{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,5,18]],"date-time":"2025-05-18T11:20:48Z","timestamp":1747567248493},"publisher-location":"Cham","reference-count":24,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783319111964"},{"type":"electronic","value":"9783319111971"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2014]]},"DOI":"10.1007\/978-3-319-11197-1_39","type":"book-chapter","created":{"date-parts":[[2014,8,13]],"date-time":"2014-08-13T14:54:29Z","timestamp":1407941669000},"page":"511-525","source":"Crossref","is-referenced-by-count":9,"title":["Feature Evaluation for Early Stage Internet Traffic Identification"],"prefix":"10.1007","author":[{"given":"Lizhi","family":"Peng","sequence":"first","affiliation":[]},{"given":"Hongli","family":"Zhang","sequence":"additional","affiliation":[]},{"given":"Bo","family":"Yang","sequence":"additional","affiliation":[]},{"given":"Yuehui","family":"Chen","sequence":"additional","affiliation":[]}],"member":"297","reference":[{"key":"39_CR1","doi-asserted-by":"crossref","unstructured":"Bernaille, L., Teixeira, R., Akodkenou, I., Soule, A., Salamatian, K.: Traffic Classification On The Fly. In: ACM SIGCOMM 2006, pp. 23\u201326 (2006)","DOI":"10.1145\/1129582.1129589"},{"key":"39_CR2","doi-asserted-by":"publisher","first-page":"1145","DOI":"10.1016\/S0031-3203(96)00142-2","volume":"30","author":"A.P. Bradley","year":"1997","unstructured":"Bradley, A.P.: The use of the area under the ROC curve in the evaluation of machine learning algorithms. Pattern Recognition\u00a030, 1145\u20131159 (1997)","journal-title":"Pattern Recognition"},{"issue":"1","key":"39_CR3","doi-asserted-by":"publisher","first-page":"35","DOI":"10.1109\/MNET.2012.6135854","volume":"26","author":"A. Dainotti","year":"2012","unstructured":"Dainotti, A., Pescap\u00e9, A., Claffy, K.C.: Issues and future directions in traffic classification. IEEE Network\u00a026(1), 35\u201340 (2012)","journal-title":"IEEE Network"},{"key":"39_CR4","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"122","DOI":"10.1007\/978-3-642-20305-3_11","volume-title":"Traffic Monitoring and Analysis","author":"A. Dainotti","year":"2011","unstructured":"Dainotti, A., Pescap\u00e9, A., Sansone, C.: Early classification of network traffic through multi-classification. In: Domingo-Pascual, J., Shavitt, Y., Uhlig, S. (eds.) TMA 2011. LNCS, vol.\u00a06613, pp. 122\u2013135. Springer, Heidelberg (2011)"},{"issue":"3","key":"39_CR5","doi-asserted-by":"publisher","first-page":"270","DOI":"10.1145\/859716.859719","volume":"21","author":"C. Estan","year":"2003","unstructured":"Estan, C., Varghese, G.: New Directions in Traffic Measurement and Accounting: Focusing on the Elephants, Ignoring the Mice. ACM Transactions on Computer Systems\u00a021(3), 270\u2013313 (2003)","journal-title":"ACM Transactions on Computer Systems"},{"key":"39_CR6","doi-asserted-by":"crossref","unstructured":"Este, A., Gringoli, F., Salgarelli, L.: On the Stability of the Information Carried by Traffic Flow Features at the Packet Level. In: ACM SIGCOMM 2009, pp. 13\u201318 (2009)","DOI":"10.1145\/1568613.1568616"},{"key":"39_CR7","doi-asserted-by":"publisher","first-page":"2476","DOI":"10.1016\/j.comnet.2009.05.003","volume":"53","author":"A. Este","year":"2009","unstructured":"Este, A., Gringoli, F., Salgarelli, L.: Support Vector Machines for TCP traffic classification. Computer Networks\u00a053, 2476\u20132490 (2009)","journal-title":"Computer Networks"},{"key":"39_CR8","doi-asserted-by":"crossref","unstructured":"Huang, N., Jai, G., Chao, H.: Early identifying application traffic with application characteristics. In: IEEE Int. Conference on Communications (ICC 2008), pp. 5788\u20135792 (2008)","DOI":"10.1109\/ICC.2008.1083"},{"issue":"20","key":"39_CR9","doi-asserted-by":"publisher","first-page":"130","DOI":"10.1016\/j.ins.2012.12.039","volume":"232","author":"N. Huang","year":"2013","unstructured":"Huang, N., Jai, G., Chao, H., et al.: Application traffic classification at the early stage by characterizing application rounds. Information Sciences\u00a0232(20), 130\u2013142 (2013)","journal-title":"Information Sciences"},{"key":"39_CR10","doi-asserted-by":"publisher","first-page":"299","DOI":"10.1109\/TKDE.2005.50","volume":"17","author":"J. Huang","year":"2005","unstructured":"Huang, J., Ling, C.X.: Using AUC and accuracy in evaluating learning algorithms. IEEE Transactions on Knowledge and Data