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		<id>http://de.evo-art.org/index.php?action=history&amp;feed=atom&amp;title=Benford%27s_Law_for_Natural_and_Synthetic_Images</id>
		<title>Benford&#039;s Law for Natural and Synthetic Images - Versionsgeschichte</title>
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		<id>http://de.evo-art.org/index.php?title=Benford%27s_Law_for_Natural_and_Synthetic_Images&amp;diff=31873&amp;oldid=prev</id>
		<title>Gubachelier am 6. November 2015 um 19:24 Uhr</title>
		<link rel="alternate" type="text/html" href="http://de.evo-art.org/index.php?title=Benford%27s_Law_for_Natural_and_Synthetic_Images&amp;diff=31873&amp;oldid=prev"/>
				<updated>2015-11-06T19:24:32Z</updated>
		
		<summary type="html">&lt;p&gt;&lt;/p&gt;
&lt;table class=&quot;diff diff-contentalign-left&quot; data-mw=&quot;interface&quot;&gt;
				&lt;col class=&#039;diff-marker&#039; /&gt;
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				&lt;td colspan=&#039;2&#039; style=&quot;background-color: white; color:black; text-align: center;&quot;&gt;← Nächstältere Version&lt;/td&gt;
				&lt;td colspan=&#039;2&#039; style=&quot;background-color: white; color:black; text-align: center;&quot;&gt;Version vom 6. November 2015, 19:24 Uhr&lt;/td&gt;
				&lt;/tr&gt;&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot; id=&quot;mw-diff-left-l13&quot; &gt;Zeile 13:&lt;/td&gt;
&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Zeile 13:&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&#039;diff-marker&#039;&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f9f9f9; color: #333333; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #e6e6e6; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;/td&gt;&lt;td class=&#039;diff-marker&#039;&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f9f9f9; color: #333333; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #e6e6e6; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&#039;diff-marker&#039;&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f9f9f9; color: #333333; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #e6e6e6; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;== Bibtex == &amp;#160;&lt;/div&gt;&lt;/td&gt;&lt;td class=&#039;diff-marker&#039;&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f9f9f9; color: #333333; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #e6e6e6; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;== Bibtex == &amp;#160;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot;&gt;&amp;#160;&lt;/td&gt;&lt;td class=&#039;diff-marker&#039;&gt;+&lt;/td&gt;&lt;td style=&quot;color:black; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt; @inproceedings{Acebo:2005:BLN:2381219.2381243,&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot;&gt;&amp;#160;&lt;/td&gt;&lt;td class=&#039;diff-marker&#039;&gt;+&lt;/td&gt;&lt;td style=&quot;color:black; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt; author = {Acebo, E. and Sbert, M.},&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot;&gt;&amp;#160;&lt;/td&gt;&lt;td class=&#039;diff-marker&#039;&gt;+&lt;/td&gt;&lt;td style=&quot;color:black; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt; title = {Benford&amp;#039;s Law for Natural and Synthetic Images},&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot;&gt;&amp;#160;&lt;/td&gt;&lt;td class=&#039;diff-marker&#039;&gt;+&lt;/td&gt;&lt;td style=&quot;color:black; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt; booktitle = {Proceedings of the First Eurographics Conference on Computational Aesthetics in Graphics, Visualization and Imaging},&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot;&gt;&amp;#160;&lt;/td&gt;&lt;td class=&#039;diff-marker&#039;&gt;+&lt;/td&gt;&lt;td style=&quot;color:black; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt; series = {Computational Aesthetics&amp;#039;05},&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot;&gt;&amp;#160;&lt;/td&gt;&lt;td class=&#039;diff-marker&#039;&gt;+&lt;/td&gt;&lt;td style=&quot;color:black; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt; year = {2005},&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot;&gt;&amp;#160;&lt;/td&gt;&lt;td class=&#039;diff-marker&#039;&gt;+&lt;/td&gt;&lt;td style=&quot;color:black; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt; isbn = {3-905673-27-4},&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot;&gt;&amp;#160;&lt;/td&gt;&lt;td class=&#039;diff-marker&#039;&gt;+&lt;/td&gt;&lt;td style=&quot;color:black; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt; location = {Girona, Spain},&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot;&gt;&amp;#160;&lt;/td&gt;&lt;td