{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,28]],"date-time":"2025-10-28T03:13:27Z","timestamp":1761621207193},"reference-count":40,"publisher":"Sociedade Brasileira de Computacao - SB","issue":"1","license":[{"start":{"date-parts":[[2015,3,15]],"date-time":"2015-03-15T00:00:00Z","timestamp":1426377600000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["J Internet Serv Appl"],"published-print":{"date-parts":[[2015,12]]},"DOI":"10.1186\/s13174-015-0022-8","type":"journal-article","created":{"date-parts":[[2015,3,14]],"date-time":"2015-03-14T12:55:57Z","timestamp":1426337757000},"update-policy":"http:\/\/dx.doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":8,"title":["An approach towards adaptive service composition in markets of composed services"],"prefix":"10.5753","volume":"6","author":[{"given":"Alexander","family":"Jungmann","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Felix","family":"Mohr","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"3742","published-online":{"date-parts":[[2015,3,15]]},"reference":[{"key":"22_CR1","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1109\/ISORC.2013.6913232","volume-title":"IEEE 16th International Symposium on Object\/Component\/Service-Oriented Real-Time Distributed Computing (ISORC)","author":"M Happe","year":"2013","unstructured":"Happe M, Meyer auf der Heide F, Kling P, Platzner M, Plessl C: On-The-Fly Computing: A novel paradigm for individualized IT services. In IEEE 16th International Symposium on Object\/Component\/Service-Oriented Real-Time Distributed Computing (ISORC). IEEE Computer Society, Washington, DC, USA; 2013:1\u201310. doi:10.1109\/ISORC.2013.6913232"},{"key":"22_CR2","unstructured":"(2014) Collaborative Research Center 901 - On-The-Fly Computing. Accessed 2015\u201303\u201308. http:\/\/sfb901.uni-paderborn.de"},{"key":"22_CR3","unstructured":"Instagram (2014). Accessed 2015\u201303\u201308. http:\/\/www.instagram.com"},{"key":"22_CR4","first-page":"346","volume-title":"IEEE World Congress on Services (SERVICES)","author":"A Jungmann","year":"2014","unstructured":"Jungmann A, Mohr F, Kleinjohann B: Combining Automatic Service Composition with Adaptive Service Recommendation for Dynamic Markets of Services. In IEEE World Congress on Services (SERVICES). IEEE Computer Society, Washington, DC, USA; 2014:346\u2013353. doi:10.1109\/SERVICES.2014.68"},{"key":"22_CR5","first-page":"43","volume-title":"Service-Oriented Computing (ICSOC).Lecture Notes in Computer Science","author":"D Berardi","year":"2003","unstructured":"Berardi D, Calvanese D, De Giacomo G, Lenzerini M, Mecella M: Automatic composition of e-services that export their behavior. In Service-Oriented Computing (ICSOC).Lecture Notes in Computer Science. Springer Berlin Heidelberg, Heidelberg, Germany; 2003:43\u201358. doi:10.1007\/978\u20133-540\u201324593\u20133_4"},{"issue":"4","key":"22_CR6","doi-asserted-by":"crossref","first-page":"377","DOI":"10.1016\/j.websem.2004.06.005","volume":"1","author":"E Sirin","year":"2004","unstructured":"Sirin E, Parsia B, Wu D, Hendler J, Nau D: HTN planning for web service composition using SHOP2. Web Semantics: Sci Services Agents World Wide Web 2004, 1(4):377\u2013396. doi:10.1016\/j.websem.2004.06.005","journal-title":"Web Semantics: Sci Services Agents World Wide Web"},{"key":"22_CR7","first-page":"784","volume-title":"Proceedings of the IEEE International Conference on e-Technology, e-Commerce and e-Service (EEE)","author":"S-C Oh","year":"2005","unstructured":"Oh