首页 > 最新文献

International Symposium on Symbolic and Algebraic Computation最新文献

英文 中文
Efficient detection of redundancies in systems of linear inequalities✱ 高效检测线性不等式系统中的冗余✱
Pub Date : 2024-07-16 DOI: 10.1145/3666000.3669708
Rui-Juan Jing, M. M. Maza, Yan-Feng Xie, Chun-Ming Yuan
{"title":"Efficient detection of redundancies in systems of linear inequalities✱","authors":"Rui-Juan Jing, M. M. Maza, Yan-Feng Xie, Chun-Ming Yuan","doi":"10.1145/3666000.3669708","DOIUrl":"https://doi.org/10.1145/3666000.3669708","url":null,"abstract":"","PeriodicalId":243282,"journal":{"name":"International Symposium on Symbolic and Algebraic Computation","volume":"6 11","pages":"351-360"},"PeriodicalIF":0.0,"publicationDate":"2024-07-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141640832","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}
引用次数: 0
Decoding Simultaneous Rational Evaluation Codes 解码同步有理评估代码
Pub Date : 2024-07-16 DOI: 10.1145/3666000.3669686
Matteo Abbondati, Eleonora Guerrini, R. Lebreton
In this paper, we deal with the problem of simultaneous reconstruction of a vector of rational numbers, given modular reductions containing errors (SRNRwE). Our methods apply as well to the simultaneous reconstruction of rational functions given evaluations containing errors (SRFRwE), improving known results [7, 9]. In the latter case, one can take advantage of techniques from coding theory [4, 10] and provide an algorithm that extends classical Reed-Solomon decoding. In recent works [7, 9], interleaved Reed-Solomon codes [3, 19] are used to correct beyond the unique decoding capability in the case of random errors at the price of positive but small failure probability. Our first contribution is to extend these works to the simultaneous reconstruction with errors of rational numbers instead of functions. Thus considering rational number codes [16], we provide an algorithm decoding beyond the unique decoding capability and, as a central result of this paper, we analyze in detail its failure probability. Our analysis generalizes for the first time the best known analysis for interleaved Reed-Solomon codes [19] to SRFRwE, improving on the existing bound [8], to interleaved Chinese remainder codes, also improving the known bound [1], and finally for the first time to SRNRwE.
在本文中,我们讨论了在模块还原包含误差(SRNRwE)的情况下同时重建有理数向量的问题。我们的方法同样适用于在求值包含误差的情况下同时重构有理函数(SRFRwE),从而改进了已知结果 [7, 9]。在后一种情况下,我们可以利用编码理论[4, 10]中的技术,提供一种扩展经典里德-所罗门解码的算法。在最近的研究中 [7, 9],交错里德-所罗门码 [3, 19] 被用来校正随机误差情况下的唯一解码能力,代价是正但小的失败概率。我们的第一个贡献是将这些工作扩展到有理数误差而非函数误差的同步重构。因此,考虑到有理数编码 [16],我们提供了一种超越唯一解码能力的解码算法,作为本文的核心成果,我们详细分析了其失效概率。我们的分析首次将针对交错里德-所罗门码 [19] 的已知最佳分析推广到 SRFRwE,改进了现有的边界 [8],又推广到交错中国余数码,同样改进了已知的边界 [1],最后首次推广到 SRNRwE。
{"title":"Decoding Simultaneous Rational Evaluation Codes","authors":"Matteo Abbondati, Eleonora Guerrini, R. Lebreton","doi":"10.1145/3666000.3669686","DOIUrl":"https://doi.org/10.1145/3666000.3669686","url":null,"abstract":"In this paper, we deal with the problem of simultaneous reconstruction of a vector of rational numbers, given modular reductions containing errors (SRNRwE). Our methods apply as well to the simultaneous reconstruction of rational functions given evaluations containing errors (SRFRwE), improving known results [7, 9]. In the latter case, one can take advantage of techniques from coding theory [4, 10] and provide an algorithm that extends classical Reed-Solomon decoding. In recent works [7, 9], interleaved Reed-Solomon codes [3, 19] are used to correct beyond the unique decoding capability in the case of random errors at the price of positive but small failure probability. Our first contribution is to extend these works to the simultaneous reconstruction with errors of rational