{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,30]],"date-time":"2026-03-30T14:02:40Z","timestamp":1774879360883,"version":"3.50.1"},"reference-count":33,"publisher":"Springer Science and Business Media LLC","issue":"4","license":[{"start":{"date-parts":[[2011,6,14]],"date-time":"2011-06-14T00:00:00Z","timestamp":1308009600000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Mobile Netw Appl"],"published-print":{"date-parts":[[2011,8]]},"DOI":"10.1007\/s11036-011-0327-1","type":"journal-article","created":{"date-parts":[[2011,6,13]],"date-time":"2011-06-13T13:12:27Z","timestamp":1307970747000},"page":"475-489","source":"Crossref","is-referenced-by-count":5,"title":["Enhancing a Fuzzy Logic Inference Engine through Machine Learning for a Self- Managed Network"],"prefix":"10.1007","volume":"16","author":[{"given":"Panagis","family":"Magdalinos","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Apostolos","family":"Kousaridas","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Panagiotis","family":"Spapis","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"George","family":"Katsikas","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Nancy","family":"Alonistioti","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2011,6,14]]},"reference":[{"key":"327_CR1","unstructured":"The Internet Engineering Task Force, http:\/\/www.ietf.org"},{"key":"327_CR2","unstructured":"3rd Generation Partnership Project (3GPP), http:\/\/www.3gpp.org"},{"key":"327_CR3","unstructured":"Distributed Management Task Force, http:\/\/www.dmtf.org"},{"key":"327_CR4","unstructured":"International Telecommunication Union, http:\/\/www.itu.int"},{"key":"327_CR5","doi-asserted-by":"crossref","unstructured":"Siqueira MA, Verdi FL, Pasquini R, Magalh\u00e3es M (2006). An architecture for autonomic management of ambient networks. Autonomic Networking, (pp. 255\u2013267), Springer","DOI":"10.1007\/11880905_21"},{"key":"327_CR6","doi-asserted-by":"crossref","first-page":"14","DOI":"10.1007\/978-3-540-87355-6_2","volume":"5276","author":"C Foley","year":"2008","unstructured":"Foley C, Balasubramaniam S, Power E, Ponce de Leon M, Botvich D, Dudkowski D, Nunzi G, Mingardi C (2008) A framework for in-network management in heterogeneous future communication networks, modelling autonomic communications environment. Lecture Notes in Computer Science 5276:14\u201325. doi: 10.1007\/978-3-540-87355-6_2","journal-title":"Lecture Notes in Computer Science"},{"issue":"10","key":"327_CR7","doi-asserted-by":"crossref","first-page":"112","DOI":"10.1109\/MCOM.2007.4342833","volume":"45","author":"B Jennings","year":"2007","unstructured":"Jennings B, Van der Meer S, Balasubramaniam S et al (2007) Towards autonomic management of communications networks. IEEE Communications Magazine 45(10):112\u2013121","journal-title":"IEEE Communications Magazine"},{"key":"327_CR8","doi-asserted-by":"crossref","unstructured":"Chaparadza R, Papavassiliou S, Kastrinogiannis T, Toth A, Liakopoulos A, Wilson M (2009) Creating a viable evolution path towards self-managing future internet via a standardizable reference model for autonomic network engineering. Architecture 136\u2013147. doi: 10.3233\/978-1-60750-007-0-136","DOI":"10.3233\/978-1-60750-007-0-136"},{"issue":"1","key":"327_CR9","doi-asserted-by":"crossref","first-page":"41","DOI":"10.1109\/MC.2003.1160055","volume":"36","author":"JO Kephart","year":"2003","unstructured":"Kephart JO, Chess DM (2003) The vision of autonomic computing. IEEE Computer 36(1):41\u201352. doi: 10.1109\/MC.2003.1160055","journal-title":"IEEE Computer"},{"issue":"2","key":"327_CR10","doi-asserted-by":"crossref","first-page":"223","DOI":"10.1145\/1186778.1186782","volume":"1","author":"S Dobson","year":"2006","unstructured":"Dobson S et al (2006) A survey of autonomic communications. ACM Transactions on Autonomous