We show that the variance of the number of connected components of the zero set of the two-dimensional Gaussian ensemble of random spherical harmonics of degree n grows as a positive power of n. The proof uses no special properties of spherical harmonics and works for any sufficiently regular ensemble of Gaussian random functions on the two-dimensional sphere with distribution invariant with respect to isometries of the sphere. Our argument connects the fluctuations in the number of nodal lines with those in a random loop ensemble on planar graphs of degree four, which can be viewed as a step towards justification of the Bogomolny-Schmit heuristics.
{"title":"Fluctuations in the number of nodal domains","authors":"F. Nazarov, M. Sodin","doi":"10.1063/5.0018588","DOIUrl":"https://doi.org/10.1063/5.0018588","url":null,"abstract":"We show that the variance of the number of connected components of the zero set of the two-dimensional Gaussian ensemble of random spherical harmonics of degree n grows as a positive power of n. The proof uses no special properties of spherical harmonics and works for any sufficiently regular ensemble of Gaussian random functions on the two-dimensional sphere with distribution invariant with respect to isometries of the sphere. \u0000Our argument connects the fluctuations in the number of nodal lines with those in a random loop ensemble on planar graphs of degree four, which can be viewed as a step towards justification of the Bogomolny-Schmit heuristics.","PeriodicalId":8470,"journal":{"name":"arXiv: Probability","volume":"73 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2020-06-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"86353861","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Given a sequence of Boolean functions ( (f_n)_{n geq 1} ), ( f_n colon { 0,1 }^{n} to { 0,1 }), and a sequence ( (X^{(n)})_{ngeq 1} ) of continuous time ( p_n )-biased random walks ( X^{(n)} = (X_t^{(n)})_{t geq 0}) on ( { 0,1 }^{n} ), let ( C_n ) be the (random) number of times in ( (0,1) ) at which the process ( (f_n(X_t))_{t geq 0} ) changes its value. In cite{js2006}, the authors conjectured that if ( (f_n)_{n geq 1} ) is non-degenerate, transitive and satisfies ( lim_{n to infty} mathbb{E}[C_n] = infty), then ( (C_n)_{n geq 1} ) is tight. We give an explicit example of a sequence of Boolean functions which disproves this conjecture.
{"title":"A tame sequence of transitive Boolean functions","authors":"M. P. Forsström","doi":"10.1214/20-ecp366","DOIUrl":"https://doi.org/10.1214/20-ecp366","url":null,"abstract":"Given a sequence of Boolean functions ( (f_n)_{n geq 1} ), ( f_n colon { 0,1 }^{n} to { 0,1 }), and a sequence ( (X^{(n)})_{ngeq 1} ) of continuous time ( p_n )-biased random walks ( X^{(n)} = (X_t^{(n)})_{t geq 0}) on ( { 0,1 }^{n} ), let ( C_n ) be the (random) number of times in ( (0,1) ) at which the process ( (f_n(X_t))_{t geq 0} ) changes its value. In cite{js2006}, the authors conjectured that if ( (f_n)_{n geq 1} ) is non-degenerate, transitive and satisfies ( lim_{n to infty} mathbb{E}[C_n] = infty), then ( (C_n)_{n geq 1} ) is tight. We give an explicit example of a sequence of Boolean functions which disproves this conjecture.","PeriodicalId":8470,"journal":{"name":"arXiv: Probability","volume":"34 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2020-06-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"87333413","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
We study the spectral norm of matrix random lifts $A^{(k,pi)}$ for a given $ntimes n$ matrix $A$ and $kge 2$, which is a random symmetric $kntimes kn$ matrix whose $ktimes k$ blocks are obtained by multiplying $A_{ij}$ by a $ktimes k$ matrix drawn independently from a distribution $pi$ supported on $ktimes k$ matrices with spectral norm at most $1$. Assuming that $mathbb{E}_pi X = 0$, we prove that [mathbb{E} |A^{(k,pi)}|lesssim max_{i}sqrt{sum_j A_{ij}^2}+max_{ij}|A_{ij}|sqrt{log (kn)}.] This result can be viewed as an extension of existing spectral bounds on random matrices with independent entries, providing further instances where the multiplicative $sqrt{log n}$ factor in the Non-Commutative Khintchine inequality can be removed. We also show an application on random $k$-lifts of graphs (each vertex of the graph is replaced with $k$ vertices, and each edge is replaced with a random bipartite matching between the two sets of $k$ vertices each). We prove an upper bound of $2(1+epsilon)sqrt{Delta}+O(sqrt{log(kn)})$ on the new eigenvalues for random $k$-lifts of a fixed $G = (V,E)$ with $|V| = n$ and maximum degree $Delta$, compared to the previous result of $O(sqrt{Deltalog(kn)})$ by Oliveira [Oli09] and the recent breakthrough by Bordenave and Collins [BC19] which gives $2sqrt{Delta-1} + o(1)$ as $krightarrowinfty$ for $Delta$-regular graph $G$.
