be an exceptional domain of non-tube type and let (mathcal {U}_{nu }) and (mathcal {W}_{nu }) the associated generalized Hua operators. In this paper, we determine the explicit formula of the action of the group ( E_{6(-14)}) on (mathcal {D}_{16}). We characterized the (L^{p})-range, (1le p < infty ) of the generalized Poisson transform on the Shilov boundary of the domain (mathcal {D}_{16}).
{"title":"Harmonic Analysis on Exceptional Domain (E_{6(-14)}/U(1)Spin(10))","authors":"Fouzia El Wassouli, Daoud Oukacha","doi":"10.1007/s00006-024-01335-w","DOIUrl":"10.1007/s00006-024-01335-w","url":null,"abstract":"<div><p>Let </p><div><div><span>$$begin{aligned} mathcal {D}_{16}=left{ Zin mathcal {M}_{1,2}(mathfrak {C}^{c}):;begin{array}{lll} 1-leftlangle Z,Z rightrangle +leftlangle Z^{sharp },Z^{sharp }rightrangle>0, 2-leftlangle Z,Z rightrangle ; >0end{array}right} end{aligned}$$</span></div></div><p>be an exceptional domain of non-tube type and let <span>(mathcal {U}_{nu })</span> and <span>(mathcal {W}_{nu })</span> the associated generalized Hua operators. In this paper, we determine the explicit formula of the action of the group <span>( E_{6(-14)})</span> on <span>(mathcal {D}_{16})</span>. We characterized the <span>(L^{p})</span>-range, <span>(1le p < infty )</span> of the generalized Poisson transform on the Shilov boundary of the domain <span>(mathcal {D}_{16})</span>.</p></div>","PeriodicalId":7330,"journal":{"name":"Advances in Applied Clifford Algebras","volume":null,"pages":null},"PeriodicalIF":1.1,"publicationDate":"2024-06-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141315762","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"数学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-06-11DOI: 10.1007/s00006-024-01334-x
Bivek Gupta, Amit K. Verma
In this paper, we extend the quadratic phase Fourier transform of a complex valued functions to that of the quaternion-valued functions of two variables. We call it the quaternion quadratic phase Fourier transform (QQPFT). Based on the relation between the QQPFT and the quaternion Fourier transform (QFT) we obtain the sharp Hausdorff–Young inequality for QQPFT, which in particular sharpens the constant in the inequality for the quaternion offset linear canonical transform (QOLCT). We define the short time quaternion quadratic phase Fourier transform (STQQPFT) and explore some of its properties including inner product relation and inversion formula. We find its relation with that of the 2D quaternion ambiguity function and the quaternion Wigner–Ville distribution associated with QQPFT and obtain the Lieb’s uncertainty and entropy uncertainty principles for these three transforms.
{"title":"Short Time Quaternion Quadratic Phase Fourier Transform and Its Uncertainty Principles","authors":"Bivek Gupta, Amit K. Verma","doi":"10.1007/s00006-024-01334-x","DOIUrl":"10.1007/s00006-024-01334-x","url":null,"abstract":"<div><p>In this paper, we extend the quadratic phase Fourier transform of a complex valued functions to that of the quaternion-valued functions of two variables. We call it the quaternion quadratic phase Fourier transform (QQPFT). Based on the relation between the QQPFT and the quaternion Fourier transform (QFT) we obtain the sharp Hausdorff–Young inequality for QQPFT, which in particular sharpens the constant in the inequality for the quaternion offset linear canonical transform (QOLCT). We define the short time quaternion quadratic phase Fourier transform (STQQPFT) and explore some of its properties including inner product relation and inversion formula. We find its relation with that of the 2<i>D</i> quaternion ambiguity function and the quaternion Wigner–Ville distribution associated with QQPFT and obtain the Lieb’s uncertainty and entropy uncertainty principles for these three transforms.</p></div>","PeriodicalId":7330,"journal":{"name":"Advances in Applied Clifford Algebras","volume":null,"pages":null},"PeriodicalIF":1.1,"publicationDate":"2024-06-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141309093","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"数学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-06-08DOI: 10.1007/s00006-024-01333-y
Wei Xia, Haiyan Wang
The aim of this paper is to study the properties of the Möbius addition (oplus ) under the action of the gyration operator gyr[a, b], and the relation between ((sigma ,t))-translation defined by the Möbius addition and the generalized Laplace–Beltrami operator (Delta _{sigma ,t} ) in the octonionic space. Despite the challenges posed by the non-associativity and non-commutativity of octonions, Möbius addition still exhibits many significant properties in the octonionic space, such as the left cancellation law and the gyrocommutative law. We introduce a novel approach to computing the Jacobian determinant of Möbius addition. Then, we discover that the gyration operator is closely related to the Jacobian matrix of Möbius addition. Importantly, we determine that the distinction between (aoplus x) and (xoplus a ) is a specific orthogonal matrix factor. Finally, we demonstrate that the ((sigma ,t))-translation is a unitary operator in (L^2 left( {mathbb {B}^8_t,dtau _{sigma ,t} } right) ) and it commutes with the generalized Laplace–Beltrami operator (Delta _{sigma ,t} ) in the octonionic space.