S-C, On B-W, Larson EJ, Lee D: Bf*: Web services discovery and composition as graph search problem. In Proceedings of the IEEE International Conference on e-Technology, e-Commerce and e-Service (EEE). IEEE Computer Society, Washington, DC, USA; 2005:784\u2013786. doi:10.1109\/EEE.2005.41"},{"issue":"4","key":"22_CR8","doi-asserted-by":"crossref","first-page":"46","DOI":"10.4018\/jwsr.2005100103","volume":"2","author":"QA Liang","year":"2005","unstructured":"Liang QA, Su SYW: And\/or graph and search algorithm for discovering composite web services. Int J Web Services Res 2005, 2(4):46\u201364. 10.4018\/jwsr.2005100103","journal-title":"Int J Web Services Res"},{"issue":"3","key":"22_CR9","doi-asserted-by":"crossref","first-page":"1","DOI":"10.4018\/jwsr.2007070101","volume":"4","author":"A Brogi","year":"2007","unstructured":"Brogi A, Corfini S: Behaviour-aware discovery of web service compositions. Int J Web Services Res 2007, 4(3):1\u201325. doi:10.4018\/jwsr.2007070101","journal-title":"Int J Web Services Res"},{"issue":"1","key":"22_CR10","doi-asserted-by":"crossref","first-page":"1","DOI":"10.4018\/jwsr.2007010101","volume":"4","author":"S-C Oh","year":"2007","unstructured":"Oh S-C, Lee D, Kumara SRT: Web service planner (wspr): An effective and scalable web service composition algorithm. Int J Web Services Res 2007, 4(1):1\u201323. doi:10.4018\/jwsr.2007010101","journal-title":"Int J Web Services Res"},{"issue":"1","key":"22_CR11","doi-asserted-by":"crossref","first-page":"15","DOI":"10.1109\/TSC.2008.1","volume":"1","author":"S-C Oh","year":"2008","unstructured":"Oh S-C, Lee D, Kumara SRT: Effective web service composition in diverse and large-scale service networks. Services Comput, IEEE Trans 2008, 1(1):15\u201332. doi:10.1109\/TSC.2008.1","journal-title":"Services Comput, IEEE Trans"},{"key":"22_CR12","first-page":"29","volume-title":"Proceedings of the IEEE International Conference on Web Services (ICWS)","author":"A Sirbu","year":"2008","unstructured":"Sirbu A, Hoffmann J: Towards scalable web service composition with partial matches. In Proceedings of the IEEE International Conference on Web Services (ICWS). IEEE Computer Society, Washington, DC, USA; 2008:29\u201336. doi:10.1109\/ICWS.2008.69"},{"key":"22_CR13","first-page":"345","volume-title":"Proceedings of the IEEE International Conference on Web Services (ICWS)","author":"P Bartalos","year":"2010","unstructured":"Bartalos P, Bielikov\u00e1 M: Qos aware semantic web service composition approach considering pre\/postconditions. In Proceedings of the IEEE International Conference on Web Services (ICWS). IEEE Computer Society, Washington, DC, USA; 2010:345\u2013352. doi:10.1109\/ICWS.2010.90"},{"issue":"3-4","key":"22_CR14","doi-asserted-by":"crossref","first-page":"316","DOI":"10.1016\/j.artint.2009.12.002","volume":"174","author":"P Bertoli","year":"2010","unstructured":"Bertoli P, Pistore M, Traverso P: Automated composition of web services via planning in asynchronous domains. Artif Intelligence 2010, 174(3\u20134):316\u2013361. doi:10.1016\/j.artint.2009.12.002","journal-title":"Artif Intelligence"},{"issue":"6","key":"22_CR15","doi-asserted-by":"crossref","first-page":"770","DOI":"10.1109\/TSMC.2013.2280559","volume":"44","author":"P Wang","year":"2014","unstructured":"Wang P, Ding Z, Jiang C, Zhou M: Constraint-aware approach to web service composition. IEEE Trans Syst Man Cybernetics: Syst 2014, 44(6):770\u2013784. doi:10.1109\/TSMC.2013.2280559","journal-title":"IEEE Trans Syst Man