and Adaptive Systems 1(2):223\u2013259. doi: 10.1145\/1186778.1186782","journal-title":"ACM Transactions on Autonomous and Adaptive Systems"},{"key":"327_CR11","unstructured":"Mitola J (2000) Cognitive radio: an integrated agent architecture for software defined radio, Ph.D. dissertation, KTH, http:\/\/www.lib.kth.se\/Fulltext\/MITOLA000608.PDF"},{"issue":"12","key":"327_CR12","doi-asserted-by":"crossref","first-page":"51","DOI":"10.1109\/MCOM.2006.273099","volume":"44","author":"WT Ryan","year":"2006","unstructured":"Ryan WT, Friend HD, Dasilva LA, Mackenzie AB (2006) Cognitive networks: adaptation and learning to achieve end-to-end performance objectives. IEEE Communications Magazine 44(12):51\u201357. doi: 10.1109\/MCOM.2006.273099","journal-title":"IEEE Communications Magazine"},{"key":"327_CR13","volume-title":"Cognitive networks: towards self-aware networks","author":"T Dietterich","year":"2007","unstructured":"Dietterich T, Langley P (2007) Machine learning for cognitive networks: technology assessment and research challenges. In: Mahmoud Q (ed) Cognitive networks: towards self-aware networks. Wiley, New York"},{"issue":"6","key":"327_CR14","doi-asserted-by":"crossref","first-page":"451","DOI":"10.1016\/j.peva.2010.01.001","volume":"67","author":"M Soysal","year":"2010","unstructured":"Soysal M, Schmidt EG (2010) Machine learning algorithms for accurate flow-based network traffic classification: evaluation and comparison. Performance Evaluation 67(6):451\u2013467. doi: 10.1016\/j.peva.2010.01.001","journal-title":"Performance Evaluation"},{"key":"327_CR15","doi-asserted-by":"crossref","first-page":"199","DOI":"10.1007\/978-3-642-02627-0_21","volume":"5637","author":"R Bagnasco","year":"2009","unstructured":"Bagnasco R, Serrat J (2009) Multi-agent reinforcement learning in network management, scalability of networks and services. Lecture Notes in Computer Science 5637:199\u2013202. doi: 10.1007\/978-3-642-02627-0_21","journal-title":"Lecture Notes in Computer Science"},{"key":"327_CR16","unstructured":"Han J, Kamber M (2007) Data mining: concepts and techniques, the Morgan Kaufmann series in data management systems"},{"key":"327_CR17","unstructured":"Self-NET Project, https:\/\/www.ict-selfnet.eu"},{"key":"327_CR18","first-page":"95","volume-title":"Towards the Future Internet - Emerging Trends from European Research","author":"A Kousaridas","year":"2010","unstructured":"Kousaridas A, Nguengang G, Boite J, Conan V, Gazis V, Raptis T, Alonistioti N (2010) An experimental path towards Self-Management for Future Internet Environments. In: Georgios Tselentis, Alex Galis, Anastasius Gavras, Srdjan Krco, Volkmar Lotz, Elena Simperl, Burkhard Stiller (eds) Towards the Future Internet - Emerging Trends from European Research., pp 95\u2013104"},{"key":"327_CR19","volume-title":"Architectural Principles for Synergy of Self-management and Future Internet Evolution","author":"A Mihailovic","year":"2009","unstructured":"Mihailovic A, Chochliouros IP, Kousaridas A, Nguengang G, Polychronopoulos C et al (2009) Architectural Principles for Synergy of Self-management and Future Internet Evolution. ICT Mobile and Wireless Commun. Summit, Santander"},{"key":"327_CR20","doi-asserted-by":"crossref","unstructured":"Merentitis A, Triantafyllopoulou D (2010), Transmission power regulation in cooperative cognitive radio systems under uncertainties, Wireless Pervasive Computing, 5th International Symposium on, doi: 10.1109\/ISWPC.2010.5483742 , Piscataway USA: IEEE Press","DOI":"10.1109\/ISWPC.2010.5483742"},{"issue":"4","key":"327_CR21","doi-asserted-by":"crossref","first-page":"47","DOI":"10.1109\/MWC.2007.4300983","volume":"14","author":"C Clancy","year":"2007","unstructured":"Clancy C, Hecker J, Stuntebeck E, O\u2019Shea T (2007) Applications of Machine Learning to Cognitive Radio Networks. IEEE Wireless