{"title":"The Möbius Addition and Generalized Laplace–Beltrami Operator in Octonionic Space","authors":"Wei Xia, Haiyan Wang","doi":"10.1007/s00006-024-01333-y","DOIUrl":"10.1007/s00006-024-01333-y","url":null,"abstract":"<div><p>The aim of this paper is to study the properties of the Möbius addition <span>(oplus )</span> under the action of the gyration operator <i>gyr</i>[<i>a</i>, <i>b</i>], and the relation between <span>((sigma ,t))</span>-translation defined by the Möbius addition and the generalized Laplace–Beltrami operator <span>(Delta _{sigma ,t} )</span> in the octonionic space. Despite the challenges posed by the non-associativity and non-commutativity of octonions, Möbius addition still exhibits many significant properties in the octonionic space, such as the left cancellation law and the gyrocommutative law. We introduce a novel approach to computing the Jacobian determinant of Möbius addition. Then, we discover that the gyration operator is closely related to the Jacobian matrix of Möbius addition. Importantly, we determine that the distinction between <span>(aoplus x)</span> and <span>(xoplus a )</span> is a specific orthogonal matrix factor. Finally, we demonstrate that the <span>((sigma ,t))</span>-translation is a unitary operator in <span>(L^2 left( {mathbb {B}^8_t,dtau _{sigma ,t} } right) )</span> and it commutes with the generalized Laplace–Beltrami operator <span>(Delta _{sigma ,t} )</span> in the octonionic space.</p></div>","PeriodicalId":7330,"journal":{"name":"Advances in Applied Clifford Algebras","volume":null,"pages":null},"PeriodicalIF":1.1,"publicationDate":"2024-06-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141295005","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"数学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-06-03DOI: 10.1007/s00006-024-01322-1
Peter T. J. Bradshaw
In physics, spin is often seen exclusively through the lens of its phenomenological character: as an intrinsic form of angular momentum. However, there is mounting evidence that spin fundamentally originates as a quality of geometry, not of dynamics, and recent work further suggests that the structure of non-relativistic Euclidean three-space is sufficient to define it. In this paper, we directly explicate this fundamentally non-relativistic, geometric nature of spin by constructing non-commutative algebras of position operators which subsume the structure of an arbitrary spin system. These “Spin-s Position Algebras” are defined by elementary means and from the properties of Euclidean three-space alone, and constitute a fundamentally new model for quantum mechanical systems with non-zero spin, within which neither position and spin degrees of freedom, nor position degrees of freedom within themselves, commute. This reveals that the observables of a system with spin can be described completely geometrically as tensors of oriented planar elements, and that the presence of non-zero spin in a system naturally generates a non-commutative geometry within it. We will also discuss the potential for the Spin-s Position Algebras to form the foundation for a generalisation to arbitrary spin of the Clifford and Duffin–Kemmer–Petiau algebras.
