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fix point solution or approximation available? logistic regression?



The 2019 Stack Overflow Developer Survey Results Are InLogistic regression giving negative predictions?multiple classes logistic regression probabilityLogistic regression with arbitrary labelsLoss function for logistic regressionWhat do the parameters of a multinomial logistic regression correspond to?Logistic regression of large datasetThe derivative of logistic regressionLogistic regression with weighted variablesLogistic regression - Transposing formulasKolmogorov–Smirnov test in logistic regression










1












$begingroup$


please, is there a simple closed-form or approximation to the following fixed-point problem in $x$? $x$ is the value searched for. $m$, $g$ and $N$ are real parameters, all greater than 0,



beginequation
x=frac11+m g^-N x
endequation



any insights on properties of $x$ are very welcome! In particular, comments about how $x$ evolves towards convergence, in case we use a fixed point algorithm to find $x$, are welcome as well. This problem looks a bit like logistic regression, but I'm not sure about how to further relate the two. thanks!










share|cite|improve this question











$endgroup$
















    1












    $begingroup$


    please, is there a simple closed-form or approximation to the following fixed-point problem in $x$? $x$ is the value searched for. $m$, $g$ and $N$ are real parameters, all greater than 0,



    beginequation
    x=frac11+m g^-N x
    endequation



    any insights on properties of $x$ are very welcome! In particular, comments about how $x$ evolves towards convergence, in case we use a fixed point algorithm to find $x$, are welcome as well. This problem looks a bit like logistic regression, but I'm not sure about how to further relate the two. thanks!










    share|cite|improve this question











    $endgroup$














      1












      1








      1





      $begingroup$


      please, is there a simple closed-form or approximation to the following fixed-point problem in $x$? $x$ is the value searched for. $m$, $g$ and $N$ are real parameters, all greater than 0,



      beginequation
      x=frac11+m g^-N x
      endequation



      any insights on properties of $x$ are very welcome! In particular, comments about how $x$ evolves towards convergence, in case we use a fixed point algorithm to find $x$, are welcome as well. This problem looks a bit like logistic regression, but I'm not sure about how to further relate the two. thanks!










      share|cite|improve this question











      $endgroup$




      please, is there a simple closed-form or approximation to the following fixed-point problem in $x$? $x$ is the value searched for. $m$, $g$ and $N$ are real parameters, all greater than 0,



      beginequation
      x=frac11+m g^-N x
      endequation



      any insights on properties of $x$ are very welcome! In particular, comments about how $x$ evolves towards convergence, in case we use a fixed point algorithm to find $x$, are welcome as well. This problem looks a bit like logistic regression, but I'm not sure about how to further relate the two. thanks!







      real-analysis roots logistic-regression






      share|cite|improve this question















      share|cite|improve this question













      share|cite|improve this question




      share|cite|improve this question








      edited Dec 20 '18 at 13:12







      Daniel S.

















      asked Dec 20 '18 at 11:23









      Daniel S.Daniel S.

      396




      396




















          1 Answer
          1






          active

          oldest

          votes


















          2












          $begingroup$

          I am afraid that there is no closed form of the solution.



          Without any information about $x$, let us consider the function
          $$f(x)=x left(1+m g^-n xright)-1$$ What we have is $f(0)=-1$ and $f(1)=m g^-n >0$.



          We also have to notice that
          $$f(0)=-1 qquad f'(0)=1+m qquad f''(0)=-2, m, n log (g)$$ So, if $g>1$, $f(0) times f''(0) >0$ and by Darboux theorem , starting with $x_0=0$, Newton method would converge without any overshoot of the solution. As a first iterate, Newton method will give $x_1=frac11+m$ and just continue until convergence using
          $$x_k+1=fracg^n x_k-m n x_k^2 log (g)g^n x_k-m n x_k log (g)+m$$



