Information geometry最新文献

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On the geometric mechanics of assignment flows for metric data labeling 度量数据标注分配流的几何力学研究
Information geometry Pub Date : 2023-11-03 DOI: 10.1007/s41884-023-00120-1
Fabrizio Savarino, Peter Albers, Christoph Schnörr
{"title":"On the geometric mechanics of assignment flows for metric data labeling","authors":"Fabrizio Savarino, Peter Albers, Christoph Schnörr","doi":"10.1007/s41884-023-00120-1","DOIUrl":"https://doi.org/10.1007/s41884-023-00120-1","url":null,"abstract":"Abstract Metric data labeling refers to the task of assigning one of multiple predefined labels to every given datapoint based on the metric distance between label and data. This assignment of labels typically takes place in a spatial or spatio-temporal context. Assignment flows are a class of dynamical models for metric data labeling that evolve on a basic statistical manifold, the so called assignment manifold, governed by a system of coupled replicator equations. In this paper we generalize the result of a recent paper for uncoupled replicator equations and adopting the viewpoint of geometric mechanics, relate assignment flows to critical points of an action functional via the associated Euler–Lagrange equation. We also show that not every assignment flow is a critical point and characterize precisely the class of coupled replicator equations fulfilling this relation, a condition that has been missing in recent related work. Finally, some consequences of this connection to Lagrangian mechanics are investigated including the fact that assignment flows are, up to initial conditions of measure zero, reparametrized geodesics of the so-called Jacobi metric.","PeriodicalId":93762,"journal":{"name":"Information geometry","volume":"218 S705","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-11-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135775002","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
Conelike radiant structures 锥形辐射结构
Information geometry Pub Date : 2023-10-04 DOI: 10.1007/s41884-023-00115-y
Daniel J. F. Fox
{"title":"Conelike radiant structures","authors":"Daniel J. F. Fox","doi":"10.1007/s41884-023-00115-y","DOIUrl":"https://doi.org/10.1007/s41884-023-00115-y","url":null,"abstract":"Abstract Analogues of the classical affine-projective correspondence are developed in the context of statistical manifolds compatible with a radiant vector field. These utilize a formulation of Einstein equations for special statistical structures that generalizes the usual Einstein equations for pseudo-Riemannian metrics and is of independent interest. A conelike radiant structure is a not necessarily flat affine connection equipped with a family of surfaces that behave like the intersections of the planes through the origin with a convex cone in a real vector space. A radiant structure is a torsion-free affine connection and a vector field whose covariant derivative is the identity endomorphism. A radiant structure is conelike if for every point and every two-dimensional subspace containing the radiant vector field there is a totally geodesic surface passing through the point and tangent to the subspace. Such structures exist on the total space of any principal bundle with one-dimensional fiber and on any Lie group with a quadratic structure on its Lie algebra. The affine connection of a conelike radiant structure can be normalized in a canonical way to have antisymmetric Ricci tensor. Applied to a conelike radiant structure on the total space of a principal bundle with one-dimensional fiber this yields a generalization of the classical Thomas connection of a projective structure. The compatibility of radiant and conelike structures with metrics is investigated and yields a construction of connections for which the symmetrized Ricci curvature is a constant multiple of a compatible metric that generalizes well-known constructions of Riemannian and Lorentzian Einstein–Weyl structures over Kähler–Einstein manifolds having nonzero scalar curvature. A formulation of Einstein equations for special statistical manifolds is given that generalizes the Einstein–Weyl equations and encompasses these more general examples. There are constructed left-invariant conelike radiant structures on a Lie group endowed with a left-invariant nondegenerate bilinear form, and the case of three-dimensional unimodular Lie groups is described in detail.","PeriodicalId":93762,"journal":{"name":"Information geometry","volume":"17 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-10-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135547708","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
Publisher Correction: Object embedding using an information geometrical perspective 发布者更正:使用信息几何透视图嵌入对象
Information geometry Pub Date : 2023-08-24 DOI: 10.1007/s41884-023-00118-9
Taiki Sugiura, Noboru Murata
{"title":"Publisher Correction: Object embedding using an information geometrical perspective","authors":"Taiki Sugiura, Noboru Murata","doi":"10.1007/s41884-023-00118-9","DOIUrl":"https://doi.org/10.1007/s41884-023-00118-9","url":null,"abstract":"","PeriodicalId":93762,"journal":{"name":"Information geometry","volume":"15 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-08-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135419995","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
Object embedding using an information geometrical perspective 基于信息几何视角的对象嵌入
Information geometry Pub Date : 2023-07-27 DOI: 10.1007/s41884-023-00114-z
Taiki Sugiura, Noboru Murata