在物理学中,人们通常只从现象学的角度来看待自旋:自旋是角动量的一种固有形式。然而,越来越多的证据表明,自旋从根本上源于几何而非动力学的特性,而最近的研究进一步表明,非相对论欧几里得三空间的结构足以定义自旋。在本文中,我们通过构建包含任意自旋系统结构的非交换位置算子代数,直接阐释了自旋的这种基本非相对论几何性质。这些 "自旋位置算子代数 "是通过基本方法并仅从欧几里得三空间的性质定义的,它们构成了一个具有非零自旋的量子力学系统的全新模型,在这个模型中,位置自由度和自旋自由度以及位置自由度本身都不换算。这揭示了具有自旋的系统的观测值完全可以用定向平面元素的张量来描述,而且系统中存在非零自旋自然会在其内部产生非交换几何。我们还将讨论 Spin-s Position Algebras(自旋位置代数)为克利福德代数和达芬-凯末尔-佩蒂奥代数的任意自旋泛化奠定基础的可能性。
{"title":"A Relationship Between Spin and Geometry","authors":"Peter T. J. Bradshaw","doi":"10.1007/s00006-024-01322-1","DOIUrl":"10.1007/s00006-024-01322-1","url":null,"abstract":"<div><p>In physics, spin is often seen exclusively through the lens of its phenomenological character: as an intrinsic form of angular momentum. However, there is mounting evidence that spin fundamentally originates as a quality of geometry, not of dynamics, and recent work further suggests that the structure of non-relativistic Euclidean three-space is sufficient to define it. In this paper, we directly explicate this fundamentally non-relativistic, geometric nature of spin by constructing non-commutative algebras of position operators which subsume the structure of an arbitrary spin system. These “Spin-<i>s</i> Position Algebras” are defined by elementary means and from the properties of Euclidean three-space alone, and constitute a fundamentally new model for quantum mechanical systems with non-zero spin, within which neither position and spin degrees of freedom, nor position degrees of freedom within themselves, commute. This reveals that the observables of a system with spin can be described completely geometrically as tensors of oriented planar elements, and that the presence of non-zero spin in a system naturally generates a non-commutative geometry within it. We will also discuss the potential for the Spin-<i>s</i> Position Algebras to form the foundation for a generalisation to arbitrary spin of the Clifford and Duffin–Kemmer–Petiau algebras.</p></div>","PeriodicalId":7330,"journal":{"name":"Advances in Applied Clifford Algebras","volume":null,"pages":null},"PeriodicalIF":1.1,"publicationDate":"2024-06-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s00006-024-01322-1.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141235940","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"数学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-05-28DOI: 10.1007/s00006-024-01330-1
Xingya Fan, Jianxun He, Xiaoke Jia
Let (X=Sp(1,n)/Sp(n)) be the quaternion hyperbolic space with a left invariant Haar measure, unique up to scalars, where n is greater than or equal to 1. The Fürstenberg boundary of X is denoted as (Sigma ). In this paper, we focus on the Plancherel formula on X associated with the Poisson transform of vector-valued (L^2)-space on (Sigma ). Through the Fourier-Jacobi transform and the Fourier-Poisson transform, we derive the Plancherel decomposition of the unitary representation of Sp(1, n) on (L^2(X)).
