This Maple worksheet accompanies the papers:Di Nardo E., G. Guarino, D. Senato (2007), A new method for fast computing unbiased estimators of cumulants. In press Statistics and Computing.
http://www.springer.com/statistics/computational/journal/11222 (download from http://www.unibas.it/utenti/dinardo/lavori.html)Fast Maple algorithms for k-statistics, polykays
and their multivariate generalization E. Di Nardo*
elvira.dinardo@unibas.it
http://www.unibas.it/utenti/dinardo/home.html;
Tel: +39 0971205890, Fax: +39 0971205896G. Guarino**
giuseppe.guarino@asl2.potenza.itD. Senato*
domenico.senato@unibas.it
* Dipartimento di Matematica e Informatica, Universit\303\240 degli Studi della Basilicata,Viale dell'Ateneo Lucano n.10, 85100 Potenza, Italy**Medical Scool, Universit\303\240 del Sacro Cuore (Rome branch), Largo Agostino Gemelli n.8, 00168 Roma, Italy
<Text-field style="Heading 1" layout="Heading 1"> Introduction</Text-field>Abstract: We provide four algorithms to generate single and multivariate k-statistics and single and multivariate polykays. The computational times are very fast compared with the procedures available in the literature. Such speeding up is obtained through a symbolic method arising from the classical umbral calculus. The classical umbral calculus is a light syntax to manage sequences of numbers or polynomials, involving only elementary rules. The keystone of the procedures here introduced is the connection, achieved by a symbolic device, between cumulants of a random variable and a suitable compound Poisson random variable. Such a connection holds also for multivariate random variables.Application Areas/Subject: Combinatorics & algebraic methods in statistics.Keyword: umbral calculus, symmetric polynomials, set partitions, multiset, cumulants, k-statistics, polykays.See Also: Maple algorithm [3], [6]Remark: k-statistics, polykays and their multivariate generalization are commonly defined in terms of power sums, that are sums of the rth powers of the data points: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
<Text-field style="Heading 1" layout="Heading 1"> Initialization</Text-field>LUklbXJvd0c2Iy9JK21vZHVsZW5hbWVHNiJJLFR5cGVzZXR0aW5nR0koX3N5c2xpYkdGJzYlLUkjbWlHRiQ2I1EhRictRiM2Iy1GLDYlUShyZXN0YXJ0RicvJSdpdGFsaWNHUSV0cnVlRicvJSxtYXRodmFyaWFudEdRJ2l0YWxpY0YnRis=LUkld2l0aEc2IjYmSSljb21iaW5hdEdGJEkqcGFydGl0aW9uR0YkSSxtdWx0aW5vbWlhbEdGJEkqc3RpcmxpbmcyR0Yk
