007\/s10586-017-1018-x","volume":"20","author":"F Nadeem","year":"2017","unstructured":"Nadeem, F., Alghazzawi, D., Mashat, A., Fakeeh, K., Almalaise, A., Hagras, H.: Modeling and predicting execution time of scientific workflows in the Grid using radial basis function neural network. Clust. Comput. 20, 2805\u20132819 (2017)","journal-title":"Clust. Comput."},{"key":"3272_CR14","doi-asserted-by":"publisher","first-page":"2891","DOI":"10.1007\/s10586-020-03054-w","volume":"23","author":"P Neelima","year":"2020","unstructured":"Neelima, P., Reddy, A.: An efficient load balancing system using adaptive dragonfly algorithm in cloud computing. Clust. Comput. 23, 2891\u20132899 (2020)","journal-title":"Clust. Comput."},{"key":"3272_CR15","unstructured":"Panda, D.K.: Network-based Computing Laboratory, The Ohio State University: OSU micro-benchmarks (2013\u20132018). http:\/\/mvapich.cse.ohio-state.edu\/benchmarks\/"},{"key":"3272_CR16","first-page":"2825","volume":"12","author":"F Pedregosa","year":"2011","unstructured":"Pedregosa, F., Varoquaux, G., Gramfort, A., Michel, V., Thirion, B., Grisel, O., Blondel, M., Prettenhofer, P., Weiss, R., Dubourg, V., Vanderplas, J., Passos, A., Cournapeau, D., Brucher, M., Perrot, M., Duchesnay, E.: Scikit-learn: machine learning in python. J. Mach. Learning Res. 12, 2825\u20132830 (2011)","journal-title":"J. Mach. Learning Res."},{"key":"3272_CR17","unstructured":"Petitet, A., Whaley, R.C., Dongarra, J., Cleary, A.: HPL\u2014a portable implementation of the high-performance linpack benchmark for distributed-memory computers (2008\u20132018). https:\/\/www.netlib.org\/benchmark\/hpl\/index.html"},{"key":"3272_CR18","doi-asserted-by":"crossref","unstructured":"Saillant, T., Weill, J.C., Mougeot, M.: Predicting job power consumption based on RJMS submission data in HPC systems. ISC pp. 63\u201382 (2020)","DOI":"10.1007\/978-3-030-50743-5_4"},{"key":"3272_CR19","volume-title":"Introduction to the Theory of Computation","author":"M Sipser","year":"2013","unstructured":"Sipser, M.: Introduction to the Theory of Computation, 3rd edn. Cengage Learning, Boston, MA (2013)","edition":"3"},{"key":"3272_CR20","doi-asserted-by":"crossref","unstructured":"Smith, S.A., Cromey, C.E., Lowenthal, D.K., Domke, J., Jain, N., Thiagarajan, J.J., Bhatele, A.: Mitigating inter-job inteference using adaptive flow-aware routing. In: SC \u201918: Proceedings of the International Conference on High Performance Computing, Networking, Storage and Analysis, pp. 1\u201312 (2018)","DOI":"10.1109\/SC.2018.00030"},{"key":"3272_CR21","doi-asserted-by":"crossref","unstructured":"Stillwell, M., Vivien, F., Casanova, H.: Dynamic fractional resource scheduling for HPC workloads. In: 2010 IEEE International Symposium on Parallel Distributed Processing, pp. 1\u201312 (2010)","DOI":"10.1109\/IPDPS.2010.5470356"},{"key":"3272_CR22","doi-asserted-by":"crossref","unstructured":"Tanash, M., Dunn, B., Andresen, D., Hsu, W., Yand, H., Okanlawon, A.: Improving HPC system performance by predicting job resources via supervised machine learning. In: Proceedings of the PEARC, p. 69. ACM (2019)","DOI":"10.1145\/3332186.3333041"},{"key":"3272_CR23","unstructured":"Venkataraman, S., Yang, Z., Franklin, M., Recht, B., Stoica, I.: Ernest: Efficient performance prediction for large-scale advanced analytics. In: 13th USENIX Symposium on Networked Systems Design and Implementation, pp. 363\u2013378 (2016)"},{"issue":"2","key":"3272_CR24","first-page":"221","volume":"6","author":"S Yu","year":"2001","unstructured":"Yu, S.: State complexity of regular languages. J. Autom. Lang. Combin. 6(2), 221\u2013234 (2001)","journal-title":"J. Autom. Lang. Combin."},{"issue":"2","key":"3272_CR25","doi-asserted-by":"publisher","first-page":"315","DOI":"10.1016\/0304-3975(92)00011-F","volume":"125","author":"S Yu","year":"1994","unstructured":"Yu, S., Zhuang, Q., Salomaa, K.: The state complexities of some basic operations on regular languages. Theor. Comput. Sci. 125(2), 315\u2013328 (1994)","journal-title":"Theor. Comput. Sci."},{"key":"3272_CR26","unstructured":"Zeiler, M.D.: Adadelta: An adaptive learning rate method (2012). https:\/\/arxiv.org\/abs\/1212.5701"}],"container-title":["Cluster Computing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10586-021-03272-w.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s10586-021-03272-w\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10586-021-03272-w.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,8,26]],"date-time":"2023-08-26T20:21:17Z","timestamp":1693081277000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s10586-021-03272-w"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,4,22]]},"references-count":26,"journal-issue":{"issue":"5","published-print":{"date-parts":[[2023,10]]}},"alternative-id":["3272"],"URL":"https:\/\/doi.org\/10.1007\/s10586-021-03272-w","relation":{},"ISSN":["1386-7857","1573-7543"],"issn-type":[{"type":"print","value":"1386-7857"},{"type":"electronic","value":"1573-7543"}],"subject":[],"published":{"date-parts":[[2021,4,22]]},"assertion":[{"value":"12 November 2020","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"11 March 2021","order":2,"name":"revised","label":"Revised","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"16 March 2021","order":3,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"22 April 2021","order":4,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}