{"title":"Fourier-Poisson Transforms Associated with the Principal Series Representations of Sp(1, n)","authors":"Xingya Fan, Jianxun He, Xiaoke Jia","doi":"10.1007/s00006-024-01330-1","DOIUrl":"10.1007/s00006-024-01330-1","url":null,"abstract":"<div><p>Let <span>(X=Sp(1,n)/Sp(n))</span> be the quaternion hyperbolic space with a left invariant Haar measure, unique up to scalars, where <i>n</i> is greater than or equal to 1. The Fürstenberg boundary of <i>X</i> is denoted as <span>(Sigma )</span>. In this paper, we focus on the Plancherel formula on <i>X</i> associated with the Poisson transform of vector-valued <span>(L^2)</span>-space on <span>(Sigma )</span>. Through the Fourier-Jacobi transform and the Fourier-Poisson transform, we derive the Plancherel decomposition of the unitary representation of <i>Sp</i>(1, <i>n</i>) on <span>(L^2(X))</span>.</p></div>","PeriodicalId":7330,"journal":{"name":"Advances in Applied Clifford Algebras","volume":null,"pages":null},"PeriodicalIF":1.1,"publicationDate":"2024-05-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141165253","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"数学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Multi-loop coupling mechanisms (MCMs) have been widely used in spacedeployable antennas. However, the mobility of MCMs is difficult to analyze due to their complicated structure and coupled limbs. This paper proposes a general method for calculating the mobility of MCMs using geometric algebra (GA). For the independent limbs in the MCM, the twist spaces are constructed by the join operator. For coupled limbs coupled with closed loops in the MCM, the equivalent limbs can be found by solving the analytical expressions of the twist space on each closed loop’s output link. Then, the twist spaces of the coupled limbs can be easily obtained. The twist space of the MCM’s output link is the intersection of all the limb twist spaces, which can be calculated by the meet operator. The proposed method provides a simplified way of analyzing the mobility of MCMs, and three typical MCMs are chosen to validate this method. The analytical mobility of the MCM’s output link can be obtained, and it naturally indicates both the number and the property of the degrees of freedom (DOFs).
{"title":"Mobility Analysis of Multi-loop Coupling Mechanisms Using Geometric Algebra","authors":"Jinqun Guo, Yu Xiao, Qinchuan Li, Lingmin Xu, Xinxue Chai","doi":"10.1007/s00006-024-01329-8","DOIUrl":"10.1007/s00006-024-01329-8","url":null,"abstract":"<div><p>Multi-loop coupling mechanisms (MCMs) have been widely used in spacedeployable antennas. However, the mobility of MCMs is difficult to analyze due to their complicated structure and coupled limbs. This paper proposes a general method for calculating the mobility of MCMs using geometric algebra (GA). For the independent limbs in the MCM, the twist spaces are constructed by the join operator. For coupled limbs coupled with closed loops in the MCM, the equivalent limbs can be found by solving the analytical expressions of the twist space on each closed loop’s output link. Then, the twist spaces of the coupled limbs can be easily obtained. The twist space of the MCM’s output link is the intersection of all the limb twist spaces, which can be calculated by the meet operator. The proposed method provides a simplified way of analyzing the mobility of MCMs, and three typical MCMs are chosen to validate this method. The analytical mobility of the MCM’s output link can be obtained, and it naturally indicates both the number and the property of the degrees of freedom (DOFs).</p></div>","PeriodicalId":7330,"journal":{"name":"Advances in Applied Clifford Algebras","volume":null,"pages":null},"PeriodicalIF":1.1,"publicationDate":"2024-05-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141159673","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"数学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-05-27DOI: 10.1007/s00006-024-01328-9
Dmitry Shirokov
In this paper, we present a natural implementation of singular value decomposition (SVD) and polar decomposition of an arbitrary multivector in nondegenerate real and complexified Clifford geometric algebras of arbitrary dimension and signature. The new theorems involve only operations in geometric algebras and do not involve matrix operations. We naturally define these and other related structures such as Hermitian conjugation, Euclidean space, and Lie groups in geometric algebras. The results can be used in various applications of geometric algebras in computer science, engineering, and physics.
