<?xml version="1.0" encoding="UTF-8"?><!DOCTYPE article  PUBLIC "-//NLM//DTD Journal Publishing DTD v3.0 20080202//EN" "http://dtd.nlm.nih.gov/publishing/3.0/journalpublishing3.dtd"><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" dtd-version="3.0" xml:lang="en" article-type="research article"><front><journal-meta><journal-id journal-id-type="publisher-id">OJAppS</journal-id><journal-title-group><journal-title>Open Journal of Applied Sciences</journal-title></journal-title-group><issn pub-type="epub">2165-3917</issn><publisher><publisher-name>Scientific Research Publishing</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.4236/ojapps.2015.510055</article-id><article-id pub-id-type="publisher-id">OJAppS-60272</article-id><article-categories><subj-group subj-group-type="heading"><subject>Articles</subject></subj-group><subj-group subj-group-type="Discipline-v2"><subject>Biomedical&amp;Life Sciences</subject><subject> Chemistry&amp;Materials Science</subject><subject> Computer Science&amp;Communications</subject><subject> Engineering</subject><subject> Physics&amp;Mathematics</subject></subj-group></article-categories><title-group><article-title>
 
 
  On the Application of Fokker-Planck Equation to Psychological Future Time
 
</article-title></title-group><contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>gnjen</surname><given-names>Vukovic</given-names></name><xref ref-type="corresp" rid="cor1"><sup>*</sup></xref></contrib></contrib-group><author-notes><corresp id="cor1">* E-mail:<email>ognjen.vukovic@uni.li, oggyvukovich@gmail.com</email>;<email>Department for Finance (MSc Student), University of Liechtenstein, Vaduz, Liechtenstein</email>;</corresp></author-notes><pub-date pub-type="epub"><day>14</day><month>10</month><year>2015</year></pub-date><volume>05</volume><issue>10</issue><fpage>571</fpage><lpage>575</lpage><history><date date-type="received"><day>26</day>	<month>August</month>	<year>2015</year></date><date date-type="rev-recd"><day>accepted</day>	<month>11</month>	<year>October</year>	</date><date date-type="accepted"><day>14</day>	<month>October</month>	<year>2015</year></date></history><permissions><copyright-statement>&#169; Copyright  2014 by authors and Scientific Research Publishing Inc. </copyright-statement><copyright-year>2014</copyright-year><license><license-p>This work is licensed under the Creative Commons Attribution International License (CC BY). http://creativecommons.org/licenses/by/4.0/</license-p></license></permissions><abstract><p>
 
 
  This paper tries to make a comparison and connection between Fokker-Planck or forward Kolmogorov equation and psychological future time which is based on quantum mechanics. It will be showed that in quantum finance forward interest rate model can be further improved by noting that the predicted correlation structure for field theory models depends only on variable where t is present time and x is future time. On the other side, forward Kolmogorov equation is a parabolic partial differential equation, requiring international conditions at time t and to be solved for . The aforementioned equation is to be used if there are some special states now and it is necessary to know what can happen later. It will be tried to establish the connection between these two equations. It is proved that the psychological future time if applied and implemented in Fokker-Planck equation is unstable and is changeable so it is not easily predictable. Some kinds of nonlinear functions can be applied in order to establish the notion of psychological future time, however it is unstable and it should be continuously changed.
 
</p></abstract><kwd-group><kwd>Psychological Future Time</kwd><kwd> Fokker-Planck Equation</kwd><kwd> Kolmogorov Forward Equation</kwd><kwd> Lagrangian</kwd><kwd> Nonlinear Future Time</kwd></kwd-group></article-meta></front><body><sec id="s1"><title>1. Introduction</title><p>In order to establish the connection between these two equations, firstly, Fokker-Planck equation will be derived. The approach that will be used is fairly simple and effective. Psychological future time will be analysed and afterwards the connection between these two equations will be established. It is well known that one can predict very little about long-term behavior of the market, the best thing that can be achieved is to have some credible models for a one-two year time. If Fokker-Planck equation describes the time evolution of the probability density function of the velocity of a particle under the influence of drag and random forces, it can be used to demonstrate the probability density function of psychological behavior and that is the key moment. By deriving Fokker-Planck equation, we will be using path integral approach and we will try to connect it to psychological future time. At the end of this section, we will introduce the Fokker-Planck equation.</p><disp-formula id="scirp.60272-formula7"><label>(1)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2310480x7.png"  xlink:type="simple"/></disp-formula><p>where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x8.png" xlink:type="simple"/></inline-formula> is the probability density of the random variable<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x9.png" xlink:type="simple"/></inline-formula>;<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x10.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x11.png" xlink:type="simple"/></inline-formula>are diffusion coeffi-</p><p>cients and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x12.png" xlink:type="simple"/></inline-formula> is the function. The Fokker-Planck equation is the partial differential function that introduces the time evolution of the probability density function. The probability density function mimics Brownian motion as it is the density function of a particle under random forces.</p></sec><sec id="s2"><title>2. Theoretical Background</title><p>Psychological future time</p><p>As we know that the predicted correlation structure for field theory models depends only on variable <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x13.png" xlink:type="simple"/></inline-formula> which is a measure how far in the future is the future time <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x14.png" xlink:type="simple"/></inline-formula> [<xref ref-type="bibr" rid="scirp.60272-ref1">1</xref>] . We will start the derivation by replacing future time <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x15.png" xlink:type="simple"/></inline-formula> by some nonlinear function <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x16.png" xlink:type="simple"/></inline-formula> that is to be determined from the market. This variable measures the psychological future time in minds of investors and it is proportional to calendar future time given by<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x17.png" xlink:type="simple"/></inline-formula>. The psychological future time should be specified in conjunction with Lagrangian. General features of the function are the following [<xref ref-type="bibr" rid="scirp.60272-ref1">1</xref>] :</p><disp-formula id="scirp.60272-formula8"><label>(2)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2310480x18.png"  xlink:type="simple"/></disp-formula><p>The independent variables are<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x19.png" xlink:type="simple"/></inline-formula>,<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x20.png" xlink:type="simple"/></inline-formula>. The forward rates from the market are always given for <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x20.