          Edit



          Assuming that $x$ could be small, we could try to write
          $$y=x left(1+m g^-n xright)$$ Expand as a Taylor series built at $x=0$ to get
          $$y=(m+1) x-a m x^2+fraca^2 m2 x^3 +Oleft(x^4right)$$ where $a=n log(g)$ and use series reversion to get
          $$x=fracym+1+fraca m (m+1)^3y^2+fraca^2m left(3 m-1right)2
          (m+1)^5y^3+Oleft(y^4right)$$
          and set $y=1$ to get
          $$xsimeqfrac1m+1+fraca m (m+1)^3+fraca^2m left(3 m-1right)2
          (m+1)^5$$



          Edit



          Let $t=frac 1m+1$ and get
          $$x=t+a t^2+fraca (3 a-2)2! t^3+fraca^2 (16 a-21)3! t^4+fraca^2(125 a^2-244 a+48 )4! t^5+fraca^3 left(1296 a^2-3355 a+1500right) 5! t^6+Oleft(t^7right)$$






          share|cite|improve this answer











          $endgroup$












          • $begingroup$
            thanks a lot, @ClaudeLeibovici Please, do you have a reference to Darboux-Fourier theorem? Also, does your solution possibly lead to an approximation of the root?
            $endgroup$
            – Daniel S.
            Dec 20 '18 at 15:20











          • $begingroup$
            @DanielS. Here is a link numdam.org/article/NAM_1869_2_8__17_0.pdf
            $endgroup$
            – Claude Leibovici
            Dec 20 '18 at 15:38











          • $begingroup$
            thanks a lot for the reference! so, $x_1$, $x_2$, and so on will be refined approximations of the root, right? maybe closed-form expressions for those quantities are good approximations for the root?
            $endgroup$
            – Daniel S.
            Dec 20 '18 at 16:35










          • $begingroup$
            thanks again, @ClaudeLeibovici
            $endgroup$
            – Daniel S.
            Dec 21 '18 at 11:25










          • $begingroup$
            @DanielS. Let me know how my last stuff works for approximation (run a few cases). Thanks & cheers. :-)
            $endgroup$
            – Claude Leibovici
            Dec 21 '18 at 11:27











          Your Answer





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          1 Answer
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          1 Answer
          1






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          active

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          2












          $begingroup$

          I am afraid that there is no closed form of the solution.



          Without any information about $x$, let us consider the function
          $$f(x)=x left(1+m g^-n xright)-1$$ What we have is $f(0)=-1$ and $f(1)=m g^-n >0$.



          We also have to notice that
          $$f(0)=-1 qquad f'(0)=1+m qquad f''(0)=-2, m, n log (g)$$ So, if $g>1$, $f(0) times f''(0) >0$ and by Darboux theorem , starting with $x_0=0$, Newton method would converge without any overshoot of the solution. As a first iterate, Newton method will give $x_1=frac11+m$ and just continue until convergence using
          $$x_k+1=fracg^n x_k-m n x_k^2 log (g)g^n x_k-m n x_k log (g)+m$$



          Edit



          Assuming that $x$ could be small, we could try to write
          $$y=x left(1+m g^-n xright)$$ Expand as a Taylor series built at $x=0$ to get
          $$y=(m+1) x-a m x^2+fraca^2 m2 x^3 +Oleft(x^4right)$$ where $a=n log(g)$ and use series reversion to get
          $$x=fracym+1+fraca m (m+1)^3y^2+fraca^2m left(3 m-1right)2
          (m+1)^5y^3+Oleft(y^4right)$$
          and set $y=1$ to get
          $$xsimeqfrac1m+1+fraca m (m+1)^3+fraca^2m left(3 m-1right)2
          (m+1)^5$$