<Text-field style="Heading 1" layout="Heading 1"> k-statistics</Text-field>The nth k-statistic is the unique symmetric unbiased estimator of the cumulant LUklbXJvd0c2Iy9JK21vZHVsZW5hbWVHNiJJLFR5cGVzZXR0aW5nR0koX3N5c2xpYkdGJzYkLUklbXN1YkdGJDYlLUkjbWlHRiQ2JVEoJmthcHBhO0YnLyUnaXRhbGljR1EmZmFsc2VGJy8lLG1hdGh2YXJpYW50R1Enbm9ybWFsRictRiM2JC1GLzYlUSJuRicvRjNRJXRydWVGJy9GNlEnaXRhbGljRidGNS8lL3N1YnNjcmlwdHNoaWZ0R1EiMEYnRjU= of a given statistical distribution. LUklbXJvd0c2Iy9JK21vZHVsZW5hbWVHNiJJLFR5cGVzZXR0aW5nR0koX3N5c2xpYkdGJzYkLUklbXN1YkdGJDYlLUkjbWlHRiQ2JVEia0YnLyUnaXRhbGljR1EldHJ1ZUYnLyUsbWF0aHZhcmlhbnRHUSdpdGFsaWNGJy1GIzYkLUYvNiVRIm5GJ0YyRjUvRjZRJ25vcm1hbEYnLyUvc3Vic2NyaXB0c2hpZnRHUSIwRidGPQ== is defined so that E[LUklbXJvd0c2Iy9JK21vZHVsZW5hbWVHNiJJLFR5cGVzZXR0aW5nR0koX3N5c2xpYkdGJzYkLUklbXN1YkdGJDYlLUkjbWlHRiQ2JVEia0YnLyUnaXRhbGljR1EldHJ1ZUYnLyUsbWF0aHZhcmlhbnRHUSdpdGFsaWNGJy1GIzYkLUYvNiVRIm5GJ0YyRjUvRjZRJ25vcm1hbEYnLyUvc3Vic2NyaXB0c2hpZnRHUSIwRidGPQ==] = LUklbXJvd0c2Iy9JK21vZHVsZW5hbWVHNiJJLFR5cGVzZXR0aW5nR0koX3N5c2xpYkdGJzYkLUklbXN1YkdGJDYlLUkjbWlHRiQ2JVEoJmthcHBhO0YnLyUnaXRhbGljR1EmZmFsc2VGJy8lLG1hdGh2YXJpYW50R1Enbm9ybWFsRictRiM2JC1GLzYlUSJuRicvRjNRJXRydWVGJy9GNlEnaXRhbGljRidGNS8lL3N1YnNjcmlwdHNoaWZ0R1EiMEYnRjU=QyQ+SSttYWtlVGFiX3NzRzYiZio2I0kiTkdGJUYlRiVGJTcjLUkkc2VxRyUqcHJvdGVjdGVkRzYkNyQqKC1JKmZhY3RvcmlhbEdGLDYjOSQiIiItSSRtdWxHRiw2JComKS1GMTYjSSJ4R0YlLUkqbnVtYm9jY3VyR0YsNiRJInlHRiVGPEY0LUYxNiNGPUY0L0Y8PCMtSSNvcEdGLDYjRkAhIiItRjY2JCZJImtHRiU2I0kiaUdGJS9GTkZARjQtRjY2JCZJIlNHRiVGTUZPL0ZALUkqcGFydGl0aW9uR0YlRjJGJUYlRiVGSA==QyQ+SShtYWtlS19zRzYiZio2I0kiTkdGJUYlRiVGJTcjLUkkc2VxRyUqcHJvdGVjdGVkRzYkLyZJImtHRiU2I0kiaUdGJS1JJGFkZEdGLDYkKiotSSpzdGlybGluZzJHRiU2JEYySSJqR0YlIiIiKUkieEdGJUY6RjspISIiLCZGOkY7Rj9GO0Y7LUkqZmFjdG9yaWFsR0YsNiNGQEY7L0Y6O0Y7RjIvRjI7Rjs5JEYlRiVGJUY/QyQ+SSNmZEc2ImYqNiRJImpHRiVJImtHRiVGJUYlRiUtSSdleHBhbmRHJSpwcm90ZWN0ZWRHNiMtSSRtdWxHRiw2JCwoSSJuR0YlIiIiSSJpR0YlISIiOSVGNS9GNDsiIiEsJjkkRjNGNkY1RiVGJUYlRjU=QyQ+SSNrc0c2ImYqNiNJIk5HRiU2JEkidUdGJUkidkdGJUYlRiVDJT44JS1JJ2V4cGFuZEclKnByb3RlY3RlZEc2Iy1JJWV2YWxHRjE2JC1JK21ha2VUYWJfc3NHRiU2IzkkLUkobWFrZUtfc0dGJUY4PjgkNyMtSSRzZXFHRjE2JC8pSSJ4R0YlSSJpR0YlKigpISIiLCZGRSIiIkZIRkpGSi1JKmZhY3RvcmlhbEdGMTYjRklGSi1JI2ZkR0YlNiQsJkY5RkpGSEZKRkVGSi9GRTtGSkY5KiYtSSRhZGRHRjE2JComJkZENiNGSkZKJkZENiMiIiNGSi9GRC1GMDYjLUY0NiRGLkY9RkotSSRtdWxHRjE2JCwmSSJuR0YlRkpGREZIL0ZEOyIiIUZRRkhGJUYlRiVGSA==ExampleLUkja3NHNiI2IyIiJA==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