{"title":"The spectral norm of random lifts of matrices","authors":"A. Bandeira, Yunzi Ding","doi":"10.1214/21-ecp415","DOIUrl":"https://doi.org/10.1214/21-ecp415","url":null,"abstract":"We study the spectral norm of matrix random lifts $A^{(k,pi)}$ for a given $ntimes n$ matrix $A$ and $kge 2$, which is a random symmetric $kntimes kn$ matrix whose $ktimes k$ blocks are obtained by multiplying $A_{ij}$ by a $ktimes k$ matrix drawn independently from a distribution $pi$ supported on $ktimes k$ matrices with spectral norm at most $1$. Assuming that $mathbb{E}_pi X = 0$, we prove that [mathbb{E} |A^{(k,pi)}|lesssim max_{i}sqrt{sum_j A_{ij}^2}+max_{ij}|A_{ij}|sqrt{log (kn)}.] This result can be viewed as an extension of existing spectral bounds on random matrices with independent entries, providing further instances where the multiplicative $sqrt{log n}$ factor in the Non-Commutative Khintchine inequality can be removed. We also show an application on random $k$-lifts of graphs (each vertex of the graph is replaced with $k$ vertices, and each edge is replaced with a random bipartite matching between the two sets of $k$ vertices each). We prove an upper bound of $2(1+epsilon)sqrt{Delta}+O(sqrt{log(kn)})$ on the new eigenvalues for random $k$-lifts of a fixed $G = (V,E)$ with $|V| = n$ and maximum degree $Delta$, compared to the previous result of $O(sqrt{Deltalog(kn)})$ by Oliveira [Oli09] and the recent breakthrough by Bordenave and Collins [BC19] which gives $2sqrt{Delta-1} + o(1)$ as $krightarrowinfty$ for $Delta$-regular graph $G$.","PeriodicalId":8470,"journal":{"name":"arXiv: Probability","volume":"29 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2020-06-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"74705329","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
We prove Moderate Deviation estimates for nodal lengths of random spherical harmonics both on the whole sphere and on shrinking spherical domains. Central Limit Theorems for the latter were recently established in Marinucci, Rossi and Wigman (2020) and Todino (2020+) respectively. Our proofs are based on the combination of a Moderate Deviation Principle by Schulte and Thale (2016) for sequences of random variables living in a fixed Wiener chaos with a well-known result based on the concept of exponential equivalence.
{"title":"Moderate Deviation estimates for Nodal Lengths\u0000of Random Spherical Harmonics","authors":"C. Macci, Maurizia Rossi, Anna Todino","doi":"10.30757/alea.v18-11","DOIUrl":"https://doi.org/10.30757/alea.v18-11","url":null,"abstract":"We prove Moderate Deviation estimates for nodal lengths of random spherical harmonics both on the whole sphere and on shrinking spherical domains. Central Limit Theorems for the latter were recently established in Marinucci, Rossi and Wigman (2020) and Todino (2020+) respectively. Our proofs are based on the combination of a Moderate Deviation Principle by Schulte and Thale (2016) for sequences of random variables living in a fixed Wiener chaos with a well-known result based on the concept of exponential equivalence.","PeriodicalId":8470,"journal":{"name":"arXiv: Probability","volume":"6 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2020-06-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"88020776","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}