          Edit



          Let $t=frac 1m+1$ and get
          $$x=t+a t^2+fraca (3 a-2)2! t^3+fraca^2 (16 a-21)3! t^4+fraca^2(125 a^2-244 a+48 )4! t^5+fraca^3 left(1296 a^2-3355 a+1500right) 5! t^6+Oleft(t^7right)$$






          share|cite|improve this answer











          $endgroup$












          • $begingroup$
            thanks a lot, @ClaudeLeibovici Please, do you have a reference to Darboux-Fourier theorem? Also, does your solution possibly lead to an approximation of the root?
            $endgroup$
            – Daniel S.
            Dec 20 '18 at 15:20











          • $begingroup$
            @DanielS. Here is a link numdam.org/article/NAM_1869_2_8__17_0.pdf
            $endgroup$
            – Claude Leibovici
            Dec 20 '18 at 15:38











          • $begingroup$
            thanks a lot for the reference! so, $x_1$, $x_2$, and so on will be refined approximations of the root, right? maybe closed-form expressions for those quantities are good approximations for the root?
            $endgroup$
            – Daniel S.
            Dec 20 '18 at 16:35










          • $begingroup$
            thanks again, @ClaudeLeibovici
            $endgroup$
            – Daniel S.
            Dec 21 '18 at 11:25










          • $begingroup$
            @DanielS. Let me know how my last stuff works for approximation (run a few cases). Thanks & cheers. :-)
            $endgroup$
            – Claude Leibovici
            Dec 21 '18 at 11:27















          2












          $begingroup$

          I am afraid that there is no closed form of the solution.



          Without any information about $x$, let us consider the function
          $$f(x)=x left(1+m g^-n xright)-1$$ What we have is $f(0)=-1$ and $f(1)=m g^-n >0$.



          We also have to notice that
          $$f(0)=-1 qquad f'(0)=1+m qquad f''(0)=-2, m, n log (g)$$ So, if $g>1$, $f(0) times f''(0) >0$ and by Darboux theorem , starting with $x_0=0$, Newton method would converge without any overshoot of the solution. As a first iterate, Newton method will give $x_1=frac11+m$ and just continue until convergence using
          $$x_k+1=fracg^n x_k-m n x_k^2 log (g)g^n x_k-m n x_k log (g)+m$$



          Edit



          Assuming that $x$ could be small, we could try to write
          $$y=x left(1+m g^-n xright)$$ Expand as a Taylor series built at $x=0$ to get
          $$y=(m+1) x-a m x^2+fraca^2 m2 x^3 +Oleft(x^4right)$$ where $a=n log(g)$ and use series reversion to get
          $$x=fracym+1+fraca m (m+1)^3y^2+fraca^2m left(3 m-1right)2
          (m+1)^5y^3+Oleft(y^4right)$$
          and set $y=1$ to get
          $$xsimeqfrac1m+1+fraca m (m+1)^3+fraca^2m left(3 m-1right)2
          (m+1)^5$$



          Edit



          Let $t=frac 1m+1$ and get
          $$x=t+a t^2+fraca (3 a-2)2! t^3+fraca^2 (16 a-21)3! t^4+fraca^2(125 a^2-244 a+48 )4! t^5+fraca^3 left(1296 a^2-3355 a+1500right) 5! t^6+Oleft(t^7right)$$






          share|cite|improve this answer











          $endgroup$












          • $begingroup$
            thanks a lot, @ClaudeLeibovici Please, do you have a reference to Darboux-Fourier theorem? Also, does your solution possibly lead to an approximation of the root?
            $endgroup$
            – Daniel S.
            Dec 20 '18 at 15:20











          • $begingroup$
            @DanielS. Here is a link numdam.org/article/NAM_1869_2_8__17_0.pdf
            $endgroup$
            – Claude Leibovici
            Dec 20 '18 at 15:38











          • $begingroup$
            thanks a lot for the reference! so, $x_1$, $x_2$, and so on will be refined approximations of the root, right? maybe closed-form expressions for those quantities are good approximations for the root?
            $endgroup$
            – Daniel S.
            Dec 20 '18 at 16:35










          • $begingroup$
            thanks again, @ClaudeLeibovici
            $endgroup$
            – Daniel S.
            Dec 21 '18 at 11:25










          • $begingroup$
            @DanielS. Let me know how my last stuff works for approximation (run a few cases). Thanks & cheers. :-)
            $endgroup$
            – Claude Leibovici
            Dec 21 '18 at 11:27













          2












          2








          2





          $begingroup$

          I am afraid that there is no closed form of the solution.



