{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,9,28]],"date-time":"2025-09-28T20:37:25Z","timestamp":1759091845513,"version":"3.37.3"},"publisher-location":"Cham","reference-count":7,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783030045029"},{"type":"electronic","value":"9783030045036"}],"license":[{"start":{"date-parts":[[2018,1,1]],"date-time":"2018-01-01T00:00:00Z","timestamp":1514764800000},"content-version":"tdm","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\/978-3-030-04503-6_15","type":"book-chapter","created":{"date-parts":[[2018,12,11]],"date-time":"2018-12-11T00:38:10Z","timestamp":1544488690000},"page":"156-161","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":9,"title":["Deep Learning for Classifying Malicious Network Traffic"],"prefix":"10.1007","author":[{"given":"K.","family":"Millar","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"A.","family":"Cheng","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"H. G.","family":"Chew","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"C.-C.","family":"Lim","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2018,11,21]]},"reference":[{"key":"15_CR1","doi-asserted-by":"crossref","unstructured":"Bromley, J., Guyon, I., LeCun, Y., Sckinger, E., Shah, R.: Signature verification using a \u201csiamese\" time delay neural network. In: Advances in Neural Information Processing Systems, pp. 737\u2013744 (1994)","DOI":"10.1142\/9789812797926_0003"},{"key":"15_CR2","doi-asserted-by":"publisher","unstructured":"Divyatmika, Sreekesh, M.: A two-tier network based intrusion detection system architecture using machine learning approach. In: 2016 International Conference on Electrical, Electronics, and Optimization Techniques (ICEEOT), pp. 42\u201347. \nhttps:\/\/doi.org\/10.1109\/ICEEOT.2016.7755404","DOI":"10.1109\/ICEEOT.2016.7755404"},{"key":"15_CR3","unstructured":"Nour, M., Slay, J.: UNSW-NB15: a comprehensive data set for network intrusion detection systems (UNSW-NB15 network data set). In: Military Communications and Information Systems Conference (MilCIS) (2015)"},{"key":"15_CR4","unstructured":"Nour, M., Slay, J.: The evaluation of network anomaly detection systems: statistical analysis of the UNSW-NB15 data set and the comparison with the KDD99 data set. Inf. Secur. J.: Glob. Perspect. 25, 1\u201314 (2016)"},{"key":"15_CR5","unstructured":"Smit, D., Millar, K., Page, C., Cheng, A., Chew, H.G., Lim, C.C.: Looking deeper - using deep learning to identify internet communications traffic. In: 2017 Australasian Conference of Undergraduate Research (ACUR) (2017)"},{"key":"15_CR6","doi-asserted-by":"publisher","unstructured":"Wang, W., Zhu, M., Zeng, X., Ye, X., Sheng, Y.: Malware traffic classification using convolutional neural network for representation learning. In: 2017 International Conference on Information Networking (ICOIN), pp. 712\u2013717. \nhttps:\/\/doi.org\/10.1109\/ICOIN.2017.7899588","DOI":"10.1109\/ICOIN.2017.7899588"},{"key":"15_CR7","unstructured":"Wang, Z.: The applications of deep learning on traffic identification (2015). \nhttps:\/\/goo.gl\/WouIM6"}],"container-title":["Lecture Notes in Computer Science","Trends and Applications in Knowledge Discovery and Data Mining"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-030-04503-6_15","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2018,12,11]],"date-time":"2018-12-11T00:46:07Z","timestamp":1544489167000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-030-04503-6_15"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018]]},"ISBN":["9783030045029","9783030045036"],"references-count":7,"URL":"https:\/\/doi.org\/10.1007\/978-3-030-04503-6_15","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":"PAKDD","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Pacific-Asia Conference on Knowledge Discovery and Data Mining","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Melbourne, VIC","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Australia","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":"3 June 2018","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"6 June 2018","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"22","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"pakdd2018","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/mamsap.it.deakin.edu.au\/pakdd18\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}