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The provided uniformity criterion, which was developed utilizing the maximum entropy of the metric, has high efficiency and straightforward implementation in manual computation, computer software and hardware, and a variety of similarity, recognition, and classification indicators. The tools required to automate the decision-making process in real-world applications, such as the automatic classification of acoustic events or the fault-detection <jats:italic>via<\/jats:italic> vibroacoustic methods, are provided by statistical decision theory to the noise and vibration engineer. Other statistical analysis issues can also be resolved using the provided uniformity criterion.<\/jats:p>","DOI":"10.3389\/fams.2022.1092156","type":"journal-article","created":{"date-parts":[[2023,1,6]],"date-time":"2023-01-06T14:19:28Z","timestamp":1673014768000},"update-policy":"https:\/\/doi.org\/10.3389\/crossmark-policy","source":"Crossref","is-referenced-by-count":4,"title":["Reduction of uncertainty using adaptive modeling under stochastic criteria of information content"],"prefix":"10.3389","volume":"8","author":[{"given":"Dmitry Anatolyevich","family":"Garanin","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Nikita Sergeevich","family":"Lukashevich","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Sergey Vladimirovich","family":"Efimenko","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Igor Georgievich","family":"Chernorutsky","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Sergey Evgenievich","family":"Barykin","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ruben","family":"Kazaryan","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Vasilii","family":"Buniak","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Alexander","family":"Parfenov","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"1965","published-online":{"date-parts":[[2023,1,6]]},"reference":[{"key":"B1","first-page":"211","article-title":"A stochastic approach to content adaptive digital image watermarking","volume-title":"International Workshop on Information Hiding","author":"Voloshynovskiy","year":"1999"},{"key":"B2","doi-asserted-by":"publisher","first-page":"1123","DOI":"10.1080\/0952014961550","article-title":"A new product service system concept evaluation approach based on information axiom in a fuzzy-stochastic environment","volume":"28","author":"Chen","year":"2015","journal-title":"Int J Comp Integ Manufact"},{"key":"B3","doi-asserted-by":"publisher","first-page":"247","DOI":"10.1057\/jors.1970.48","article-title":"The use of the concept of entropy in system modelling","volume":"21","author":"Wilson","year":"1970","journal-title":"J Operat Res Soc."},{"key":"B4","doi-asserted-by":"publisher","first-page":"40002","DOI":"10.1209\/0295-5075\/77\/40002","article-title":"Entropic information-disturbance tradeoff","volume":"77","author":"Maccone","year":"2007","journal-title":"EPL."},{"key":"B5","doi-asserted-by":"publisher","first-page":"371","DOI":"10.1016\/j.electstud.2004.10.009","article-title":"An entropy measure of uncertainty in vote choice","volume":"24","author":"Gill","year":"2005","journal-title":"Elect Stud."},{"key":"B6","doi-asserted-by":"crossref","first-page":"121","DOI":"10.1109\/ISSPA.2003.1224655","article-title":"Divergence measures for time-frequency distributions","volume-title":"Seventh International Symposium on Signal Processing and Its Applications, 2003. 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