          Without any information about $x$, let us consider the function
          $$f(x)=x left(1+m g^-n xright)-1$$ What we have is $f(0)=-1$ and $f(1)=m g^-n >0$.



          We also have to notice that
          $$f(0)=-1 qquad f'(0)=1+m qquad f''(0)=-2, m, n log (g)$$ So, if $g>1$, $f(0) times f''(0) >0$ and by Darboux theorem , starting with $x_0=0$, Newton method would converge without any overshoot of the solution. As a first iterate, Newton method will give $x_1=frac11+m$ and just continue until convergence using
          $$x_k+1=fracg^n x_k-m n x_k^2 log (g)g^n x_k-m n x_k log (g)+m$$



          Edit



          Assuming that $x$ could be small, we could try to write
          $$y=x left(1+m g^-n xright)$$ Expand as a Taylor series built at $x=0$ to get
          $$y=(m+1) x-a m x^2+fraca^2 m2 x^3 +Oleft(x^4right)$$ where $a=n log(g)$ and use series reversion to get
          $$x=fracym+1+fraca m (m+1)^3y^2+fraca^2m left(3 m-1right)2
          (m+1)^5y^3+Oleft(y^4right)$$
          and set $y=1$ to get
          $$xsimeqfrac1m+1+fraca m (m+1)^3+fraca^2m left(3 m-1right)2
          (m+1)^5$$



          Edit



          Let $t=frac 1m+1$ and get
          $$x=t+a t^2+fraca (3 a-2)2! t^3+fraca^2 (16 a-21)3! t^4+fraca^2(125 a^2-244 a+48 )4! t^5+fraca^3 left(1296 a^2-3355 a+1500right) 5! t^6+Oleft(t^7right)$$






          share|cite|improve this answer











          $endgroup$



          I am afraid that there is no closed form of the solution.



          Without any information about $x$, let us consider the function
          $$f(x)=x left(1+m g^-n xright)-1$$ What we have is $f(0)=-1$ and $f(1)=m g^-n >0$.



          We also have to notice that
          $$f(0)=-1 qquad f'(0)=1+m qquad f''(0)=-2, m, n log (g)$$ So, if $g>1$, $f(0) times f''(0) >0$ and by Darboux theorem , starting with $x_0=0$, Newton method would converge without any overshoot of the solution. As a first iterate, Newton method will give $x_1=frac11+m$ and just continue until convergence using
          $$x_k+1=fracg^n x_k-m n x_k^2 log (g)g^n x_k-m n x_k log (g)+m$$



          Edit



          Assuming that $x$ could be small, we could try to write
          $$y=x left(1+m g^-n xright)$$ Expand as a Taylor series built at $x=0$ to get
          $$y=(m+1) x-a m x^2+fraca^2 m2 x^3 +Oleft(x^4right)$$ where $a=n log(g)$ and use series reversion to get
          $$x=fracym+1+fraca m (m+1)^3y^2+fraca^2m left(3 m-1right)2
          (m+1)^5y^3+Oleft(y^4right)$$
          and set $y=1$ to get
          $$xsimeqfrac1m+1+fraca m (m+1)^3+fraca^2m left(3 m-1right)2
          (m+1)^5$$



