{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,5,13]],"date-time":"2025-05-13T21:58:55Z","timestamp":1747173535220,"version":"3.40.5"},"reference-count":40,"publisher":"Cambridge University Press (CUP)","issue":"2","license":[{"start":{"date-parts":[[2023,11,16]],"date-time":"2023-11-16T00:00:00Z","timestamp":1700092800000},"content-version":"unspecified","delay-in-days":0,"URL":"https:\/\/www.cambridge.org\/core\/terms"}],"content-domain":{"domain":["cambridge.org"],"crossmark-restriction":true},"short-container-title":["Combinator. Probab. Comp."],"published-print":{"date-parts":[[2024,3]]},"abstract":"<jats:title>Abstract<\/jats:title><jats:p>The factorially normalized Bernoulli polynomials<jats:inline-formula><jats:alternatives><jats:inline-graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" mime-subtype=\"png\" xlink:href=\"S0963548323000421_inline1.png\"\/><jats:tex-math>$b_n(x) = B_n(x)\/n!$<\/jats:tex-math><\/jats:alternatives><\/jats:inline-formula>are known to be characterized by<jats:inline-formula><jats:alternatives><jats:inline-graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" mime-subtype=\"png\" xlink:href=\"S0963548323000421_inline2.png\"\/><jats:tex-math>$b_0(x) = 1$<\/jats:tex-math><\/jats:alternatives><\/jats:inline-formula>and<jats:inline-formula><jats:alternatives><jats:inline-graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" mime-subtype=\"png\" xlink:href=\"S0963548323000421_inline3.png\"\/><jats:tex-math>$b_n(x)$<\/jats:tex-math><\/jats:alternatives><\/jats:inline-formula>for<jats:inline-formula><jats:alternatives><jats:inline-graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" mime-subtype=\"png\" xlink:href=\"S0963548323000421_inline4.png\"\/><jats:tex-math>$n \\gt 0$<\/jats:tex-math><\/jats:alternatives><\/jats:inline-formula>is the anti-derivative of<jats:inline-formula><jats:alternatives><jats:inline-graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" mime-subtype=\"png\" xlink:href=\"S0963548323000421_inline5.png\"\/><jats:tex-math>$b_{n-1}(x)$<\/jats:tex-math><\/jats:alternatives><\/jats:inline-formula>subject to<jats:inline-formula><jats:alternatives><jats:inline-graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" mime-subtype=\"png\" xlink:href=\"S0963548323000421_inline6.png\"\/><jats:tex-math>$\\int _0^1 b_n(x) dx = 0$<\/jats:tex-math><\/jats:alternatives><\/jats:inline-formula>. We offer a related characterization:<jats:inline-formula><jats:alternatives><jats:inline-graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" mime-subtype=\"png\" xlink:href=\"S0963548323000421_inline7.png\"\/><jats:tex-math>$b_1(x) = x - 1\/2$<\/jats:tex-math><\/jats:alternatives><\/jats:inline-formula>and<jats:inline-formula><jats:alternatives><jats:inline-graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" mime-subtype=\"png\" xlink:href=\"S0963548323000421_inline8.png\"\/><jats:tex-math>$({-}1)^{n-1} b_n(x)$<\/jats:tex-math><\/jats:alternatives><\/jats:inline-formula>for<jats:inline-formula><jats:alternatives><jats:inline-graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" mime-subtype=\"png\" xlink:href=\"S0963548323000421_inline9.png\"\/><jats:tex-math>$n \\gt 0$<\/jats:tex-math><\/jats:alternatives><\/jats:inline-formula>is the<jats:inline-formula><jats:alternatives><jats:inline-graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" mime-subtype=\"png\" xlink:href=\"S0963548323000421_inline10.png\"\/><jats:tex-math>$n$<\/jats:tex-math><\/jats:alternatives><\/jats:inline-formula>-fold circular convolution of<jats:inline-formula><jats:alternatives><jats:inline-graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" mime-subtype=\"png\" xlink:href=\"S0963548323000421_inline11.png\"\/><jats:tex-math>$b_1(x)$<\/jats:tex-math><\/jats:alternatives><\/jats:inline-formula>with itself. Equivalently,<jats:inline-formula><jats:alternatives><jats:inline-graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" mime-subtype=\"png\" xlink:href=\"S0963548323000421_inline12.png\"\/><jats:tex-math>$1 - 2^n b_n(x)$<\/jats:tex-math><\/jats:alternatives><\/jats:inline-formula>is the probability density at<jats:inline-formula><jats:alternatives><jats:inline-graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" mime-subtype=\"png\" xlink:href=\"S0963548323000421_inline13.png\"\/><jats:tex-math>$x \\in (0,1)$<\/jats:tex-math><\/jats:alternatives><\/jats:inline-formula>of the fractional part of a sum of<jats:inline-formula><jats:alternatives><jats:inline-graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" mime-subtype=\"png\" xlink:href=\"S0963548323000421_inline14.png\"\/><jats:tex-math>$n$<\/jats:tex-math><\/jats:alternatives><\/jats:inline-formula>independent