numbers instead of functions. Thus considering rational number codes [16], we provide an algorithm decoding beyond the unique decoding capability and, as a central result of this paper, we analyze in detail its failure probability. Our analysis generalizes for the first time the best known analysis for interleaved Reed-Solomon codes [19] to SRFRwE, improving on the existing bound [8], to interleaved Chinese remainder codes, also improving the known bound [1], and finally for the first time to SRNRwE.","PeriodicalId":243282,"journal":{"name":"International Symposium on Symbolic and Algebraic Computation","volume":"1 5","pages":"153-161"},"PeriodicalIF":0.0,"publicationDate":"2024-07-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141641776","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}
引用次数: 0
Enumerating polynomial colored permutation classes 枚举多项式彩色排列类
Pub Date : 2024-07-16 DOI: 10.1145/3666000.3669700
Saúl A. Blanco, Daniel E. Skora
{"title":"Enumerating polynomial colored permutation classes","authors":"Saúl A. Blanco, Daniel E. Skora","doi":"10.1145/3666000.3669700","DOIUrl":"https://doi.org/10.1145/3666000.3669700","url":null,"abstract":"","PeriodicalId":243282,"journal":{"name":"International Symposium on Symbolic and Algebraic Computation","volume":"1 3","pages":"283-291"},"PeriodicalIF":0.0,"publicationDate":"2024-07-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141642457","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}
引用次数: 0
Automated Reasoning For The Existence Of Darboux Polynomials 达布多项式存在性的自动推理
Pub Date : 2024-07-16 DOI: 10.1145/3666000.3669705
Khalil Ghorbal, Maxime Bridoux
{"title":"Automated Reasoning For The Existence Of Darboux Polynomials","authors":"Khalil Ghorbal, Maxime Bridoux","doi":"10.1145/3666000.3669705","DOIUrl":"https://doi.org/10.1145/3666000.3669705","url":null,"abstract":"","PeriodicalId":243282,"journal":{"name":"International Symposium on Symbolic and Algebraic Computation","volume":"8 17","pages":"324-333"},"PeriodicalIF":0.0,"publicationDate":"2024-07-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141640434","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}
引用次数: 0
Closed Form Solutions for Linear Differential and Difference Equations 线性微分与差分方程的闭形式解
Pub Date : 2017-07-23 DOI: 10.1145/3087604.3087660
M. V. Hoeij
Finding closed form solutions of differential equations has a long history in computer algebra. For example, the Risch algorithm (1969) decides if the equation y' = f can be solved in terms of elementary functions. These are functions that can be written in terms of exp and log, where "in terms of" allows for field operations, composition, and algebraic extensions. More generally, functions are in closed form if they are written in terms of commonly used functions. This includes not only exp and log, but other common functions as well, such as Bessel functions or the Gauss hypergeometric function. Given a differential equation L, to find solutions written in terms of such functions, one seeks a sequence of transformations that sends the Bessel equation, or the Gauss hypergeometric equation, to L. Although random equations are unlikely to have closed form solutions, they are remarkably common in applications. For example, if y = ∑n=0∞ an xn has a positive radius of convergence, integer coefficients an, and satisfies a second order homogeneous linear differential equation L with polynomial coefficients, then L is conjectured to be solvable in closed form. Such equations are common, not only in combinatorics, but in physics as well. The talk will describe recent progress in finding closed form solutions of differential and difference equations, as well as open questions.
