{"title":"有限能量分辨率、箱间相关性和非嵌套假设","authors":"Emilio Ciuffoli, Jarah Evslin","doi":"arxiv-2409.07157","DOIUrl":null,"url":null,"abstract":"We show that whenever independent events are binned, there is no correlation\nbetween bins. In particular, neither the uncertainty in the energy resolution\nnor a systematic error in the energy response of a detector will lead to a\ncorrelation between bins. This is in contrast with a result that recently\nappeared in the literature, where it was claimed that the finite energy\nresolution could induce correlation between bins, changing the distribution of\n$\\Delta\\chi^2$ when attempting to determine the neutrino mass ordering using\nreactor neutrinos. We will compute the expression for the variance of\n$\\Delta\\chi^2$ in the case of non-nested hypotheses if correlations between\nbins are present, showing that they could indeed affect the distribution. We\nwill also show, however, that the detector response cannot introduce\nstatistical correlations between bins unless these are already present in the\noriginal spectrum. Both of these results are valid in general: the absence of\ncorrelation is true for any detector response and the distribution of\n$\\Delta\\chi^2$ in the presence of (intrinsic) correlations, while obtained\nhaving the mass ordering in mind, it is true for any non-nested hypotheses.","PeriodicalId":501067,"journal":{"name":"arXiv - PHYS - High Energy Physics - Phenomenology","volume":"9 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-09-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Finite Energy Resolution, Correlations Between Bins and Non-Nested Hypotheses\",\"authors\":\"Emilio Ciuffoli, Jarah Evslin\",\"doi\":\"arxiv-2409.07157\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"We show that whenever independent events are binned, there is no correlation\\nbetween bins. In particular, neither the uncertainty in the energy resolution\\nnor a systematic error in the energy response of a detector will lead to a\\ncorrelation between bins. This is in contrast with a result that recently\\nappeared in the literature, where it was claimed that the finite energy\\nresolution could induce correlation between bins, changing the distribution of\\n$\\\\Delta\\\\chi^2$ when attempting to determine the neutrino mass ordering using\\nreactor neutrinos. We will compute the expression for the variance of\\n$\\\\Delta\\\\chi^2$ in the case of non-nested hypotheses if correlations between\\nbins are present, showing that they could indeed affect the distribution. We\\nwill also show, however, that the detector response cannot introduce\\nstatistical correlations between bins unless these are already present in the\\noriginal spectrum. Both of these results are valid in general: the absence of\\ncorrelation is true for any detector response and the distribution of\\n$\\\\Delta\\\\chi^2$ in the presence of (intrinsic) correlations, while obtained\\nhaving the mass ordering in mind, it is true for any non-nested hypotheses.\",\"PeriodicalId\":501067,\"journal\":{\"name\":\"arXiv - PHYS - High Energy Physics - Phenomenology\",\"volume\":\"9 1\",\"pages\":\"\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2024-09-11\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"arXiv - PHYS - High Energy Physics - Phenomenology\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/arxiv-2409.07157\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"arXiv - PHYS - High Energy Physics - Phenomenology","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2409.07157","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Finite Energy Resolution, Correlations Between Bins and Non-Nested Hypotheses
We show that whenever independent events are binned, there is no correlation
between bins. In particular, neither the uncertainty in the energy resolution
nor a systematic error in the energy response of a detector will lead to a
correlation between bins. This is in contrast with a result that recently
appeared in the literature, where it was claimed that the finite energy
resolution could induce correlation between bins, changing the distribution of
$\Delta\chi^2$ when attempting to determine the neutrino mass ordering using
reactor neutrinos. We will compute the expression for the variance of
$\Delta\chi^2$ in the case of non-nested hypotheses if correlations between
bins are present, showing that they could indeed affect the distribution. We
will also show, however, that the detector response cannot introduce
statistical correlations between bins unless these are already present in the
original spectrum. Both of these results are valid in general: the absence of
correlation is true for any detector response and the distribution of
$\Delta\chi^2$ in the presence of (intrinsic) correlations, while obtained
having the mass ordering in mind, it is true for any non-nested hypotheses.