random variables, each with the beta<jats:inline-formula><jats:alternatives><jats:inline-graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" mime-subtype=\"png\" xlink:href=\"S0963548323000421_inline15.png\"\/><jats:tex-math>$(1,2)$<\/jats:tex-math><\/jats:alternatives><\/jats:inline-formula>probability density<jats:inline-formula><jats:alternatives><jats:inline-graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" mime-subtype=\"png\" xlink:href=\"S0963548323000421_inline16.png\"\/><jats:tex-math>$2(1-x)$<\/jats:tex-math><\/jats:alternatives><\/jats:inline-formula>at<jats:inline-formula><jats:alternatives><jats:inline-graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" mime-subtype=\"png\" xlink:href=\"S0963548323000421_inline17.png\"\/><jats:tex-math>$x \\in (0,1)$<\/jats:tex-math><\/jats:alternatives><\/jats:inline-formula>. This result has a novel combinatorial analog, the<jats:italic>Bernoulli clock<\/jats:italic>: mark the hours of a<jats:inline-formula><jats:alternatives><jats:inline-graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" mime-subtype=\"png\" xlink:href=\"S0963548323000421_inline18.png\"\/><jats:tex-math>$2 n$<\/jats:tex-math><\/jats:alternatives><\/jats:inline-formula>hour clock by a uniformly random permutation of the multiset<jats:inline-formula><jats:alternatives><jats:inline-graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" mime-subtype=\"png\" xlink:href=\"S0963548323000421_inline19.png\"\/><jats:tex-math>$\\{1,1, 2,2, \\ldots, n,n\\}$<\/jats:tex-math><\/jats:alternatives><\/jats:inline-formula>, meaning pick two different hours uniformly at random from the<jats:inline-formula><jats:alternatives><jats:inline-graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" mime-subtype=\"png\" xlink:href=\"S0963548323000421_inline20.png\"\/><jats:tex-math>$2 n$<\/jats:tex-math><\/jats:alternatives><\/jats:inline-formula>hours and mark them<jats:inline-formula><jats:alternatives><jats:inline-graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" mime-subtype=\"png\" xlink:href=\"S0963548323000421_inline21.png\"\/><jats:tex-math>$1$<\/jats:tex-math><\/jats:alternatives><\/jats:inline-formula>, then pick two different hours uniformly at random from the remaining<jats:inline-formula><jats:alternatives><jats:inline-graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" mime-subtype=\"png\" xlink:href=\"S0963548323000421_inline22.png\"\/><jats:tex-math>$2 n - 2$<\/jats:tex-math><\/jats:alternatives><\/jats:inline-formula>hours and mark them<jats:inline-formula><jats:alternatives><jats:inline-graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" mime-subtype=\"png\" xlink:href=\"S0963548323000421_inline23.png\"\/><jats:tex-math>$2$<\/jats:tex-math><\/jats:alternatives><\/jats:inline-formula>, and so on. Starting from hour<jats:inline-formula><jats:alternatives><jats:inline-graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" mime-subtype=\"png\" xlink:href=\"S0963548323000421_inline24.png\"\/><jats:tex-math>$0 = 2n$<\/jats:tex-math><\/jats:alternatives><\/jats:inline-formula>, move clockwise to the first hour marked<jats:inline-formula><jats:alternatives><jats:inline-graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" mime-subtype=\"png\" xlink:href=\"S0963548323000421_inline25.png\"\/><jats:tex-math>$1$<\/jats:tex-math><\/jats:alternatives><\/jats:inline-formula>, continue clockwise to the first hour marked<jats:inline-formula><jats:alternatives><jats:inline-graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" mime-subtype=\"png\" xlink:href=\"S0963548323000421_inline26.png\"\/><jats:tex-math>$2$<\/jats:tex-math><\/jats:alternatives><\/jats:inline-formula>, and so on, continuing clockwise around the Bernoulli clock until the first of the two hours marked<jats:inline-formula><jats:alternatives><jats:inline-graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" mime-subtype=\"png\" xlink:href=\"S0963548323000421_inline27.png\"\/><jats:tex-math>$n$<\/jats:tex-math><\/jats:alternatives><\/jats:inline-formula>is encountered, at a random hour<jats:inline-formula><jats:alternatives><jats:inline-graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" mime-subtype=\"png\" xlink:href=\"S0963548323000421_inline28.png\"\/><jats:tex-math>$I_n$<\/jats:tex-math><\/jats:alternatives><\/jats:inline-formula>between<jats:inline-formula><jats:alternatives><jats:inline-graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" mime-subtype=\"png\" xlink:href=\"S0963548323000421_inline29.png\"\/><jats:tex-math>$1$<\/jats:tex-math><\/jats:alternatives><\/jats:inline-formula>and<jats:inline-formula><jats:alternatives><jats:inline-graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" mime-subtype=\"png\" xlink:href=\"S0963548323000421_inline30.png\"\/><jats:tex-math>$2n$<\/jats:tex-math><\/jats:alternatives><\/jats:inline-formula>. We