{"title":"On SVD and Polar Decomposition in Real and Complexified Clifford Algebras","authors":"Dmitry Shirokov","doi":"10.1007/s00006-024-01328-9","DOIUrl":"10.1007/s00006-024-01328-9","url":null,"abstract":"<div><p>In this paper, we present a natural implementation of singular value decomposition (SVD) and polar decomposition of an arbitrary multivector in nondegenerate real and complexified Clifford geometric algebras of arbitrary dimension and signature. The new theorems involve only operations in geometric algebras and do not involve matrix operations. We naturally define these and other related structures such as Hermitian conjugation, Euclidean space, and Lie groups in geometric algebras. The results can be used in various applications of geometric algebras in computer science, engineering, and physics.</p></div>","PeriodicalId":7330,"journal":{"name":"Advances in Applied Clifford Algebras","volume":null,"pages":null},"PeriodicalIF":1.1,"publicationDate":"2024-05-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141156686","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"数学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-05-18DOI: 10.1007/s00006-024-01327-w
İlker Eryılmaz
This paper investigates the distribution function and nonincreasing rearrangement of (mathbb{B}mathbb{C})-valued functions equipped with the hyperbolic norm. It begins by introducing the concept of the distribution function for ( mathbb{B}mathbb{C})-valued functions, which characterizes valuable insights into the behavior and structure of (mathbb{B}mathbb{C})-valued functions, allowing to analyze their properties and establish connections with other mathematical concepts. Next, the nonincreasing rearrangement of (mathbb{B}mathbb{C})-valued functions with the hyperbolic norm are studied. By exploring the nonincreasing rearrangement of (mathbb{B}mathbb{C})-valued functions, it is aimed to determine how the hyperbolic norm influences the rearrangement process and its impact on the function’s behavior and properties.
{"title":"Distribution Function and Nonincreasing Rearrangement of ({mathbb {B}}{mathbb {C}})-Valued Functions with ({mathbb {B}} {mathbb {C}})-Measure","authors":"İlker Eryılmaz","doi":"10.1007/s00006-024-01327-w","DOIUrl":"10.1007/s00006-024-01327-w","url":null,"abstract":"<div><p>This paper investigates the distribution function and nonincreasing rearrangement of <span>(mathbb{B}mathbb{C})</span>-valued functions equipped with the hyperbolic norm. It begins by introducing the concept of the distribution function for <span>( mathbb{B}mathbb{C})</span>-valued functions, which characterizes valuable insights into the behavior and structure of <span>(mathbb{B}mathbb{C})</span>-valued functions, allowing to analyze their properties and establish connections with other mathematical concepts. Next, the nonincreasing rearrangement of <span>(mathbb{B}mathbb{C})</span>-valued functions with the hyperbolic norm are studied. By exploring the nonincreasing rearrangement of <span>(mathbb{B}mathbb{C})</span>-valued functions, it is aimed to determine how the hyperbolic norm influences the rearrangement process and its impact on the function’s behavior and properties.</p></div>","PeriodicalId":7330,"journal":{"name":"Advances in Applied Clifford Algebras","volume":null,"pages":null},"PeriodicalIF":1.1,"publicationDate":"2024-05-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s00006-024-01327-w.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140954614","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"数学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-05-10DOI: 10.1007/s00006-024-01326-x
Shihao Fan, Guangbin Ren
In this study, we extend Beckner’s seminal work on the Fourier transform to the domain of Cayley–Dickson algebras, establishing a precise form of the Hausdorff–Young inequality for functions that take values in these algebras. Our extension faces significant hurdles due to the unique characteristics of the Cayley–Dickson Fourier transform. This transformation diverges from the classical Fourier transform in several key aspects: it does not conform to the Plancherel theorem, alters the interplay between derivatives and multiplication, and the product of algebra elements does not necessarily maintain the magnitude relationships found in classical settings. To overcome these challenges, our approach involves constructing the Cayley–Dickson Fourier transform by sequentially applying classical Fourier transforms. A pivotal part of our strategy is the utilization of a theorem that facilitates the norm-preserving extension of linear operators between spaces (L^p) and (L^q.) Furthermore, our investigation brings new insights into the complexities surrounding the Beckner–Hirschman Entropic inequality in the context of non-associative algebras.