求微分方程的闭形式解在计算机代数中有着悠久的历史。例如,Risch算法(1969)决定方程y' = f是否可以用初等函数来求解。这些函数可以用exp和log来编写,其中“in terms of”允许字段操作、组合和代数扩展。更一般地说,如果用常用函数来写函数,那么函数就是封闭形式的。这不仅包括exp和log,还包括其他常见函数,如贝塞尔函数或高斯超几何函数。给定一个微分方程L,为了找到用这样的函数表示的解,人们寻求将贝塞尔方程或高斯超几何方程转换成L的一系列变换。尽管随机方程不太可能有封闭形式的解,但它们在应用中非常常见。例如,如果y =∑n=0∞,且xn的收敛半径为正,系数为整数,且满足系数为多项式的二阶齐次线性微分方程L,则推测L是可解的闭形式。这样的方程不仅在组合学中很常见,在物理学中也很常见。讲座将描述在寻找微分和差分方程的封闭形式解以及开放问题方面的最新进展。
{"title":"Closed Form Solutions for Linear Differential and Difference Equations","authors":"M. V. Hoeij","doi":"10.1145/3087604.3087660","DOIUrl":"https://doi.org/10.1145/3087604.3087660","url":null,"abstract":"Finding closed form solutions of differential equations has a long history in computer algebra. For example, the Risch algorithm (1969) decides if the equation y' = f can be solved in terms of elementary functions. These are functions that can be written in terms of exp and log, where \"in terms of\" allows for field operations, composition, and algebraic extensions. More generally, functions are in closed form if they are written in terms of commonly used functions. This includes not only exp and log, but other common functions as well, such as Bessel functions or the Gauss hypergeometric function. Given a differential equation L, to find solutions written in terms of such functions, one seeks a sequence of transformations that sends the Bessel equation, or the Gauss hypergeometric equation, to L. Although random equations are unlikely to have closed form solutions, they are remarkably common in applications. For example, if y = ∑n=0∞ an xn has a positive radius of convergence, integer coefficients an, and satisfies a second order homogeneous linear differential equation L with polynomial coefficients, then L is conjectured to be solvable in closed form. Such equations are common, not only in combinatorics, but in physics as well. The talk will describe recent progress in finding closed form solutions of differential and difference equations, as well as open questions.","PeriodicalId":243282,"journal":{"name":"International Symposium on Symbolic and Algebraic Computation","volume":"11 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-07-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125398348","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}
引用次数: 2
Decision Procedures for Elementary Sublanguages of Set Theory. XIV. Three Languages Involving Rank Related Constructs 集合论初等子语言的决策过程。十四。涉及等级相关构念的三种语言
Pub Date : 2015-09-08 DOI: 10.1007/3-540-51084-2_39
D. Cantone, V. Cutello, A. Ferro
{"title":"Decision Procedures for Elementary Sublanguages of Set Theory. XIV. Three Languages Involving Rank Related Constructs","authors":"D. Cantone, V. Cutello, A. Ferro","doi":"10.1007/3-540-51084-2_39","DOIUrl":"https://doi.org/10.1007/3-540-51084-2_39","url":null,"abstract":"","PeriodicalId":243282,"journal":{"name":"International Symposium on Symbolic and Algebraic Computation","volume":"3 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2015-09-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123480705","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}
引用次数: 3
Randomized detection of extraneous factors 随机检测外来因素
Pub Date : 2014-07-23 DOI: 10.1145/2608628.2608631
Manfred Minimair
A projection operator of a system of parametric polynomials is a polynomial in the coefficients of the system that vanishes if the system has a common root. The projection operator is a multiple of the resultant of the system, and the factors of the projection operator that are not contained in the resultant are called extraneous factors. The main contribution of this work is to provide a randomized algorithm to check whether a factor is extraneous, which is an important task in applications. A lower bound for the success probability is determined which can be set arbitrarily close to one. This algorithm uses certain matrices rather than Gröbner bases and seems to be the first algorithm of this kind for this task.