Communications 14(4):47\u201352","journal-title":"IEEE Wireless Communications"},{"key":"327_CR22","doi-asserted-by":"crossref","first-page":"129","DOI":"10.1109\/TIT.1982.1056489","volume":"28","author":"S Lloyd","year":"1982","unstructured":"Lloyd S (1982) Least squares quantization in pcm. IEEE Transactions on Information Theory 28:129\u2013137","journal-title":"IEEE Transactions on Information Theory"},{"key":"327_CR23","doi-asserted-by":"crossref","unstructured":"H.S. Mahmood and R. Gage (2003). An architecture for integrating cdma2000 and 802.11 WLAN networks. in Proc of IEEE 58th Vehicular Tech. Conference, 2003 (VTC 2003-Fall), vol.3, pp. 2073\u20132077","DOI":"10.1109\/VETECF.2003.1285390"},{"key":"327_CR24","doi-asserted-by":"crossref","first-page":"217","DOI":"10.1007\/3-540-49257-7_15","volume":"1540","author":"K Beyer","year":"1999","unstructured":"Beyer K, Goldstein J, Ramakrishnan R, Shaft U (1999) When is \u201cnearest neighbor\u201d meaningful? Database Theory Lecture Notes in Computer Science 1540:217\u2013235. doi: 10.1007\/3-540-49257-7_15","journal-title":"Database Theory Lecture Notes in Computer Science"},{"key":"327_CR25","doi-asserted-by":"crossref","first-page":"201","DOI":"10.1007\/978-3-642-17694-4_23","volume":"6481","author":"P Magdalinos","year":"2010","unstructured":"Magdalinos P, Makris D, Spapis P, Papazafeiropoulos C, Kousaridas A, Stamatelatos G, Alonistioti N (2010) Coverage and Capacity Optimization of Self-managed Future Internet Wireless Networks, Towards a Service-Based Internet. Lecture Notes in Computer Science 6481:201\u2013202. doi: 10.1007\/978-3-642-17694-4_23","journal-title":"Lecture Notes in Computer Science"},{"key":"327_CR26","unstructured":"Weka (Waikato Environment for Knowledge Analysis), http:\/\/www.cs.waikato.ac.nz\/ml\/weka\/"},{"key":"327_CR27","unstructured":"AN-100U\/UX Single Sector Wireless Access Base Station User Manual, RedMAX, Redline Communications, 2008"},{"key":"327_CR28","unstructured":"Soekris Engineering net5501, http:\/\/www.soekris.com\/net5501.htm"},{"key":"327_CR29","unstructured":"VLC: open-source multimedia framework, player and server, http:\/\/www.videolan.org\/vlc"},{"key":"327_CR30","unstructured":"Java Programming Language, http:\/\/www.oracle.com\/technetwork\/java\/index.html"},{"key":"327_CR31","unstructured":"Tee A., Cleveland J.R, Chang J.W., Implication of End-user QoS requirements on PHY & MAC, IEEE 802.20 Working Group on Mobile Broadband Wireless Access, http:\/\/www.ieee802.org\/20\/Contribs\/C802.20-03-106.ppt"},{"key":"327_CR32","doi-asserted-by":"crossref","unstructured":"Andrews N., Kondareddy Y., Agrawal P. (2010) Channel management in collocated WiFi-WiMAX networks, System Theory, 42nd Southeastern Symposium on, pp. 133\u2013137, doi: 10.1109\/SSST.2010.5442848","DOI":"10.1109\/SSST.2010.5442848"},{"key":"327_CR33","unstructured":"Matlab\u2014The Language of Technical Computing, http:\/\/www.mathworks.com\/products\/matlab"}],"container-title":["Mobile Networks and Applications"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11036-011-0327-1.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s11036-011-0327-1\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11036-011-0327-1","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,3,6]],"date-time":"2025-03-06T04:22:19Z","timestamp":1741234939000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s11036-011-0327-1"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2011,6,14]]},"references-count":33,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2011,8]]}},"alternative-id":["327"],"URL":"https:\/\/doi.org\/10.1007\/s11036-011-0327-1","relation":{},"ISSN":["1383-469X","1572-8153"],"issn-type":[{"value":"1383-469X","type":"print"},{"value":"1572-8153","type":"electronic"}],"subject":[],"published":{"date-parts":[[2011,6,14]]}}}