<p>In statistical theory, exponential families defined on a finite sample space <InlineEquation ID="IEq1"> <InlineMediaObject> <ImageObject Color="BlackWhite" FileRef="41884_2025_171_Article_IEq1.gif" Format="GIF" Height="14" Rendition="HTML" Resolution="72" Type="Linedraw" Width="13" /> </InlineMediaObject> <EquationSource Format="TEX">\(\Omega \)</EquationSource> <EquationSource Format="MATHML"><math> <mi mathvariant="normal">Ω</mi> </math></EquationSource> </InlineEquation> are determined by tuples of functions <InlineEquation ID="IEq2"> <InlineMediaObject> <ImageObject Color="BlackWhite" FileRef="41884_2025_171_Article_IEq2.gif" Format="GIF" Height="19" Rendition="HTML" Resolution="72" Type="Linedraw" Width="107" /> </InlineMediaObject> <EquationSource Format="TEX">\((C,F_{1},\ldots ,F_{n})\)</EquationSource> <EquationSource Format="MATHML"><math> <mrow> <mo stretchy="false">(</mo> <mi>C</mi> <mo>,</mo> <msub> <mi>F</mi> <mn>1</mn> </msub> <mo>,</mo> <mo>…</mo> <mo>,</mo> <msub> <mi>F</mi> <mi>n</mi> </msub> <mo stretchy="false">)</mo> </mrow> </math></EquationSource> </InlineEquation> defined on <InlineEquation ID="IEq3"> <InlineMediaObject> <ImageObject Color="BlackWhite" FileRef="41884_2025_171_Article_IEq1.gif" Format="GIF" Height="14" Rendition="HTML" Resolution="72" Type="Linedraw" Width="13" /> </InlineMediaObject> <EquationSource Format="TEX">\(\Omega \)</EquationSource> <EquationSource Format="MATHML"><math> <mi mathvariant="normal">Ω</mi> </math></EquationSource> </InlineEquation>. However, this representation in terms of functions is not unique, leading to the problem of classifying equivalent tuples of functions <InlineEquation ID="IEq4"> <InlineMediaObject> <ImageObject Color="BlackWhite" FileRef="41884_2025_171_Article_IEq2.gif" Format="GIF" Height="19" Rendition="HTML" Resolution="72" Type="Linedraw" Width="107" /> </InlineMediaObject> <EquationSource Format="TEX">\((C,F_{1},\ldots ,F_{n})\)</EquationSource> <EquationSource Format="MATHML"><math> <mrow> <mo stretchy="false">(</mo> <mi>C</mi> <mo>,</mo> <msub> <mi>F</mi> <mn>1</mn> </msub> <mo>,</mo> <mo>…</mo> <mo>,</mo> <msub> <mi>F</mi> <mi>n</mi> </msub> <mo stretchy="false">)</mo> </mrow> </math></EquationSource> </InlineEquation>. This paper presents a systematic Lie group theoretical approach to this classification problem. We explicitly describe the underlying symmetry group and, using a reduction by stages method, establish a one-to-one correspondence between the set of <i>n</i>-dimensional exponential families on <InlineEquation ID="IEq5"> <InlineMediaObject> <ImageObject Color="BlackWhite" FileRef="41884_2025_171_Article_IEq1.gif" Format="GIF" Height="14" Rendition="HTML" Resolution="72" Type="Linedraw" Width="13" /> </InlineMediaObject> <EquationSource Format="TEX">\(\Omega \)</EquationSource> <EquationSource Format="MATHML"><math> <mi mathvariant="normal">Ω</mi> </math></EquationSource> </InlineEquation> and the affine Grassmannian of a related function space.</p>

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Exponential families and affine Grassmannians

  • Danuzia Nascimento Figueirêdo,
  • Hale Aytaç,
  • Mathieu Molitor

摘要

In statistical theory, exponential families defined on a finite sample space \(\Omega \) Ω are determined by tuples of functions \((C,F_{1},\ldots ,F_{n})\) ( C , F 1 , , F n ) defined on \(\Omega \) Ω . However, this representation in terms of functions is not unique, leading to the problem of classifying equivalent tuples of functions \((C,F_{1},\ldots ,F_{n})\) ( C , F 1 , , F n ) . This paper presents a systematic Lie group theoretical approach to this classification problem. We explicitly describe the underlying symmetry group and, using a reduction by stages method, establish a one-to-one correspondence between the set of n-dimensional exponential families on \(\Omega \) Ω and the affine Grassmannian of a related function space.