参数多项式系统的投影算子是系统系数中的一个多项式,如果系统有公根则该多项式消失。投影算子是系统的结果的一个倍数,而结果中不包含的投影算子的因子称为外因子。本工作的主要贡献是提供了一种随机算法来检查一个因素是否无关,这是应用中的一项重要任务。确定成功概率的下界,该下界可以任意设置为接近1。该算法使用特定的矩阵而不是Gröbner基,并且似乎是此类任务的第一个算法。
{"title":"Randomized detection of extraneous factors","authors":"Manfred Minimair","doi":"10.1145/2608628.2608631","DOIUrl":"https://doi.org/10.1145/2608628.2608631","url":null,"abstract":"A projection operator of a system of parametric polynomials is a polynomial in the coefficients of the system that vanishes if the system has a common root. The projection operator is a multiple of the resultant of the system, and the factors of the projection operator that are not contained in the resultant are called extraneous factors. The main contribution of this work is to provide a randomized algorithm to check whether a factor is extraneous, which is an important task in applications. A lower bound for the success probability is determined which can be set arbitrarily close to one. This algorithm uses certain matrices rather than Gröbner bases and seems to be the first algorithm of this kind for this task.","PeriodicalId":243282,"journal":{"name":"International Symposium on Symbolic and Algebraic Computation","volume":"237 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-07-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126902182","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}
引用次数: 1
Fuzzy simplification of non-numeric expressions containing some intervals and/or floating point numbers 包含区间和/或浮点数的非数值表达式的模糊简化
Pub Date : 2014-07-23 DOI: 10.1145/2608628.2627489
D. R. Stoutemyer
This article describes a Mathematica package that improves simplification of general non-numeric expressions containing any mixture of Gaussian rational numbers, symbolic constants, machine and arbitrary-precision floating-point numbers, together with intervals having any mixture of such endpoints. Such generalized numbers are not automatically all converted to floats or to intervals. Expressions can be multivariate and non-polynomial. Techniques include: • Recognition and unification of approximately similar and approximately proportional factors and terms. • The option of infinity-norm normalization that is more robust than monic normalization. • The option of a unit-normal quasi-primitive normalization that uses large rational approximate common divisors of mixed number types and intervals to nicely normalize sums. • A polynomial division algorithm tolerant of terms with coefficients that are float zeros or intervals containing 0. • The ability to round or underflow negligible terms while satisfying the inclusion property of interval arithmetic. The package and a more detailed version of this article will be posted at arXiv.org.
本文描述了一个Mathematica包,它改进了一般非数值表达式的简化,该表达式包含高斯有理数、符号常量、机器和任意精度浮点数的任意混合,以及具有这些端点的任意混合的区间。这些广义数不会自动全部转换为浮点数或区间。表达式可以是多元的和非多项式的。技术包括:•识别和统一近似相似和近似比例的因素和术语。•无限范数归一化的选项,这是更强大的比一元归一化。•使用混合数字类型和区间的大有理数近似公因数来很好地规范化总和的单位正规准原始规范化选项。一种多项式除法算法,可以容忍系数为浮点零或间隔为0的项。•在满足区间算术的包含性质的情况下,对可忽略项进行舍入或下溢的能力。该软件包和本文的更详细版本将发布在arXiv.org上。
{"title":"Fuzzy simplification of non-numeric expressions containing some intervals and/or floating point numbers","authors":"D. R. Stoutemyer","doi":"10.1145/2608628.2627489","DOIUrl":"https://doi.org/10.1145/2608628.2627489","url":null,"abstract":"This article describes a Mathematica package that improves simplification of general non-numeric expressions containing any mixture of Gaussian rational numbers, symbolic constants, machine and arbitrary-precision floating-point numbers, together with intervals having any mixture of such endpoints. Such generalized numbers are not automatically all converted to floats or to intervals. Expressions can be multivariate and non-polynomial. Techniques include:\u0000 • Recognition and unification of approximately similar and approximately proportional factors and terms.\u0000 • The option of infinity-norm normalization that is more robust than monic normalization.\u0000 • The option of a unit-normal quasi-primitive normalization that uses large rational approximate common divisors of mixed number types and intervals to nicely normalize sums.\u0000 • A polynomial division algorithm tolerant of terms with coefficients that are float zeros or intervals containing 0.\u0000 • The ability to round or underflow negligible terms while satisfying the inclusion property of interval arithmetic.\u0000 The package and a more detailed version of this article will be posted at arXiv.org.","PeriodicalId":243282,"journal":{"name":"International Symposium on Symbolic and Algebraic Computation","volume":"84 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-07-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114757371","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}
引用次数: 0
Root counts of semi-mixed systems, and an application to counting nash equilibria 半混合系统的根计数及其在纳什均衡计数中的应用