show that for each positive integer<jats:inline-formula><jats:alternatives><jats:inline-graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" mime-subtype=\"png\" xlink:href=\"S0963548323000421_inline31.png\"\/><jats:tex-math>$n$<\/jats:tex-math><\/jats:alternatives><\/jats:inline-formula>, the event<jats:inline-formula><jats:alternatives><jats:inline-graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" mime-subtype=\"png\" xlink:href=\"S0963548323000421_inline32.png\"\/><jats:tex-math>$( I_n = 1)$<\/jats:tex-math><\/jats:alternatives><\/jats:inline-formula>has probability<jats:inline-formula><jats:alternatives><jats:inline-graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" mime-subtype=\"png\" xlink:href=\"S0963548323000421_inline33.png\"\/><jats:tex-math>$(1 - 2^n b_n(0))\/(2n)$<\/jats:tex-math><\/jats:alternatives><\/jats:inline-formula>, where<jats:inline-formula><jats:alternatives><jats:inline-graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" mime-subtype=\"png\" xlink:href=\"S0963548323000421_inline34.png\"\/><jats:tex-math>$n! b_n(0) = B_n(0)$<\/jats:tex-math><\/jats:alternatives><\/jats:inline-formula>is the<jats:inline-formula><jats:alternatives><jats:inline-graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" mime-subtype=\"png\" xlink:href=\"S0963548323000421_inline35.png\"\/><jats:tex-math>$n$<\/jats:tex-math><\/jats:alternatives><\/jats:inline-formula>th Bernoulli number. For<jats:inline-formula><jats:alternatives><jats:inline-graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" mime-subtype=\"png\" xlink:href=\"S0963548323000421_inline36.png\"\/><jats:tex-math>$ 1 \\le k \\le 2 n$<\/jats:tex-math><\/jats:alternatives><\/jats:inline-formula>, the difference<jats:inline-formula><jats:alternatives><jats:inline-graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" mime-subtype=\"png\" xlink:href=\"S0963548323000421_inline37.png\"\/><jats:tex-math>$\\delta _n(k)\\,:\\!=\\, 1\/(2n) -{\\mathbb{P}}( I_n = k)$<\/jats:tex-math><\/jats:alternatives><\/jats:inline-formula>is a polynomial function of<jats:inline-formula><jats:alternatives><jats:inline-graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" mime-subtype=\"png\" xlink:href=\"S0963548323000421_inline38.png\"\/><jats:tex-math>$k$<\/jats:tex-math><\/jats:alternatives><\/jats:inline-formula>with the surprising symmetry<jats:inline-formula><jats:alternatives><jats:inline-graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" mime-subtype=\"png\" xlink:href=\"S0963548323000421_inline39.png\"\/><jats:tex-math>$\\delta _n( 2 n + 1 - k) = ({-}1)^n \\delta _n(k)$<\/jats:tex-math><\/jats:alternatives><\/jats:inline-formula>, which is a combinatorial analog of the well-known symmetry of Bernoulli polynomials<jats:inline-formula><jats:alternatives><jats:inline-graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" mime-subtype=\"png\" xlink:href=\"S0963548323000421_inline40.png\"\/><jats:tex-math>$b_n(1-x) = ({-}1)^n b_n(x)$<\/jats:tex-math><\/jats:alternatives><\/jats:inline-formula>.<\/jats:p>","DOI":"10.1017\/s0963548323000421","type":"journal-article","created":{"date-parts":[[2023,11,16]],"date-time":"2023-11-16T05:52:52Z","timestamp":1700113972000},"page":"210-237","update-policy":"https:\/\/doi.org\/10.1017\/policypage","source":"Crossref","is-referenced-by-count":0,"title":["The Bernoulli clock: probabilistic and combinatorial interpretations of the Bernoulli polynomials by circular convolution"],"prefix":"10.1017","volume":"33","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-3788-9280","authenticated-orcid":false,"given":"Yassine","family":"El Maazouz","sequence":"first","affiliation":[]},{"given":"Jim","family":"Pitman","sequence":"additional","affiliation":[]}],"member":"56","published-online":{"date-parts":[[2023,11,16]]},"reference":[{"key":"S0963548323000421_ref2","doi-asserted-by":"publisher","DOI":"10.1007\/978-4-431-54919-2"},{"key":"S0963548323000421_ref7","doi-asserted-by":"publisher","DOI":"10.1515\/forum-2015-0257"},{"key":"S0963548323000421_ref5","doi-asserted-by":"publisher","DOI":"10.1090\/S0273-0979-01-00912-0"},{"key":"S0963548323000421_ref10","first-page":"1","article-title":"A new approach to Bernoulli polynomials","volume":"26","author":"Costabile","year":"2006","journal-title":"Rend. 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