{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,8,2]],"date-time":"2025-08-02T17:26:13Z","timestamp":1754155573086,"version":"3.41.2"},"reference-count":31,"publisher":"Emerald","issue":"4","license":[{"start":{"date-parts":[[2019,7,18]],"date-time":"2019-07-18T00:00:00Z","timestamp":1563408000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.emerald.com\/insight\/site-policies"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["K"],"published-print":{"date-parts":[[2019,7,18]]},"abstract":"<jats:sec><jats:title content-type=\"abstract-subheading\">Purpose<\/jats:title><jats:p>The purpose of this paper is to present a methodology to reveal complex events structures in events\u2019 occurrences by analyzing event databases, targeting to systematizing events\u2019 analysis and surpassing the need for idiographic approaches.<\/jats:p><\/jats:sec><jats:sec><jats:title content-type=\"abstract-subheading\">Design\/methodology\/approach<\/jats:title><jats:p>A process-oriented point of view is enabled by purposeful data transformations, and higher-order dependencies are discovered and exploited to capture the flows among the events.<\/jats:p><\/jats:sec><jats:sec><jats:title content-type=\"abstract-subheading\">Findings<\/jats:title><jats:p>Political events do not follow a linear movement that is implied by a sequence, but they occur in varying patterns that cannot be reflected accurately when assuming only first-order dependencies.<\/jats:p><\/jats:sec><jats:sec><jats:title content-type=\"abstract-subheading\">Originality\/value<\/jats:title><jats:p>The methodology suggests a novel way to look and to analyze raw event data and it offers an accessible, practicable and supplementary tool as it does not disturb any of the established relevant research designs, and it does not require any additional data to be applied.<\/jats:p><\/jats:sec>","DOI":"10.1108\/k-09-2018-0500","type":"journal-article","created":{"date-parts":[[2019,7,26]],"date-time":"2019-07-26T10:45:29Z","timestamp":1564137929000},"page":"1253-1266","source":"Crossref","is-referenced-by-count":0,"title":["Exploiting higher-order dependencies for process analytics"],"prefix":"10.1108","volume":"49","author":[{"given":"Pavlos","family":"Delias","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ioannis","family":"Kazanidis","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"140","reference":[{"issue":"11","key":"key2020040812204423300_ref001","doi-asserted-by":"crossref","first-page":"2657","DOI":"10.1093\/bioinformatics\/bti410","article-title":"Identification of transcription factor binding sites with variable-order Bayesian networks","volume":"21","year":"2005","journal-title":"Bioinformatics"},{"issue":"4","key":"key2020040812204423300_ref002","doi-asserted-by":"crossref","first-page":"335","DOI":"10.1177\/0738894213491176","article-title":"An analysis of the TABARI coding system","volume":"30","year":"2013","journal-title":"Conflict Management and Peace Science"},{"issue":"4\/5","key":"key2020040812204423300_ref003","first-page":"175","article-title":"Complex networks: structure and dynamics","volume":"424","year":"2006","journal-title":"Physics Reports"},{"issue":"4","key":"key2020040812204423300_ref004","first-page":"300","article-title":"Comprehensive survey on distance\/similarity measures between probability density functions","volume":"1","year":"2007","journal-title":"International Journal of Mathematical Models and Methods in Applied Sciences"},{"issue":"1","key":"key2020040812204423300_ref005","doi-asserted-by":"crossref","first-page":"124","DOI":"10.1016\/j.csi.2011.06.002","article-title":"BPMN: an introduction to the standard","volume":"34","year":"2012","journal-title":"Computer Standards and Interfaces"},{"volume-title":"Mathematical Thinking: Problem-Solving and Proofs","year":"2000","edition":"2nd","key":"key2020040812204423300_ref006"},{"key":"key2020040812204423300_ref007","first-page":"88","article-title":"Process analytics through event databases: potentials for visualizations and process mining","volume-title":"Decision Support Systems VII. 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