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Does the complex Langevin method give unbiased results?
We investigate whether the stationary solution of the Fokker-Planck equation of the complex Langevin algorithm reproduces the correct expectation values. When the complex Langevin algorithm for an action S(x) is convergent, it produces an equivalent complex probability distribution P(x) which ideall...
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Published in: | Physical review. D 2016-12, Vol.94 (11), Article 114505 |
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description | We investigate whether the stationary solution of the Fokker-Planck equation of the complex Langevin algorithm reproduces the correct expectation values. When the complex Langevin algorithm for an action S(x) is convergent, it produces an equivalent complex probability distribution P(x) which ideally would coincide with e−S(x). We show that the projected Fokker-Planck equation fulfilled by P(x) may contain an anomalous term whose form is made explicit. Such a term spoils the relation P(x)=e−S(x), introducing a bias in the expectation values. Through the analysis of several periodic and nonperiodic one-dimensional problems, using either exact or numerical solutions of the Fokker-Planck equation on the complex plane, it is shown that the anomaly is present quite generally. In fact, an anomaly is expected whenever the Langevin walker needs only a finite time to go to infinity and come back, and this is the case for typical actions. We conjecture that the anomaly is the rule rather than the exception in the one-dimensional case; however, this could change as the number of variables involved increases. |
doi_str_mv | 10.1103/PhysRevD.94.114505 |
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L.</creator><creatorcontrib>Salcedo, L. L.</creatorcontrib><description>We investigate whether the stationary solution of the Fokker-Planck equation of the complex Langevin algorithm reproduces the correct expectation values. When the complex Langevin algorithm for an action S(x) is convergent, it produces an equivalent complex probability distribution P(x) which ideally would coincide with e−S(x). We show that the projected Fokker-Planck equation fulfilled by P(x) may contain an anomalous term whose form is made explicit. Such a term spoils the relation P(x)=e−S(x), introducing a bias in the expectation values. Through the analysis of several periodic and nonperiodic one-dimensional problems, using either exact or numerical solutions of the Fokker-Planck equation on the complex plane, it is shown that the anomaly is present quite generally. In fact, an anomaly is expected whenever the Langevin walker needs only a finite time to go to infinity and come back, and this is the case for typical actions. We conjecture that the anomaly is the rule rather than the exception in the one-dimensional case; however, this could change as the number of variables involved increases.</description><identifier>ISSN: 2470-0010</identifier><identifier>EISSN: 2470-0029</identifier><identifier>DOI: 10.1103/PhysRevD.94.114505</identifier><language>eng</language><publisher>College Park: American Physical Society</publisher><subject>Algorithms ; Fokker-Planck equation</subject><ispartof>Physical review. 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When the complex Langevin algorithm for an action S(x) is convergent, it produces an equivalent complex probability distribution P(x) which ideally would coincide with e−S(x). We show that the projected Fokker-Planck equation fulfilled by P(x) may contain an anomalous term whose form is made explicit. Such a term spoils the relation P(x)=e−S(x), introducing a bias in the expectation values. Through the analysis of several periodic and nonperiodic one-dimensional problems, using either exact or numerical solutions of the Fokker-Planck equation on the complex plane, it is shown that the anomaly is present quite generally. In fact, an anomaly is expected whenever the Langevin walker needs only a finite time to go to infinity and come back, and this is the case for typical actions. 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L.</creator><general>American Physical Society</general><scope>AAYXX</scope><scope>CITATION</scope><scope>7U5</scope><scope>8FD</scope><scope>H8D</scope><scope>L7M</scope></search><sort><creationdate>20161208</creationdate><title>Does the complex Langevin method give unbiased results?</title><author>Salcedo, L. L.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c319t-e823900ef240d06392870c479b77b58e99961b5e2bf8233bac3abf99eff551a13</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2016</creationdate><topic>Algorithms</topic><topic>Fokker-Planck equation</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Salcedo, L. L.</creatorcontrib><collection>CrossRef</collection><collection>Solid State and Superconductivity Abstracts</collection><collection>Technology Research Database</collection><collection>Aerospace Database</collection><collection>Advanced Technologies Database with Aerospace</collection><jtitle>Physical review. D</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Salcedo, L. L.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Does the complex Langevin method give unbiased results?</atitle><jtitle>Physical review. D</jtitle><date>2016-12-08</date><risdate>2016</risdate><volume>94</volume><issue>11</issue><artnum>114505</artnum><issn>2470-0010</issn><eissn>2470-0029</eissn><abstract>We investigate whether the stationary solution of the Fokker-Planck equation of the complex Langevin algorithm reproduces the correct expectation values. When the complex Langevin algorithm for an action S(x) is convergent, it produces an equivalent complex probability distribution P(x) which ideally would coincide with e−S(x). We show that the projected Fokker-Planck equation fulfilled by P(x) may contain an anomalous term whose form is made explicit. Such a term spoils the relation P(x)=e−S(x), introducing a bias in the expectation values. Through the analysis of several periodic and nonperiodic one-dimensional problems, using either exact or numerical solutions of the Fokker-Planck equation on the complex plane, it is shown that the anomaly is present quite generally. In fact, an anomaly is expected whenever the Langevin walker needs only a finite time to go to infinity and come back, and this is the case for typical actions. We conjecture that the anomaly is the rule rather than the exception in the one-dimensional case; however, this could change as the number of variables involved increases.</abstract><cop>College Park</cop><pub>American Physical Society</pub><doi>10.1103/PhysRevD.94.114505</doi><oa>free_for_read</oa></addata></record> |
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title | Does the complex Langevin method give unbiased results? |
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