{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2022,6,1]],"date-time":"2022-06-01T16:40:23Z","timestamp":1654101623809},"reference-count":35,"publisher":"IGI Global","issue":"4","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2016,10,1]]},"abstract":"<p>A method, based on the Smirnov transform, for generating synthetic data with the statistical properties of L\u00e9vy-walks is presented. This method can be utilized for generating arbitrary prescribed probability density functions (pdf). A cybersecurity engineering problem associated with Internet traffic is addressed. The synthetic L\u00e9vy-walks process is intertwined with sections of distinct characteristics creating a composite signal that is analyzed through zero-crossing rate (ZCR) within a varying-size window to identify sections. The advantages of the ZCR computation directly in the time-domain are appealing for real-time implementations. Moreover, the characterization of the degree of closeness, via the Kullback-Leibler divergence (KLD), among the pdfs of arbitrary processes (focusing on L\u00e9vy walks) and model pdfs is presented. The results obtained from the KLD experiments provide a categorical determination of the closeness degree. These results, a remarkable achievement in this research, are also promising to be used as features for classification of complex signals in real-time.<\/p>","DOI":"10.4018\/ijhcr.2016100104","type":"journal-article","created":{"date-parts":[[2017,1,25]],"date-time":"2017-01-25T16:09:17Z","timestamp":1485360557000},"page":"41-59","source":"Crossref","is-referenced-by-count":0,"title":["Zero-Crossing Analysis and Information Divergence of L\u00e9vy Walks for Real-Time Feature Extraction"],"prefix":"10.4018","volume":"7","author":[{"given":"Jesus David Terrazas","family":"Gonzalez","sequence":"first","affiliation":[{"name":"University of Manitoba, Department of Electrical and Computer Engineering, Winnipeg, Canada"}]},{"given":"Witold","family":"Kinsner","sequence":"additional","affiliation":[{"name":"University of Manitoba, Department of Electrical and Computer Engineering, Winnipeg, Canada"}]}],"member":"2432","reference":[{"key":"IJHCR.2016100104-0","doi-asserted-by":"publisher","DOI":"10.1034\/j.1600-0706.2002.980114.x"},{"key":"IJHCR.2016100104-1","doi-asserted-by":"publisher","DOI":"10.1109\/35.620527"},{"key":"IJHCR.2016100104-2"},{"key":"IJHCR.2016100104-3","doi-asserted-by":"publisher","DOI":"10.1109\/ICC.2013.6655324"},{"key":"IJHCR.2016100104-4","doi-asserted-by":"publisher","DOI":"10.1109\/TAEECE.2013.6557272"},{"key":"IJHCR.2016100104-5","doi-asserted-by":"publisher","DOI":"10.1109\/TASSP.1986.1164784"},{"key":"IJHCR.2016100104-6","doi-asserted-by":"publisher","DOI":"10.1109\/PROC.1986.13663"},{"key":"IJHCR.2016100104-7","doi-asserted-by":"publisher","DOI":"10.4018\/jcini.2007100103"},{"key":"IJHCR.2016100104-8","doi-asserted-by":"publisher","DOI":"10.4018\/jcini.2007040103"},{"key":"IJHCR.2016100104-9","doi-asserted-by":"publisher","DOI":"10.1109\/COGINF.2011.6016116"},{"key":"IJHCR.2016100104-10","doi-asserted-by":"publisher","DOI":"10.1109\/ICCI-CC.2014.6921433"},{"key":"IJHCR.2016100104-11","author":"W.Kinsner","year":"2016","journal-title":"Fractal and Chaos Engineering: Lecture Notes"},{"key":"IJHCR.2016100104-12","doi-asserted-by":"publisher","DOI":"10.1214\/aoms\/1177729694"},{"key":"IJHCR.2016100104-13","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-37632-0"},{"key":"IJHCR.2016100104-14","doi-asserted-by":"publisher","DOI":"10.1109\/INFCOMW.2010.5466662"},{"key":"IJHCR.2016100104-15","doi-asserted-by":"publisher","DOI":"10.1109\/ROBIO.2009.4913103"},{"key":"IJHCR.2016100104-16","unstructured":"Olver, S., & Townsend, A. (2013). Fast inverse transform sampling in one and two dimensions. Mathematics: Numerical Analysis, 29."},{"key":"IJHCR.2016100104-17","doi-asserted-by":"publisher","DOI":"10.1007\/s00265-003-0700-6"},{"key":"IJHCR.2016100104-18","author":"R. M.Rangayyan","year":"2002","journal-title":"Biomedical Signal Analysis: A Case-Study Approach"},{"key":"IJHCR.2016100104-19"},{"key":"IJHCR.2016100104-20","doi-asserted-by":"publisher","DOI":"10.1109\/INFOCOM.2008.145"},{"key":"IJHCR.2016100104-21","doi-asserted-by":"publisher","DOI":"10.1109\/TNET.2011.2120618"},{"key":"IJHCR.2016100104-22","doi-asserted-by":"publisher","DOI":"10.1109\/SPCOM.2012.6290218"},{"key":"IJHCR.2016100104-23","doi-asserted-by":"publisher","DOI":"10.1109\/TSP.2015.2420538"},{"key":"IJHCR.2016100104-24","doi-asserted-by":"publisher","DOI":"10.1007\/BF01011089"},{"key":"IJHCR.2016100104-25","doi-asserted-by":"publisher","DOI":"10.1109\/78.124939"},{"key":"IJHCR.2016100104-26","author":"H.Stark","year":"2002","journal-title":"Probability and Random Processes with Applications to Signal Processing. Prentice Hall"},{"key":"IJHCR.2016100104-27"},{"key":"IJHCR.2016100104-28","doi-asserted-by":"publisher","DOI":"10.1109\/CCECE.2013.6567841"},{"key":"IJHCR.2016100104-29","doi-asserted-by":"publisher","DOI":"10.1109\/WF-IoT.2014.6803217"},{"key":"IJHCR.2016100104-30","doi-asserted-by":"publisher","DOI":"10.1364\/PHOTONICS.2012.M3A.3"},{"key":"IJHCR.2016100104-31","doi-asserted-by":"publisher","DOI":"10.1109\/TIT.2014.2320500"},{"key":"IJHCR.2016100104-32","doi-asserted-by":"publisher","DOI":"10.1038\/381413a0"},{"key":"IJHCR.2016100104-33","doi-asserted-by":"publisher","DOI":"10.1038\/44831"},{"key":"IJHCR.2016100104-34","doi-asserted-by":"publisher","DOI":"10.1016\/j.plrev.2008.03.002"}],"container-title":["International Journal of Handheld Computing Research"],"original-title":[],"language":"ng","link":[{"URL":"https:\/\/www.igi-global.com\/viewtitle.aspx?TitleId=176418","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,6,1]],"date-time":"2022-06-01T16:22:32Z","timestamp":1654100552000},"score":1,"resource":{"primary":{"URL":"https:\/\/services.igi-global.com\/resolvedoi\/resolve.aspx?doi=10.4018\/IJHCR.2016100104"}},"subtitle":[""],"short-title":[],"issued":{"date-parts":[[2016,10,1]]},"references-count":35,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2016,10]]}},"URL":"https:\/\/doi.org\/10.4018\/ijhcr.2016100104","relation":{},"ISSN":["1947-9158","1947-9166"],"issn-type":[{"value":"1947-9158","type":"print"},{"value":"1947-9166","type":"electronic"}],"subject":[],"published":{"date-parts":[[2016,10,1]]}}}