Engineering\u00a017, 299\u2013310 (2005)","journal-title":"IEEE Transactions on Knowledge and Data Engineering"},{"key":"39_CR11","doi-asserted-by":"crossref","unstructured":"Hull\u00e1r, B., Laki, S., Gyorgy, A.: Early identification of peer-to-peer traffic. In: 2011 IEEE International Conference on Communications (ICC), pp. 1\u20136. IEEE Press (2011)","DOI":"10.1109\/icc.2011.5963023"},{"issue":"5","key":"39_CR12","doi-asserted-by":"publisher","first-page":"12","DOI":"10.1145\/1629607.1629610","volume":"39","author":"F. Gringoli","year":"2009","unstructured":"Gringoli, F., Salgarelli, L., Dusi, M., et al.: Gt: picking up the truth from the ground for internet traffic. ACM SIGCOMM Computer Communication Review\u00a039(5), 12\u201318 (2009)","journal-title":"ACM SIGCOMM Computer Communication Review"},{"key":"39_CR13","doi-asserted-by":"crossref","unstructured":"Li, W., Moore, A.W.: A Machine Learning Approach for Efficient Traffic Classification. In: Proceedings of IEEE MASCOTS 2007, pp. 310\u2013317 (2007)","DOI":"10.1109\/MASCOTS.2007.2"},{"key":"39_CR14","unstructured":"Moore, A.W., Zuev, D., Crogan, M.: Discriminators for use in flow-based classification, Intel Research Tech. Rep. (2005)"},{"key":"39_CR15","doi-asserted-by":"crossref","unstructured":"Moore, A.W., Zuev, D.: Internet Traffic Classification Using Bayesian Analysis Techniques. In: ACM SIGMETRICS 2005, pp. 50\u201360 (2005)","DOI":"10.1145\/1064212.1064220"},{"issue":"6","key":"39_CR16","doi-asserted-by":"publisher","first-page":"1880","DOI":"10.1109\/TNET.2012.2187305","volume":"20","author":"T.T.T. Nguyen","year":"2012","unstructured":"Nguyen, T.T.T., Armitage, G., Branch, P., et al.: Timely and continuous machine-learning-based classification for interactive IP traffic. IEEE\/ACM Transactions on Networking (TON)\u00a020(6), 1880\u20131894 (2012)","journal-title":"IEEE\/ACM Transactions on Networking (TON)"},{"key":"39_CR17","unstructured":"Peng, H.: Mutual infomation Matlab toolbox, \n                  \n                    http:\/\/www.mathworks.com\/matlabcentral\/fileexchange\/14888-mutual-information-computation"},{"issue":"1","key":"39_CR18","doi-asserted-by":"publisher","first-page":"67","DOI":"10.1109\/CC.2014.6821306","volume":"11","author":"L. Peng","year":"2014","unstructured":"Peng, L., Zhang, H., Yang, B., et al.: Traffic Labeller: Collecting Internet Traffic Samples with Accurate Application Information. China Communications\u00a011(1), 67\u201378 (2014)","journal-title":"China Communications"},{"key":"39_CR19","doi-asserted-by":"crossref","unstructured":"Qu, B., Zhang, Z., Guo, L., et al.: On accuracy of early traffic classification. In: IEEE 7th International Conference on Networking, Architecture and Storage (NAS), pp. 348\u2013354. IEEE Press (2012)","DOI":"10.1109\/NAS.2012.45"},{"key":"39_CR20","unstructured":"Tcpdump\/Libpcap, \n                  \n                    http:\/\/www.tcpdump.org"},{"key":"39_CR21","unstructured":"UNIBS: Data sharing, \n                  \n                    http:\/\/www.ing.unibs.it\/ntw\/tools\/traces\/"},{"key":"39_CR22","unstructured":"Waikato Internet Traffic Storage (WITS), \n                  \n                    http:\/\/www.wand.net.nz\/wits"},{"key":"39_CR23","unstructured":"Weka 3: Data Mining Software in Java, \n                  \n                    http:\/\/www.cs.waikato.ac.nz\/ml\/weka\/"},{"issue":"1","key":"39_CR24","doi-asserted-by":"publisher","first-page":"104","DOI":"10.1109\/TPDS.2012.98","volume":"24","author":"J. Zhang","year":"2013","unstructured":"Zhang, J., Xiang, Y., Wang, Y., et al.: Network traffic classification using correlation information. IEEE Transactions on Parallel and Distributed Systems\u00a024(1), 104\u2013117 (2013)","journal-title":"IEEE Transactions on Parallel and Distributed Systems"}],"container-title":["Lecture Notes in Computer Science","Algorithms and Architectures for Parallel Processing"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-11197-1_39","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,5,27]],"date-time":"2019-05-27T15:29:54Z","timestamp":1558970994000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-319-11197-1_39"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2014]]},"ISBN":["9783319111964","9783319111971"],"references-count":24,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-11197-1_39","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2014]]}}}