Pub Date : 2014-07-23 DOI: 10.1145/2608628.2608679
I. Emiris, R. Vidunas
Semi-mixed algebraic systems are those where the equations can be partitioned into subsets with common Newton polytopes. We are interested in counting roots of semi-mixed multihomogeneous systems, where both variables and equations can be partitioned into blocks, and each block of equations has a given degree in each block of variables. The motivating example is counting the number of totally mixed Nash equilibria in games of several players. Firstly, this paper relates and unifies the BKK and multivariate Bézout bounds for semi-mixed systems, through mixed volumes and matrix permanents. Permanent expressions for BKK bounds hold for all multihomogeneous systems, without any requirement of semi-mixed structure, as well as systems whose Newton polytopes are products of polytopes in complementary subspaces. Secondly, by means of a novel asymptotic analysis, the complexity of a combinatorial geometric algorithm for semi-mixed volumes (i.e., mixed volumes of semi-mixed systems) is explored and juxtaposed to the complexities of computing permanents, or using generating functions (via MacMahon's Master theorem), or orthogonal polynomials.
半混合代数系统是那些方程可以被划分成具有共同牛顿多面体的子集的系统。我们对半混合多齐次系统的计数根感兴趣,其中变量和方程都可以划分成块,并且每个方程块在每个变量块中具有给定的度。激励的例子是计算几个参与人博弈中完全混合纳什均衡的数量。首先,通过混合体积和矩阵永久形式,建立并统一了半混合系统的BKK界和多元bsamzout界。对于所有不要求半混合结构的多齐次系统,以及牛顿多面体是互补子空间中多面体积的系统,BKK界的永久表达式都成立。其次,通过一种新颖的渐近分析,探索了半混合体积(即半混合系统的混合体积)的组合几何算法的复杂性,并将其与计算永久值或使用生成函数(通过MacMahon的主定理)或正交多项式的复杂性并列。
{"title":"Root counts of semi-mixed systems, and an application to counting nash equilibria","authors":"I. Emiris, R. Vidunas","doi":"10.1145/2608628.2608679","DOIUrl":"https://doi.org/10.1145/2608628.2608679","url":null,"abstract":"Semi-mixed algebraic systems are those where the equations can be partitioned into subsets with common Newton polytopes. We are interested in counting roots of semi-mixed multihomogeneous systems, where both variables and equations can be partitioned into blocks, and each block of equations has a given degree in each block of variables. The motivating example is counting the number of totally mixed Nash equilibria in games of several players. Firstly, this paper relates and unifies the BKK and multivariate Bézout bounds for semi-mixed systems, through mixed volumes and matrix permanents. Permanent expressions for BKK bounds hold for all multihomogeneous systems, without any requirement of semi-mixed structure, as well as systems whose Newton polytopes are products of polytopes in complementary subspaces. Secondly, by means of a novel asymptotic analysis, the complexity of a combinatorial geometric algorithm for semi-mixed volumes (i.e., mixed volumes of semi-mixed systems) is explored and juxtaposed to the complexities of computing permanents, or using generating functions (via MacMahon's Master theorem), or orthogonal polynomials.","PeriodicalId":243282,"journal":{"name":"International Symposium on Symbolic and Algebraic Computation","volume":"21 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-07-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134003578","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}
引用次数: 18
Sparse multivariate function recovery with a high error rate in the evaluations 评价错误率高的稀疏多元函数恢复
Pub Date : 2014-07-23 DOI: 10.1145/2608628.2608637
E. Kaltofen, Zhengfeng Yang
In [Kaltofen and Yang, Proc. ISSAC 2013] we have generalized algebraic error-correcting decoding to multivariate sparse rational function interpolation from evaluations that can be numerically inaccurate and where several evaluations can have severe errors ("outliers"). Here we present a different algorithm that can interpolate a sparse multivariate rational function from evaluations where the error rate is 1/q for any q > 2, which our ISSAC 2013 algorithm could not handle. When implemented as a numerical algorithm we can, for instance, reconstruct a fraction of trinomials of degree 15 in 50 variables with non-outlier evaluations of relative noise as large as 10-7 and where as much as 1/4 of the 14717 evaluations are outliers with relative error as small as 0.01 (large outliers are easily located by our method). For the algorithm with exact arithmetic and exact values at non-erroneous points, we provide a proof that for random evaluations one can avoid quadratic oversampling. Our argument already applies to our original 2007 sparse rational function interpolation algorithm [Kaltofen, Yang and Zhi, Proc. SNC 2007], where we have experimentally observed that for T unknown non-zero coefficients in a sparse candidate ansatz one only needs T +O(1) evaluations rather than the proven O(T2) (cf. Candès and Tao sparse sensing). Here we finally can give the probabilistic analysis for this fact.