Cybernetics: Syst"},{"key":"22_CR16","first-page":"152","volume-title":"Proceedings of the IEEE International Conference on Services Computing (SCC)","author":"L Qu","year":"2013","unstructured":"Qu L, Wang Y, Orgun MA: Cloud service selection based on the aggregation of user feedback and quantitative performance assessment. In Proceedings of the IEEE International Conference on Services Computing (SCC). IEEE Computer Society, Washington, DC, USA; 2013:152\u2013159. doi:10.1109\/SCC.2013.92"},{"key":"22_CR17","volume-title":"Service-Oriented Architecture: Concepts, Technology, and Design","author":"T Erl","year":"2005","unstructured":"Erl T: Service-Oriented Architecture: Concepts, Technology, and Design. Prentice Hall, Upper Saddle River, NJ, USA; 2005."},{"key":"22_CR18","unstructured":"(2014) OpenCV - Open Source Computer Vision. Accessed 2015\u201303\u201308. http:\/\/opencv.org\/"},{"key":"22_CR19","volume-title":"Automated Planning: Theory & Practice","author":"M Ghallab","year":"2004","unstructured":"Ghallab M, Nau D, Traverso P: Automated Planning: Theory & Practice. Morgan Kaufmann, San Francisco, CA, USA; 2004."},{"key":"22_CR20","volume-title":"Artificial Intelligence: A Modern Approach","author":"S Russell","year":"2009","unstructured":"Russell S, Norvig P: Artificial Intelligence: A Modern Approach. Prentice Hall, Upper Saddle River, NJ, USA; 2009."},{"issue":"1","key":"22_CR21","doi-asserted-by":"crossref","first-page":"51","DOI":"10.1007\/s11761-011-0099-2","volume":"6","author":"N Chan","year":"2012","unstructured":"Chan N, Gaaloul W, Tata S: A recommender system based on historical usage data for web service discovery. Service Oriented Comput Appl 2012, 6(1):51\u201363. doi:10.1007\/s11761\u2013011\u20130099\u20132","journal-title":"Service Oriented Comput Appl"},{"key":"22_CR22","volume-title":"Reinforcement Learning: An Introduction","author":"RS Sutton","year":"1998","unstructured":"Sutton RS, Barto AG: Reinforcement Learning: An Introduction. MIT Press, Cambridge, Massachusetts; 1998."},{"key":"22_CR23","volume-title":"Markov Decision Processes: Discrete Stochastic Dynamic Programming","author":"ML Puterman","year":"2005","unstructured":"Puterman ML: Markov Decision Processes: Discrete Stochastic Dynamic Programming. Wiley-Interscience, Hoboken, NJ, USA; 2005."},{"key":"22_CR24","doi-asserted-by":"crossref","first-page":"17","DOI":"10.1613\/jair.1676","volume":"25","author":"S Thi\u00e9baux","year":"2006","unstructured":"Thi\u00e9baux S, Gretton C, Slaney JK, Price D, Kabanza F: Decision-theoretic planning with non-markovian rewards. J Artif Intelligence Res (JAIR) 2006, 25: 17\u201374. doi:10.1613\/jair.1676 doi:10.1613\/jair.1676","journal-title":"J Artif Intelligence Res (JAIR)"},{"key":"22_CR25","first-page":"97","volume-title":"Proceedings of the IEEE International Conference on Services Computing (SCC)","author":"A Jungmann","year":"2013","unstructured":"Jungmann A, Kleinjohann B: Learning recommendation system for automated service composition. In Proceedings of the IEEE International Conference on Services Computing (SCC). IEEE Computer Society, Washington, DC, USA; 2013:97\u2013104. doi:10.1109\/SCC.2013.66"},{"issue":"4","key":"22_CR26","doi-asserted-by":"crossref","first-page":"284","DOI":"10.1504\/IJBPIM.2013.059135","volume":"6","author":"A Jungmann","year":"2013","unstructured":"Jungmann A, Kleinjohann B, Kleinjohann L: Learning Service Recommendations. Int J Bus Process Integration Manage 2013, 