{"title":"Hausdorff–Young Inequalities for Fourier Transforms over Cayley–Dickson Algebras","authors":"Shihao Fan, Guangbin Ren","doi":"10.1007/s00006-024-01326-x","DOIUrl":"10.1007/s00006-024-01326-x","url":null,"abstract":"<div><p>In this study, we extend Beckner’s seminal work on the Fourier transform to the domain of Cayley–Dickson algebras, establishing a precise form of the Hausdorff–Young inequality for functions that take values in these algebras. Our extension faces significant hurdles due to the unique characteristics of the Cayley–Dickson Fourier transform. This transformation diverges from the classical Fourier transform in several key aspects: it does not conform to the Plancherel theorem, alters the interplay between derivatives and multiplication, and the product of algebra elements does not necessarily maintain the magnitude relationships found in classical settings. To overcome these challenges, our approach involves constructing the Cayley–Dickson Fourier transform by sequentially applying classical Fourier transforms. A pivotal part of our strategy is the utilization of a theorem that facilitates the norm-preserving extension of linear operators between spaces <span>(L^p)</span> and <span>(L^q.)</span> Furthermore, our investigation brings new insights into the complexities surrounding the Beckner–Hirschman Entropic inequality in the context of non-associative algebras.</p></div>","PeriodicalId":7330,"journal":{"name":"Advances in Applied Clifford Algebras","volume":null,"pages":null},"PeriodicalIF":1.1,"publicationDate":"2024-05-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140903199","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"数学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
There has been recent interest in novel Clifford geometric invariants of linear transformations. This motivates the investigation of such invariants for a certain type of geometric transformation of interest in the context of root systems, reflection groups, Lie groups and Lie algebras: the Coxeter transformations. We perform exhaustive calculations of all Coxeter transformations for (A_8), (D_8) and (E_8) for a choice of basis of simple roots and compute their invariants, using high-performance computing. This computational algebra paradigm generates a dataset that can then be mined using techniques from data science such as supervised and unsupervised machine learning. In this paper we focus on neural network classification and principal component analysis. Since the output—the invariants—is fully determined by the choice of simple roots and the permutation order of the corresponding reflections in the Coxeter element, we expect huge degeneracy in the mapping. This provides the perfect setup for machine learning, and indeed we see that the datasets can be machine learned to very high accuracy. This paper is a pump-priming study in experimental mathematics using Clifford algebras, showing that such Clifford algebraic datasets are amenable to machine learning, and shedding light on relationships between these novel and other well-known geometric invariants and also giving rise to analytic results.
{"title":"Machine Learning Clifford Invariants of ADE Coxeter Elements","authors":"Siqi Chen, Pierre-Philippe Dechant, Yang-Hui He, Elli Heyes, Edward Hirst, Dmitrii Riabchenko","doi":"10.1007/s00006-024-01325-y","DOIUrl":"10.1007/s00006-024-01325-y","url":null,"abstract":"<div><p>There has been recent interest in novel Clifford geometric invariants of linear transformations. This motivates the investigation of such invariants for a certain type of geometric transformation of interest in the context of root systems, reflection groups, Lie groups and Lie algebras: the Coxeter transformations. We perform exhaustive calculations of all Coxeter transformations for <span>(A_8)</span>, <span>(D_8)</span> and <span>(E_8)</span> for a choice of basis of simple roots and compute their invariants, using high-performance computing. This computational algebra paradigm generates a dataset that can then be mined using techniques from data science such as supervised and unsupervised machine learning. In this paper we focus on neural network classification and principal component analysis. Since the output—the invariants—is fully determined by the choice of simple roots and the permutation order of the corresponding reflections in the Coxeter element, we expect huge degeneracy in the mapping. This provides the perfect setup for machine learning, and indeed we see that the datasets can be machine learned to very high accuracy. This paper is a pump-priming study in experimental mathematics using Clifford algebras, showing that such Clifford algebraic datasets are amenable to machine learning, and shedding light on relationships between these novel and other well-known geometric invariants and also giving rise to analytic results.</p></div>","PeriodicalId":7330,"journal":{"name":"Advances in Applied Clifford Algebras","volume":null,"pages":null},"PeriodicalIF":1.1,"publicationDate":"2024-05-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s00006-024-01325-y.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140845242","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"数学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}