在[Kaltofen和Yang, Proc. ISSAC 2013]中,我们将代数错误纠正解码推广到多元稀疏有理函数插值,这些插值来自可能在数值上不准确的评估,其中几个评估可能有严重的错误(“异常值”)。在这里,我们提出了一种不同的算法,可以从错误率为1/q的评估中插值一个稀疏的多元理性函数,对于任何q > 2,我们的ISSAC 2013算法无法处理。例如,当作为数值算法实现时,我们可以重建50个变量中15度三项式的一小部分,其相对噪声的非离群值评估高达10-7,其中14717个评估中多达1/4是相对误差小至0.01的离群值(通过我们的方法很容易找到大的离群值)。对于具有精确算术和精确值的非错误点算法,我们证明了对于随机求值可以避免二次过采样。我们的论点已经适用于我们最初的2007年稀疏有理函数插值算法[Kaltofen, Yang和Zhi, Proc. SNC 2007],我们在实验中观察到,对于稀疏候选ansatz中的T个未知非零系数,只需要T +O(1)次评估,而不是证明的O(T2)次评估(参见cand和Tao稀疏感知)。这里我们终于可以给出这个事实的概率分析。
{"title":"Sparse multivariate function recovery with a high error rate in the evaluations","authors":"E. Kaltofen, Zhengfeng Yang","doi":"10.1145/2608628.2608637","DOIUrl":"https://doi.org/10.1145/2608628.2608637","url":null,"abstract":"In [Kaltofen and Yang, Proc. ISSAC 2013] we have generalized algebraic error-correcting decoding to multivariate sparse rational function interpolation from evaluations that can be numerically inaccurate and where several evaluations can have severe errors (\"outliers\"). Here we present a different algorithm that can interpolate a sparse multivariate rational function from evaluations where the error rate is 1/q for any q > 2, which our ISSAC 2013 algorithm could not handle. When implemented as a numerical algorithm we can, for instance, reconstruct a fraction of trinomials of degree 15 in 50 variables with non-outlier evaluations of relative noise as large as 10-7 and where as much as 1/4 of the 14717 evaluations are outliers with relative error as small as 0.01 (large outliers are easily located by our method).\u0000 For the algorithm with exact arithmetic and exact values at non-erroneous points, we provide a proof that for random evaluations one can avoid quadratic oversampling. Our argument already applies to our original 2007 sparse rational function interpolation algorithm [Kaltofen, Yang and Zhi, Proc. SNC 2007], where we have experimentally observed that for T unknown non-zero coefficients in a sparse candidate ansatz one only needs T +O(1) evaluations rather than the proven O(T2) (cf. Candès and Tao sparse sensing). Here we finally can give the probabilistic analysis for this fact.","PeriodicalId":243282,"journal":{"name":"International Symposium on Symbolic and Algebraic Computation","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-07-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129580231","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}
引用次数: 11
期刊
International Symposium on Symbolic and Algebraic Computation
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1