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x21.png" xlink:type="simple"/></inline-formula> where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x20.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x21.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x22.png" xlink:type="simple"/></inline-formula> denotes present time and so both future calendar time <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x20.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x21.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x22.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x23.png" xlink:type="simple"/></inline-formula> as well as psychological future time <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x20.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x21.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x22.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x23.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x24.png" xlink:type="simple"/></inline-formula> are necessary to connect with the market. The defining function for psychological future time is given by [<xref ref-type="bibr" rid="scirp.60272-ref1">1</xref>] :</p><disp-formula id="scirp.60272-formula9"><label>(3)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2310480x25.png"  xlink:type="simple"/></disp-formula><p>where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x26.png" xlink:type="simple"/></inline-formula> depends only on calendar time<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x26.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x27.png" xlink:type="simple"/></inline-formula>. It is obvious that both future times, namely <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x26.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x27.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x28.png" xlink:type="simple"/></inline-formula> and psychological time <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x26.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x27.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x28.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x29.png" xlink:type="simple"/></inline-formula> occur in the theory [<xref ref-type="bibr" rid="scirp.60272-ref2">2</xref>] .</p><p>The Lagrangian for psychological future time is written as [<xref ref-type="bibr" rid="scirp.60272-ref2">2</xref>] :</p><disp-formula id="scirp.60272-formula10"><label>(4)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2310480x30.png"  xlink:type="simple"/></disp-formula><p>where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x31.png" xlink:type="simple"/></inline-formula> is a two dimensional quantum field.</p><p>The propagator for <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x32.png" xlink:type="simple"/></inline-formula> is <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x32.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x33.png" xlink:type="simple"/></inline-formula> and the martingale condition for psychological future time is given by [<xref ref-type="bibr" rid="scirp.60272-ref1">1</xref>] :</p><disp-formula id="scirp.60272-formula11"><label>(5)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2310480x34.png"  xlink:type="simple"/></disp-formula><p>Hence, we will analyse and make the difference between psychological future time <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x35.png" xlink:type="simple"/></inline-formula> and maturity dependence to the rigidity<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x35.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x36.png" xlink:type="simple"/></inline-formula>. For rigidity function<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x35.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x36.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x37.png" xlink:type="simple"/></inline-formula>, the Lagrangian of the rigidity function is the following [<xref ref-type="bibr" rid="scirp.60272-ref1">1</xref>] :</p><disp-formula id="scirp.60272-formula12"><label>(6)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2310480x38.png"  xlink:type="simple"/></disp-formula><p>With a change of variable from <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x39.png" xlink:type="simple"/></inline-formula> to <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x39.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x40.png" xlink:type="simple"/></inline-formula> the action is given by:</p><disp-formula id="scirp.60272-formula13"><label>(7)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2310480x41.png"  xlink:type="simple"/></disp-formula><p>Here the equation demonstrates that the Lagrangian for some non-linear function <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x42.png" xlink:type="simple"/></inline-formula> has an additional Jacobian factor<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x42.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x43.png" xlink:type="simple"/></inline-formula>.</p><p>The introduction of nonlinear future time <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x44.png" xlink:type="simple"/></inline-formula> is a new way of thinking of the interest rate models. In the framework of field theory, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x44.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x45.png" xlink:type="simple"/></inline-formula>can be used to gain insight into subjective future time for market players.</p><p>Now we will derive the Fokker-Planck equation using path integral. The approach is taken from Janssen H.K. (1976) [<xref ref-type="bibr" rid="scirp.60272-ref3">3</xref>] .</p><p>If we write the Fokker-Planck equation in the form:</p><disp-formula id="scirp.60272-formula14"><label>(8)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2310480x46.png"  xlink:type="simple"/></disp-formula><p>If we integrate over a time interval<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x47.png" xlink:type="simple"/></inline-formula>,where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x47.