class=&#039;diff-marker&#039;&gt;+&lt;/td&gt;&lt;td style=&quot;color:black; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt; pages = {169--176},&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot;&gt;&amp;#160;&lt;/td&gt;&lt;td class=&#039;diff-marker&#039;&gt;+&lt;/td&gt;&lt;td style=&quot;color:black; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt; numpages = {8},&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot;&gt;&amp;#160;&lt;/td&gt;&lt;td class=&#039;diff-marker&#039;&gt;+&lt;/td&gt;&lt;td style=&quot;color:black; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt; url = {http://dx.doi.org/10.2312/COMPAESTH/COMPAESTH05/169-176 http://de.evo-art.org/index.php?title=Benford&amp;#039;s_Law_for_Natural_and_Synthetic_Images },&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot;&gt;&amp;#160;&lt;/td&gt;&lt;td class=&#039;diff-marker&#039;&gt;+&lt;/td&gt;&lt;td style=&quot;color:black; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt; doi = {10.2312/COMPAESTH/COMPAESTH05/169-176},&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot;&gt;&amp;#160;&lt;/td&gt;&lt;td class=&#039;diff-marker&#039;&gt;+&lt;/td&gt;&lt;td style=&quot;color:black; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt; acmid = {2381243},&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot;&gt;&amp;#160;&lt;/td&gt;&lt;td class=&#039;diff-marker&#039;&gt;+&lt;/td&gt;&lt;td style=&quot;color:black; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt; publisher = {Eurographics Association},&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot;&gt;&amp;#160;&lt;/td&gt;&lt;td class=&#039;diff-marker&#039;&gt;+&lt;/td&gt;&lt;td style=&quot;color:black; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt; address = {Aire-la-Ville, Switzerland, Switzerland},&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot;&gt;&amp;#160;&lt;/td&gt;&lt;td class=&#039;diff-marker&#039;&gt;+&lt;/td&gt;&lt;td style=&quot;color:black; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt; } &lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&#039;diff-marker&#039;&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f9f9f9; color: #333333; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #e6e6e6; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;/td&gt;&lt;td class=&#039;diff-marker&#039;&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f9f9f9; color: #333333; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #e6e6e6; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&#039;diff-marker&#039;&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f9f9f9; color: #333333; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #e6e6e6; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;== Used References ==&lt;/div&gt;&lt;/td&gt;&lt;td class=&#039;diff-marker&#039;&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f9f9f9; color: #333333; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #e6e6e6; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;== Used References ==&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;/table&gt;</summary>
		<author><name>Gubachelier</name></author>	</entry>

	<entry>
		<id>http://de.evo-art.org/index.php?title=Benford%27s_Law_for_Natural_and_Synthetic_Images&amp;diff=1991&amp;oldid=prev</id>
		<title>Gbachelier: Die Seite wurde neu angelegt: „  == Reference == Esteve del Acebo, Mateu Sbert: Benford&#039;s Law for Natural and Synthetic Images. In: László Neumann, Mateu Sbert, Bruce Gooch, Werner Purgath…“</title>
		<link rel="alternate" type="text/html" href="http://de.evo-art.org/index.php?title=Benford%27s_Law_for_Natural_and_Synthetic_Images&amp;diff=1991&amp;oldid=prev"/>
				<updated>2014-12-04T13:13:30Z</updated>
		
		<summary type="html">&lt;p&gt;Die Seite wurde neu angelegt: „  == Reference == Esteve del Acebo, Mateu Sbert: Benford&amp;#039;s Law for Natural and Synthetic Images. In: László Neumann, Mateu Sbert, Bruce Gooch, Werner Purgath…“&lt;/p&gt;
&lt;p&gt;&lt;b&gt;Neue Seite&lt;/b&gt;&lt;/p&gt;&lt;div&gt;&lt;br /&gt;
&lt;br /&gt;
== Reference ==&lt;br /&gt;
Esteve del Acebo, Mateu Sbert: Benford&amp;#039;s Law for Natural and Synthetic Images. In: László Neumann, Mateu Sbert, Bruce Gooch, Werner Purgathofer (Eds.): Eurographics Workshop on Computational Aesthetics. 2005. 169-176 &lt;br /&gt;
&lt;br /&gt;
== DOI ==&lt;br /&gt;
http://dx.doi.org/10.2312/COMPAESTH/COMPAESTH05/169-176&lt;br /&gt;
&lt;br /&gt;
== Abstract ==&lt;br /&gt;