{"title":"Object embedding using an information geometrical perspective","authors":"Taiki Sugiura, Noboru Murata","doi":"10.1007/s41884-023-00114-z","DOIUrl":"https://doi.org/10.1007/s41884-023-00114-z","url":null,"abstract":"","PeriodicalId":93762,"journal":{"name":"Information geometry","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-07-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45174526","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
Doubly autoparallel structure and curvature integrals 二重自平行结构与曲率积分
Information geometry Pub Date : 2023-07-27 DOI: 10.1007/s41884-023-00116-x
A. Ohara, H. Ishi, T. Tsuchiya
{"title":"Doubly autoparallel structure and curvature integrals","authors":"A. Ohara, H. Ishi, T. Tsuchiya","doi":"10.1007/s41884-023-00116-x","DOIUrl":"https://doi.org/10.1007/s41884-023-00116-x","url":null,"abstract":"","PeriodicalId":93762,"journal":{"name":"Information geometry","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-07-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49284714","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
A certain ODE-system defining the geometric divergence 定义几何散度的特定ode系统
Information geometry Pub Date : 2023-06-05 DOI: 10.1007/s41884-023-00110-3
Takashi Kurose
{"title":"A certain ODE-system defining the geometric divergence","authors":"Takashi Kurose","doi":"10.1007/s41884-023-00110-3","DOIUrl":"https://doi.org/10.1007/s41884-023-00110-3","url":null,"abstract":"","PeriodicalId":93762,"journal":{"name":"Information geometry","volume":"1 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-06-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41593426","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
Optimal projection filters with information geometry 具有信息几何的最优投影滤波器
Information geometry Pub Date : 2023-06-02 DOI: 10.1007/s41884-023-00108-x
J. Armstrong, D. Brigo, B. Hanzon
{"title":"Optimal projection filters with information geometry","authors":"J. Armstrong, D. Brigo, B. Hanzon","doi":"10.1007/s41884-023-00108-x","DOIUrl":"https://doi.org/10.1007/s41884-023-00108-x","url":null,"abstract":"","PeriodicalId":93762,"journal":{"name":"Information geometry","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-06-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"47534415","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
Geometry and convergence of natural policy gradient methods 自然政策梯度方法的几何与收敛性
Information geometry Pub Date : 2023-06-02 DOI: 10.1007/s41884-023-00106-z
Johannes Müller, Guido Montúfar
{"title":"Geometry and convergence of natural policy gradient methods","authors":"Johannes Müller, Guido Montúfar","doi":"10.1007/s41884-023-00106-z","DOIUrl":"https://doi.org/10.1007/s41884-023-00106-z","url":null,"abstract":"Abstract We study the convergence of several natural policy gradient (NPG) methods in infinite-horizon discounted Markov decision processes with regular policy parametrizations. For a variety of NPGs and reward functions we show that the trajectories in state-action space are solutions of gradient flows with respect to Hessian geometries, based on which we obtain global convergence guarantees and convergence rates. In particular, we show linear convergence for unregularized and regularized NPG flows with the metrics proposed by Kakade and Morimura and co-authors by observing that these arise from the Hessian geometries of conditional entropy and entropy respectively. Further, we obtain sublinear convergence rates for Hessian geometries arising from other convex functions like log-barriers. Finally, we interpret the discrete-time NPG methods with regularized rewards as inexact Newton methods if the NPG is defined with respect to the Hessian geometry of the regularizer. This yields local quadratic convergence rates of these methods for step size equal to the inverse penalization strength.","PeriodicalId":93762,"journal":{"name":"Information geometry","volume":"24 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-06-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"136000767","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
Publisher Correction: Invariance properties of the natural gradient in overparametrised systems 出版者更正:过度参数化系统中自然梯度的不变性
Information geometry Pub Date : 2023-06-01 DOI: 10.1007/s41884-023-00112-1
Jesse van Oostrum, J. Müller, N. Ay
{"title":"Publisher Correction: Invariance properties of the natural gradient in overparametrised systems","authors":"Jesse van Oostrum, J. Müller, N. Ay","doi":"10.1007/s41884-023-00112-1","DOIUrl":"https://doi.org/10.1007/s41884-023-00112-1","url":null,"abstract":"","PeriodicalId":93762,"journal":{"name":"Information geometry","volume":"6 1","pages":"383 - 384"},"PeriodicalIF":0.0,"publicationDate":"2023-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45404264","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
Publisher Correction: Coarse geometric kernels for networks embedding 发布者更正:用于网络嵌入的粗糙几何核
Information geometry Pub Date : 2023-06-01 DOI: 10.1007/s41884-023-00113-0
Emil Saucan, Vladislav Barkanass, J. Jost
{"title":"Publisher Correction: Coarse geometric kernels for networks embedding","authors":"Emil Saucan, Vladislav Barkanass, J. Jost","doi":"10.1007/s41884-023-00113-0","DOIUrl":"https://doi.org/10.1007/s41884-023-00113-0","url":null,"abstract":"","PeriodicalId":93762,"journal":{"name":"Information geometry","volume":"6 1","pages":"381 - 381"},"PeriodicalIF":0.0,"publicationDate":"2023-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49140805","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
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