6(4):284\u2013297. doi:10.1504\/IJBPIM.2013.059135","journal-title":"Int J Bus Process Integration Manage"},{"key":"22_CR27","doi-asserted-by":"crossref","first-page":"210","DOI":"10.1007\/978-3-319-09970-5_19","volume-title":"Software Architecture","author":"M-C Platenius","year":"2014","unstructured":"Platenius M-C, Becker S, Schaefer W: Integrating service matchers into a service market architecture. In Software Architecture. Springer International Publishing, Cham, Switzerland; 2014:210\u2013217. doi:10.1007\/978\u20133-319\u201309970\u20135_19 doi:10.1007\/978-3-319-09970-5_19 10.1007\/978-3-319-09970-5_19"},{"issue":"3-4","key":"22_CR28","doi-asserted-by":"crossref","first-page":"279","DOI":"10.1007\/BF00992698","volume":"8","author":"CJCH Watkins","year":"1992","unstructured":"Watkins CJCH, Dayan P: Q-learning. Machine Learning 1992, 8(3\u20134):279\u2013292. 10.1007\/BF00992698","journal-title":"Machine Learning"},{"key":"22_CR29","unstructured":"Rummery GA, Niranjan M (1994) On-line Q-learning using connectionist systems. Technical report, Cambridge University, Engineering Department."},{"key":"22_CR30","first-page":"1038","volume":"8","author":"RS Sutton","year":"1996","unstructured":"Sutton RS: Generalization in reinforcement learning : Successful examples using sparse coarse coding. Proc 1995 Conference Adv Neural Inf Process Syst 1996, 8: 1038\u20131044.","journal-title":"Proc 1995 Conference Adv Neural Inf Process Syst"},{"key":"22_CR31","doi-asserted-by":"crossref","first-page":"92","DOI":"10.1007\/978-3-642-17358-5_7","volume-title":"Service-Oriented Computing","author":"H Wang","year":"2010","unstructured":"Wang H, Zhou X, Zhou X, Liu W, Li W, Bouguettaya A: Adaptive service composition based on reinforcement learning. In Service-Oriented Computing. Springer Berlin Heidelberg, Heidelberg, Germany; 2010:92\u2013107. doi:10.1007\/978\u20133-642\u201317358\u20135_7 doi:10.1007\/978-3-642-17358-5_7 10.1007\/978-3-642-17358-5_7"},{"key":"22_CR32","first-page":"122","volume-title":"Proceedings of the Fourth International Conference on Advanced Service Computing","author":"V Todica","year":"2012","unstructured":"Todica V, Vaida M-F, Cremene M: Using machine learning in web services composition. In Proceedings of the Fourth International Conference on Advanced Service Computing. IARIA XPS Press, Wilmington, DE, USA; 2012:122\u2013126."},{"key":"22_CR33","first-page":"9","volume-title":"Proceedings of the IEEE International Conference on Web Services (ICWS)","author":"C Kun","year":"2009","unstructured":"Kun C, Xu J, Reiff-Marganiec S: Markov-HTN planning approach to enhance flexibility of automatic web service composition. In Proceedings of the IEEE International Conference on Web Services (ICWS). IEEE Computer Society, Washington, DC, USA; 2009:9\u201316. doi:10.1109\/ICWS.2009.43"},{"key":"22_CR34","doi-asserted-by":"crossref","first-page":"298","DOI":"10.1007\/978-3-642-45005-1_21","volume-title":"Service-Oriented Computing, Lecture Notes in Computer Science","author":"A Moustafa","year":"2013","unstructured":"Moustafa A, Zhang M: Multi-objective service composition using reinforcement learning. In Service-Oriented Computing, Lecture Notes in Computer Science. Springer Berlin Heidelberg, Heidelberg, Germany; 2013:298\u2013312. doi:10.1007\/978\u20133-642\u201345005\u20131_21"},{"key":"22_CR35","first-page":"207","volume-title":"Machine Learning","author":"S Dehousse","year":"2009","unstructured":"Dehousse S, Faulkner S, Herssens C, Jureta IJ, Saerens M: Learning optimal web service