Benford&amp;#039;s Law (also known as the First Digit Law) is well known in statistics of natural phenomena. It states that, when dealing with quantities obtained from Nature, the frequency of appearance of each digit in the first significant place is logarithmic. This law has been observed over a broad range of statistical phenomena. In this paper, we will explore its application to image analysis. We will show how light intensities in natural images, under certain constraints, obey this law closely. We will also show how light intensities in synthetic images follow this law whenever they are generated using physically realistic methods, and fail otherwise. Finally, we will study how transformations on the images affect the adjustment to the Law and how the fitting to the law is related to the fitting of the distribution of the raw intensities of the image to a power law.&lt;br /&gt;
&lt;br /&gt;
== Extended Abstract ==&lt;br /&gt;
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== Bibtex == &lt;br /&gt;
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== Used References ==&lt;br /&gt;
Suyash P. Awate , Ross T. Whitaker, Higher-Order Image Statistics for Unsupervised, Information-Theoretic, Adaptive, Image Filtering, Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR&amp;#039;05) - Volume 2, p.44-51, June 20-26, 2005  http://dx.doi.org/10.1109/CVPR.2005.176&lt;br /&gt;
&lt;br /&gt;
J. L. Barlow , E. H. Bareiss, On roundoff error distributions in floating point and logarithmic arithmetic, Computing, v.34 n.4, p.325-347, 1985  http://dx.doi.org/10.1007/BF02251833&lt;br /&gt;
&lt;br /&gt;
CHERNOFF H.: How to beat the massachusetts numbers game. Math. Intel. 3 (1981), 166-172.&lt;br /&gt;
&lt;br /&gt;
Francesc Castro , László Neumann , Mateu Sbert, Extended ambient term, Journal of Graphics Tools, v.5 n.4, p.1-7, Nov. 2000  http://dx.doi.org/10.1080/10867651.2000.10487527&lt;br /&gt;
&lt;br /&gt;
Philip Dutre , Kavita Bala , Philippe Bekaert, Advanced Global Illumination, A. K. Peters, Ltd., Natick, MA, 2002 http://dl.acm.org/citation.cfm?id=863241&amp;amp;CFID=588525319&amp;amp;CFTOKEN=29804931&lt;br /&gt;
&lt;br /&gt;
ERIK REINHARD P. S., TROSCIANKO T.: Natural image statistics for computer graphics. Research Report UUCS-01-002, School of Computing, University of Utah, Salt Lake City, Salt Lake City, UT 84112 USA, 2001.&lt;br /&gt;
&lt;br /&gt;
FELDSTEIN A., TURNER P.: Overflow, underflow and severe loss of significance in floating-point addition. IMA J. Numerical Analysis 6 (1986), 241-251.&lt;br /&gt;
&lt;br /&gt;
HILL T.: A statistical derivation of the significant-digit law. Statistical Science 10, 4 (1996), 354-363.&lt;br /&gt;
&lt;br /&gt;
Andrey Iones , Anton Krupkin , Mateu Sbert , Sergey Zhukov, Fast, Realistic Lighting for Video Games, IEEE Computer Graphics and Applications, v.23 n.3, p.54-64, May 2003  http://dx.doi.org/10.1109/MCG.2003.1198263&lt;br /&gt;
&lt;br /&gt;
Jean-Michel Jolion, Images and Benford&amp;#039;s Law, Journal of Mathematical Imaging and Vision, v.14 n.1, p.73-81, Feb. 2001  http://dx.doi.org/10.1023/A:1008363415314&lt;br /&gt;
&lt;br /&gt;
KNUTH D.: The art of computer programming. Vol. 2. Addison-Wesley. New York, 1969.&lt;br /&gt;
&lt;br /&gt;
NIGRINI M. J.: Note on the frequency of use of the diferent digits in natural numbers. The White Paper (1996).&lt;br /&gt;
&lt;br /&gt;
NIGRINI M. J., MITTERMAIER L. I.: The use of benford&amp;#039;s law as an aid in analytical procedures. Auditing: A Journal of Practice and Theory 16 (1997), 52-67.&lt;br /&gt;
&lt;br /&gt;
NIGRINI N., WOOD W.: Assessing the integrity of demographic tabulated data, 1995.&lt;br /&gt;
&lt;br /&gt;
The persistence of vision ray-tracer, http://www.povray.com.&lt;br /&gt;
&lt;br /&gt;
RAIMI R.: The first digit problem. American Mathematical Monthly 83 (1976), 521-538.&lt;br /&gt;
&lt;br /&gt;
P. Schatte, On mantissa distributions in computing and Benford&amp;#039;s law, Journal of Information Processing and Cybernetics, v.24 n.9, p.443-455, Sept. 1988 http://dl.acm.org/citation.cfm?id=56195&amp;amp;CFID=588525319&amp;amp;CFTOKEN=29804931&lt;br /&gt;
&lt;br /&gt;
SIMONCELLI E. P., OLSHAUSEN B. A.: Natural image statistics and neural representation. Annu. Rev. Neurosci. 24 (2001), 193-216.&lt;br /&gt;
  	&lt;br /&gt;
VARIAN H.: Benford&amp;#039;s law. Amer. Statician 23 (1972), 65-66. &lt;br /&gt;
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&lt;br /&gt;
== Links ==&lt;br /&gt;
=== Full Text === &lt;br /&gt;
[extern file]&lt;br /&gt;
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[[intern file]]&lt;br /&gt;
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=== Sonstige Links ===&lt;br /&gt;
http://dl.acm.org/citation.cfm?id=2381219.2381243&amp;amp;coll=DL&amp;amp;dl=GUIDE&amp;amp;CFID=588525319&amp;amp;CFTOKEN=29804931&lt;/div&gt;</summary>
		<author><name>Gbachelier</name></author>	</entry>

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