          Edit



          Let $t=frac 1m+1$ and get
          $$x=t+a t^2+fraca (3 a-2)2! t^3+fraca^2 (16 a-21)3! t^4+fraca^2(125 a^2-244 a+48 )4! t^5+fraca^3 left(1296 a^2-3355 a+1500right) 5! t^6+Oleft(t^7right)$$







          share|cite|improve this answer














          share|cite|improve this answer



          share|cite|improve this answer








          edited Mar 23 at 4:31

























          answered Dec 20 '18 at 14:52









          Claude LeiboviciClaude Leibovici

          125k1158135




          125k1158135











          • $begingroup$
            thanks a lot, @ClaudeLeibovici Please, do you have a reference to Darboux-Fourier theorem? Also, does your solution possibly lead to an approximation of the root?
            $endgroup$
            – Daniel S.
            Dec 20 '18 at 15:20











          • $begingroup$
            @DanielS. Here is a link numdam.org/article/NAM_1869_2_8__17_0.pdf
            $endgroup$
            – Claude Leibovici
            Dec 20 '18 at 15:38











          • $begingroup$
            thanks a lot for the reference! so, $x_1$, $x_2$, and so on will be refined approximations of the root, right? maybe closed-form expressions for those quantities are good approximations for the root?
            $endgroup$
            – Daniel S.
            Dec 20 '18 at 16:35










          • $begingroup$
            thanks again, @ClaudeLeibovici
            $endgroup$
            – Daniel S.
            Dec 21 '18 at 11:25










          • $begingroup$
            @DanielS. Let me know how my last stuff works for approximation (run a few cases). Thanks & cheers. :-)
            $endgroup$
            – Claude Leibovici
            Dec 21 '18 at 11:27
















          • $begingroup$
            thanks a lot, @ClaudeLeibovici Please, do you have a reference to Darboux-Fourier theorem? Also, does your solution possibly lead to an approximation of the root?
            $endgroup$
            – Daniel S.
            Dec 20 '18 at 15:20











          • $begingroup$
            @DanielS. Here is a link numdam.org/article/NAM_1869_2_8__17_0.pdf
            $endgroup$
            – Claude Leibovici
            Dec 20 '18 at 15:38











          • $begingroup$
            thanks a lot for the reference! so, $x_1$, $x_2$, and so on will be refined approximations of the root, right? maybe closed-form expressions for those quantities are good approximations for the root?
            $endgroup$
            – Daniel S.
            Dec 20 '18 at 16:35










          • $begingroup$
            thanks again, @ClaudeLeibovici
            $endgroup$
            – Daniel S.
            Dec 21 '18 at 11:25










          • $begingroup$
            @DanielS. Let me know how my last stuff works for approximation (run a few cases). Thanks & cheers. :-)
            $endgroup$
            – Claude Leibovici
            Dec 21 '18 at 11:27















          $begingroup$
          thanks a lot, @ClaudeLeibovici Please, do you have a reference to Darboux-Fourier theorem? Also, does your solution possibly lead to an approximation of the root?
          $endgroup$
          – Daniel S.
          Dec 20 '18 at 15:20





          $begingroup$
          thanks a lot, @ClaudeLeibovici Please, do you have a reference to Darboux-Fourier theorem? Also, does your solution possibly lead to an approximation of the root?
          $endgroup$
          – Daniel S.
          Dec 20 '18 at 15:20













          $begingroup$
          @DanielS. Here is a link numdam.org/article/NAM_1869_2_8__17_0.pdf
          $endgroup$
          – Claude Leibovici
          Dec 20 '18 at 15:38





          $begingroup$
          @DanielS. Here is a link numdam.org/article/NAM_1869_2_8__17_0.pdf
          $endgroup$
          – Claude Leibovici
          Dec 20 '18 at 15:38













          $begingroup$
          thanks a lot for the reference! so, $x_1$, $x_2$, and so on will be refined approximations of the root, right? maybe closed-form expressions for those quantities are good approximations for the root?
          $endgroup$
          – Daniel S.
          Dec 20 '18 at 16:35




          $begingroup$
          thanks a lot for the reference! so, $x_1$, $x_2$, and so on will be refined approximations of the root, right? maybe closed-form expressions for those quantities are good approximations for the root?
          $endgroup$
          – Daniel S.
          Dec 20 '18 at 16:35












