{"title":"脊函数线性组合的唯一性","authors":"Jinling Long, Wei Wu, Dong Nan, Junfang Wang","doi":"10.1109/ICNC.2007.790","DOIUrl":null,"url":null,"abstract":"Ridge functions are multivariate functions of the form g(a ldr x), where g is a univariate function, and a ldr x is the inner product of a isin R<sup>d</sup>\\{0} and x isin R<sup>d</sup>. We are concerned with the uniqueness of representation of a given function as some sum of ridge functions. We prove that if f(x) = Sigma<sub>i=1</sub> <sup>m</sup> g<sub>i</sub>(a<sup>i</sup>ldr x) = 0 for some a<sup>i</sup> = (a<sub>1</sub> <sup>i</sup>, hellip , a<sub>d</sub> <sup>i</sup>) isin R<sup>d</sup>\\{0}, and if g<sub>i</sub> isin L<sub>loc</sub> <sup>p</sup>(R) (or g<sub>i</sub> isin D' (R) and g<sub>i</sub>(a<sup>i</sup> ldr x) isin D' (R<sup>d</sup>)), then, each g<sub>i</sub> is a polynomial of degree at most m - 2. We also prove a theorem on the smoothness of linear combinations of ridge functions. These results improve the existing results.","PeriodicalId":250881,"journal":{"name":"Third International Conference on Natural Computation (ICNC 2007)","volume":"10 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2007-11-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Uniqueness of Linear Combinations of Ridge Functions\",\"authors\":\"Jinling Long, Wei Wu, Dong Nan, Junfang Wang\",\"doi\":\"10.1109/ICNC.2007.790\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Ridge functions are multivariate functions of the form g(a ldr x), where g is a univariate function, and a ldr x is the inner product of a isin R<sup>d</sup>\\\\{0} and x isin R<sup>d</sup>. We are concerned with the uniqueness of representation of a given function as some sum of ridge functions. We prove that if f(x) = Sigma<sub>i=1</sub> <sup>m</sup> g<sub>i</sub>(a<sup>i</sup>ldr x) = 0 for some a<sup>i</sup> = (a<sub>1</sub> <sup>i</sup>, hellip , a<sub>d</sub> <sup>i</sup>) isin R<sup>d</sup>\\\\{0}, and if g<sub>i</sub> isin L<sub>loc</sub> <sup>p</sup>(R) (or g<sub>i</sub> isin D' (R) and g<sub>i</sub>(a<sup>i</sup> ldr x) isin D' (R<sup>d</sup>)), then, each g<sub>i</sub> is a polynomial of degree at most m - 2. We also prove a theorem on the smoothness of linear combinations of ridge functions. These results improve the existing results.\",\"PeriodicalId\":250881,\"journal\":{\"name\":\"Third International Conference on Natural Computation (ICNC 2007)\",\"volume\":\"10 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2007-11-05\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Third International Conference on Natural Computation (ICNC 2007)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ICNC.2007.790\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Third International Conference on Natural Computation (ICNC 2007)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICNC.2007.790","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
摘要
岭函数是形式为g(a ldr x)的多元函数,其中g是单变量函数,而a ldr x是a isin Rd\{0}与x isin Rd的内积。我们关注的是给定函数表示为岭函数的一些和的唯一性。我们证明了如果f(x) = Sigmai=1 m gi(aildr x) = 0,对于某些ai= (a1 i, hellip, ad i) isin Rd\{0},且gi = Lloc p(R)(或gi = D' (R)和gi(aildr x) isin D' (Rd)),则每个gi都是至多m - 2次的多项式。我们还证明了脊函数线性组合的光滑性定理。这些结果改进了现有的结果。
Uniqueness of Linear Combinations of Ridge Functions
Ridge functions are multivariate functions of the form g(a ldr x), where g is a univariate function, and a ldr x is the inner product of a isin Rd\{0} and x isin Rd. We are concerned with the uniqueness of representation of a given function as some sum of ridge functions. We prove that if f(x) = Sigmai=1m gi(aildr x) = 0 for some ai = (a1i, hellip , adi) isin Rd\{0}, and if gi isin Llocp(R) (or gi isin D' (R) and gi(ai ldr x) isin D' (Rd)), then, each gi is a polynomial of degree at most m - 2. We also prove a theorem on the smoothness of linear combinations of ridge functions. These results improve the existing results.