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x48.png" xlink:type="simple"/></inline-formula> we get [<xref ref-type="bibr" rid="scirp.60272-ref4">4</xref>] :</p><disp-formula id="scirp.60272-formula15"><label>(9)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2310480x49.png"  xlink:type="simple"/></disp-formula><p>By inserting the Fourier integral [<xref ref-type="bibr" rid="scirp.60272-ref5">5</xref>]</p><disp-formula id="scirp.60272-formula16"><label>(10)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2310480x50.png"  xlink:type="simple"/></disp-formula><p>for the <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x51.png" xlink:type="simple"/></inline-formula> function, we obtain [<xref ref-type="bibr" rid="scirp.60272-ref4">4</xref>] :</p><disp-formula id="scirp.60272-formula17"><label>(11)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2310480x52.png"  xlink:type="simple"/></disp-formula><p>The given equation will be useful for our further analysis. In the end we will show the Lagrangian of the function.</p><p>The variables <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x53.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x53.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x54.png" xlink:type="simple"/></inline-formula> are called response variables.</p></sec><sec id="s3"><title>3. Theoretical Findings</title><p>If we take the following form of Fokker-Planck Equation (10), eliminate i as it is characteristic to Schrodinger equation and in finance it doesn’t play a role and if we change the diffusion coefficients with the following for-</p><p>mulas<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x55.png" xlink:type="simple"/></inline-formula>, we get the following equation:</p><disp-formula id="scirp.60272-formula18"><label>(12)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2310480x56.png"  xlink:type="simple"/></disp-formula><p>and we now obtain Lagrangian in the following form</p><disp-formula id="scirp.60272-formula19"><label>(13)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2310480x57.png"  xlink:type="simple"/></disp-formula><p>The Lagrangian for the psychological future time is</p><disp-formula id="scirp.60272-formula20"><label>(14)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2310480x58.png"  xlink:type="simple"/></disp-formula><p>It is obvious that Fokker-Planck equation is capable to take a function <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x59.png" xlink:type="simple"/></inline-formula> and translate it to future time which is given by<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x59.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x60.png" xlink:type="simple"/></inline-formula>. As the time is being translated, we can try the following formulation:</p><disp-formula id="scirp.60272-formula21"><graphic  xlink:href="http://html.scirp.org/file/1-2310480x61.png"  xlink:type="simple"/></disp-formula><p>Now the psychological future time is translated into the future and the equation shows how will the function <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x62.png" xlink:type="simple"/></inline-formula> be affected. If we compare both Lagrangian for the Fokker-Planck equation and psychological future time, we get the following:</p><disp-formula id="scirp.60272-formula22"><label>(15)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2310480x63.png"  xlink:type="simple"/></disp-formula><p>In order to have the equality valid, the following elements must be equal:</p><disp-formula id="scirp.60272-formula23"><label>(16)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2310480x64.png"  xlink:type="simple"/></disp-formula><p>This can only be equal if we introduce the expectation of psychological future time:</p><disp-formula id="scirp.60272-formula24"><label>(17)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2310480x65.png"  xlink:type="simple"/></disp-formula><p>Diffusion coefficients must be equal to the following form: <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x66.png" xlink:type="simple"/></inline-formula>and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x66.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x67.png" xlink:type="simple"/></inline-formula></p><p>which can be possible under the conditions that the diffusion on quantum field is performed along the z axis.</p><p>The coefficient <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x68.png" xlink:type="simple"/></inline-formula> must be equal to <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x68.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2310480x69.png" xlink:type="simple"/></inline-formula> which is a quantum field. In order the Fokker-Planck equation to</p><p>be used to project psychological future time, diffusion coefficient must be equal to the equations given above. As this is not in most of the cases possible as the notion of quantum field is weakly related to diffusion coefficient, it means that Fokker-Planck equation will take psychological future time from the present to the future state but it will be changed because of diffusion coefficients that tend to change the perception of psychological future time. This proves that psychological future time is unstable and cannot be easily predicted. Credible models can be made for a short time. Further attention should be directed in the direction of trying to project how will the psychological future time will be changed.</p></sec><sec id="s4"><title>4. Conclusion</title><p>This paper demonstrated that psychological future time cannot be easily predicted by using nonlinear function and Fokker-Planck equation. Psychological future time is different from the objective notion of time and is continuously changeable. Fokker-Planck equation takes the psychological future time from present to future but in a different shape because of diffusion coefficients. Although the paper tried to make two Lagrangians pertaining in that sense to Fokker-Planck equation and Lagrangian of psychological future time equal, it was proved that the aforementioned approach is not possible. This paper proved that future psychological time is different from the ordinary notion of time and is continuously changing. Next step is to capture the rate of change which will be tried to be addressed in the future papers.</p></sec><sec id="s5"><title>Acknowledgements</title><p>I want to thank my family for immense support, especially my father who is a big support and my pride.</p></sec><sec id="s6"><title>Cite this paper</title><p>OgnjenVukovic, (2015) On the Application of Fokker-Planck Equation to Psychological Future Time. 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