selections in dynamic environments when many quality-of-service criteria matter. In Machine Learning. InTech Europe, Rijeka, Croatia; 2009:207\u2013230. doi:10.5772\/6555 doi:10.5772\/6555"},{"key":"22_CR36","first-page":"681","volume-title":"Proceedings of the IEEE International Conference on Services Computing (SCC)","author":"H Wang","year":"2012","unstructured":"Wang H, Wang X, Zhou X: A multi-agent reinforcement learning model for service composition. In Proceedings of the IEEE International Conference on Services Computing (SCC). IEEE Computer Society, Washington, DC, USA; 2012:681\u2013682. doi:10.1109\/SCC.2012.58"},{"key":"22_CR37","first-page":"393","volume-title":"Proceedings of the IEEE World Congress on Services (SERVICES)","author":"L Yu","year":"2013","unstructured":"Yu L, Zhili W, Lingli M, Jiang W, Meng L, Xue-song Q: Adaptive web services composition using q-learning in cloud. In Proceedings of the IEEE World Congress on Services (SERVICES). IEEE Computer Society, Washington, DC, USA; 2013:393\u2013396. doi:10.1109\/SERVICES.2013.33"},{"key":"22_CR38","first-page":"251","volume-title":"Proceedings of the IEEE International Conference on Services Computing (SCC)","author":"G Spanoudakis","year":"2005","unstructured":"Spanoudakis G, Zisman A, Kozlenkov A: A service discovery framework for service centric systems. In Proceedings of the IEEE International Conference on Services Computing (SCC). IEEE Computer Society, Washington, DC, USA; 2005:251\u2013259. doi:10.1109\/SCC.2005.17"},{"key":"22_CR39","first-page":"158","volume-title":"Proceedings of the 23rd IEEE\/ACM International Conference on Automated Software Engineering (ASE)","author":"A Zisman","year":"2008","unstructured":"Zisman A, Spanoudakis G, Dooley J: A framework for dynamic service discovery. In Proceedings of the 23rd IEEE\/ACM International Conference on Automated Software Engineering (ASE). IEEE Computer Society, Washington, DC, USA; 2008:158\u2013167. doi:10.1109\/ASE.2008.26"},{"key":"22_CR40","doi-asserted-by":"crossref","first-page":"146","DOI":"10.1007\/978-3-642-45005-1_11","volume-title":"Service-Oriented Computing, Lecture Notes in Computer Science","author":"A Bucchiarone","year":"2013","unstructured":"Bucchiarone A, Marconi A, Mezzina C, Pistore M, Raik H: On-the-fly adaptation of dynamic service-based systems: Incrementality, reduction and reuse. In Service-Oriented Computing, Lecture Notes in Computer Science. Springer Berlin Heidelberg, Heidelberg, Germany; 2013:146\u2013161. doi:10.1007\/978\u20133-642\u201345005\u20131_11"}],"container-title":["Journal of Internet Services and Applications"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1186\/s13174-015-0022-8.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1186\/s13174-015-0022-8\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1186\/s13174-015-0022-8","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,2,9]],"date-time":"2022-02-09T22:14:58Z","timestamp":1644444898000},"score":1,"resource":{"primary":{"URL":"http:\/\/www.jisajournal.com\/content\/6\/1\/5"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2015,3,15]]},"references-count":40,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2015,12]]}},"alternative-id":["22"],"URL":"https:\/\/doi.org\/10.1186\/s13174-015-0022-8","relation":{},"ISSN":["1867-4828","1869-0238"],"issn-type":[{"value":"1867-4828","type":"print"},{"value":"1869-0238","type":"electronic"}],"subject":[],"published":{"date-parts":[[2015,3,15]]},"article-number":"5"}}