          $begingroup$
          thanks again, @ClaudeLeibovici
          $endgroup$
          – Daniel S.
          Dec 21 '18 at 11:25




          $begingroup$
          thanks again, @ClaudeLeibovici
          $endgroup$
          – Daniel S.
          Dec 21 '18 at 11:25












          $begingroup$
          @DanielS. Let me know how my last stuff works for approximation (run a few cases). Thanks & cheers. :-)
          $endgroup$
          – Claude Leibovici
          Dec 21 '18 at 11:27




          $begingroup$
          @DanielS. Let me know how my last stuff works for approximation (run a few cases). Thanks & cheers. :-)
          $endgroup$
          – Claude Leibovici
          Dec 21 '18 at 11:27

















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          Kathakali Contents Etymology and nomenclature History Repertoire Songs and musical instruments Traditional plays Styles: Sampradayam Training centers and awards Relationship to other dance forms See also Notes References External links Navigation menueThe Illustrated Encyclopedia of Hinduism: A-MSouth Asian Folklore: An EncyclopediaRoutledge International Encyclopedia of Women: Global Women's Issues and KnowledgeKathakali Dance-drama: Where Gods and Demons Come to PlayKathakali Dance-drama: Where Gods and Demons Come to PlayKathakali Dance-drama: Where Gods and Demons Come to Play10.1353/atj.2005.0004The Illustrated Encyclopedia of Hinduism: A-MEncyclopedia of HinduismKathakali Dance-drama: Where Gods and Demons Come to PlaySonic Liturgy: Ritual and Music in Hindu Tradition"The Mirror of Gesture"Kathakali Dance-drama: Where Gods and Demons Come to Play"Kathakali"Indian Theatre: Traditions of PerformanceIndian Theatre: Traditions of PerformanceIndian Theatre: Traditions of PerformanceIndian Theatre: Traditions of PerformanceMedieval Indian Literature: An AnthologyThe Oxford Companion to Indian TheatreSouth Asian Folklore: An Encyclopedia : Afghanistan, Bangladesh, India, Nepal, Pakistan, Sri LankaThe Rise of Performance Studies: Rethinking Richard Schechner's Broad SpectrumIndian Theatre: Traditions of PerformanceModern Asian Theatre and Performance 1900-2000Critical Theory and PerformanceBetween Theater and AnthropologyKathakali603847011Indian Theatre: Traditions of PerformanceIndian Theatre: Traditions of PerformanceIndian Theatre: Traditions of PerformanceBetween Theater and AnthropologyBetween Theater and AnthropologyNambeesan Smaraka AwardsArchivedThe Cambridge Guide to TheatreRoutledge International Encyclopedia of Women: Global Women's Issues and KnowledgeThe Garland Encyclopedia of World Music: South Asia : the Indian subcontinentThe Ethos of Noh: Actors and Their Art10.2307/1145740By Means of Performance: Intercultural Studies of Theatre and Ritual10.1017/s204912550000100xReconceiving the Renaissance: A Critical ReaderPerformance TheoryListening to Theatre: The Aural Dimension of Beijing Opera10.2307/1146013Kathakali: The Art of the Non-WorldlyOn KathakaliKathakali, the dance theatreThe Kathakali Complex: Performance & StructureKathakali Dance-Drama: Where Gods and Demons Come to Play10.1093/obo/9780195399318-0071Drama and Ritual of Early Hinduism"In the Shadow of Hollywood Orientalism: Authentic East Indian Dancing"10.1080/08949460490274013Sanskrit Play Production in Ancient IndiaIndian Music: History and StructureBharata, the Nāṭyaśāstra233639306Table of Contents2238067286469807Dance In Indian Painting10.2307/32047833204783Kathakali Dance-Theatre: A Visual Narrative of Sacred Indian MimeIndian Classical Dance: The Renaissance and BeyondKathakali: an indigenous art-form of Keralaeee

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