<Text-field style="Heading 2" layout="Heading 2"><Font bold="true" style="Text" family="Serif" size="14"> Example of k-statistics construction (</Font><Equation executable="false" style="2D Comment" input-equation="" display="LUklbXJvd0c2Iy9JK21vZHVsZW5hbWVHNiJJLFR5cGVzZXR0aW5nR0koX3N5c2xpYkdGJzYkLUklbXN1YkdGJDYlLUkjbWlHRiQ2JVEia0YnLyUnaXRhbGljR1EldHJ1ZUYnLyUsbWF0aHZhcmlhbnRHUSdpdGFsaWNGJy1GIzYkLUkjbW5HRiQ2JFEiM0YnL0Y2USdub3JtYWxGJ0Y+LyUvc3Vic2NyaXB0c2hpZnRHUSIwRidGPg==">LUklbXJvd0c2Iy9JK21vZHVsZW5hbWVHNiJJLFR5cGVzZXR0aW5nR0koX3N5c2xpYkdGJzYkLUklbXN1YkdGJDYlLUkjbWlHRiQ2JVEia0YnLyUnaXRhbGljR1EldHJ1ZUYnLyUsbWF0aHZhcmlhbnRHUSdpdGFsaWNGJy1GIzYkLUkjbW5HRiQ2JFEiM0YnL0Y2USdub3JtYWxGJ0Y+LyUvc3Vic2NyaXB0c2hpZnRHUSIwRidGPg==</Equation>) </Text-field>Pkkidkc2Ii1JK21ha2VUYWJfc3NHRiQ2IyIiJA==PkkidUc2Ii1JKG1ha2VLX3NHRiQ2IyIiJA==Pkkidkc2Ii1JJ2V4cGFuZEclKnByb3RlY3RlZEc2Iy1JJWV2YWxHRic2JEYjSSJ1R0YkPkkidUc2IjcjLUkkc2VxRyUqcHJvdGVjdGVkRzYkLylJInhHRiRJImlHRiQqKCkhIiIsJkYtIiIiRjBGMkYyLUkqZmFjdG9yaWFsR0YoNiNGMUYyLUkjZmRHRiQ2JC1JIitHRig2JCIiJEYwRi1GMi9GLTtGMkY8KiYtSSRhZGRHJSpwcm90ZWN0ZWRHNiQqJiZJInhHNiI2IyIiIkYsJkYpNiMiIiNGLC9GKS1JJ2V4cGFuZEdGJTYjLUklZXZhbEdGJTYkSSJ2R0YqSSJ1R0YqRiwtSSRtdWxHRiU2JCwmSSJuR0YqRixGKSEiIi9GKTsiIiEtSSIrR0YlNiQiIiRGPkY+Test previouse resultLUkja3NHNiI2IyIiJA==LUkmZXZhbGJHJSpwcm90ZWN0ZWRHNiMvSSIlRzYiSSMlJUdGKA==
<Text-field style="Heading 2" layout="Heading 2"> N<Font bold="true" style="Text" family="Serif" size="14">ote on "fd" function </Font> </Text-field>fd( x, y ): x is the lower factorial and y is the numbers of factors to delete from left of lower factorial expression.Example: the decreasing factorial LUklbXJvd0c2Iy9JK21vZHVsZW5hbWVHNiJJLFR5cGVzZXR0aW5nR0koX3N5c2xpYkdGJzYkLUklbXN1YkdGJDYlLUkjbWlHRiQ2JVEkKG4pRicvJSdpdGFsaWNHUSV0cnVlRicvJSxtYXRodmFyaWFudEdRJ2l0YWxpY0YnLUYjNiQtSSNtbkdGJDYkUSIzRicvRjZRJ25vcm1hbEYnRj4vJS9zdWJzY3JpcHRzaGlmdEdRIjBGJ0Y+ = n*(n-1)*(n-2)*(n-3)QyQtSSNmZEc2IjYkIiIkIiIhIiIiLUknZXhwYW5kRyUqcHJvdGVjdGVkRzYjKipJIm5HNiIiIiIsJkYnRikhIiJGKUYpLCZGJ0YpISIjRilGKSwmRidGKSEiJEYpRik=Deleting "n" from LUklbXJvd0c2Iy9JK21vZHVsZW5hbWVHNiJJLFR5cGVzZXR0aW5nR0koX3N5c2xpYkdGJzYkLUklbXN1YkdGJDYlLUkjbWlHRiQ2JVEkKG4pRicvJSdpdGFsaWNHUSV0cnVlRicvJSxtYXRodmFyaWFudEdRJ2l0YWxpY0YnLUYjNiQtSSNtbkdGJDYkUSIzRicvRjZRJ25vcm1hbEYnRj4vJS9zdWJzY3JpcHRzaGlmdEdRIjBGJ0Y+QyQtSSNmZEc2IjYkIiIkIiIiRig=LUknZXhwYW5kRyUqcHJvdGVjdGVkRzYjKigsJkkibkc2IiIiIiEiIkYqRiosJkYoRiohIiNGKkYqLCZGKEYqISIkRipGKg==Deleting "n*(n-1)" from LUklbXJvd0c2Iy9JK21vZHVsZW5hbWVHNiJJLFR5cGVzZXR0aW5nR0koX3N5c2xpYkdGJzYkLUklbXN1YkdGJDYlLUkjbWlHRiQ2JVEkKG4pRicvJSdpdGFsaWNHUSV0cnVlRicvJSxtYXRodmFyaWFudEdRJ2l0YWxpY0YnLUYjNiQtSSNtbkdGJDYkUSIzRicvRjZRJ25vcm1hbEYnRj4vJS9zdWJzY3JpcHRzaGlmdEdRIjBGJ0Y+QyQtSSNmZEc2IjYkIiIkIiIjIiIiLUknZXhwYW5kRyUqcHJvdGVjdGVkRzYjKiYsJkkibkc2IiIiIiEiI0YqRiosJkYoRiohIiRGKkYqRemark: if we want to calculate the following expression: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 have to compute:LUklbXJvd0c2Iy9JK21vZHVsZW5hbWVHNiJJLFR5cGVzZXR0aW5nR0koX3N5c2xpYkdGJzYmLUkjbWlHRiQ2I1EhRictRiM2J0YrLUYjNiYtSSZtZnJhY0dGJDYoLUYjNiYtRiw2JVEiQUYnLyUnaXRhbGljR1EldHJ1ZUYnLyUsbWF0aHZhcmlhbnRHUSdpdGFsaWNGJy1JI21vR0YkNi1RMSZJbnZpc2libGVUaW1lcztGJy9GP1Enbm9ybWFsRicvJSZmZW5jZUdRJmZhbHNlRicvJSpzZXBhcmF0b3JHRkkvJSlzdHJldGNoeUdGSS8lKnN5bW1ldHJpY0dGSS8lKGxhcmdlb3BHRkkvJS5tb3ZhYmxlbGltaXRzR0ZJLyUnYWNjZW50R0ZJLyUnbHNwYWNlR1EmMC4wZW1GJy8lJ3JzcGFjZUdGWC1JKG1mZW5jZWRHRiQ2JC1GIzYmLUYsNiVRIm5GJ0Y7Rj4tRkI2LVEoJm1pbnVzO0YnRkVGR0ZKRkxGTkZQRlJGVC9GV1EsMC4yMjIyMjIyZW1GJy9GWkZhby1JI21uR0YkNiRRIjJGJ0ZFRkVGRUZFLUYjNiQtSSVtc3ViR0YkNiUtRiw2JVEkKG4pRidGO0Y+LUYjNiQtRmRvNiRRIjNGJ0ZFRkUvJS9zdWJzY3JpcHRzaGlmdEdRIjBGJ0ZFLyUubGluZXRoaWNrbmVzc0dRIjFGJy8lK2Rlbm9tYWxpZ25HUSdjZW50ZXJGJy8lKW51bWFsaWduR0ZccS8lKWJldmVsbGVkR0ZJLUZCNi1RIitGJ0ZFRkdGSkZMRk5GUEZSRlRGYG9GYm8tRjQ2KC1GIzYkLUYsNiVRIkJGJ0Y7Rj5GRUZnb0ZncEZqcEZdcUZfcUZFLUZCNi1RIj1GJ0ZFRkdGSkZMRk5GUEZSRlQvRldRLDAuMjc3Nzc3OGVtRicvRlpGX3ItRjQ2KC1GIzYmRistRiM2J0YrRjZGYXFGaHFGRUYrRkVGZ29GZ3BGanBGXXFGX3FGRUYrRkU=where (LUklbXJvd0c2Iy9JK21vZHVsZW5hbWVHNiJJLFR5cGVzZXR0aW5nR0koX3N5c2xpYkdGJzYmLUkjbWlHRiQ2I1EhRictRiM2Ji1GLDYlUSJuRicvJSdpdGFsaWNHUSV0cnVlRicvJSxtYXRodmFyaWFudEdRJ2l0YWxpY0YnLUkjbW9HRiQ2LVEoJm1pbnVzO0YnL0Y4USdub3JtYWxGJy8lJmZlbmNlR1EmZmFsc2VGJy8lKnNlcGFyYXRvckdGQi8lKXN0cmV0Y2h5R0ZCLyUqc3ltbWV0cmljR0ZCLyUobGFyZ2VvcEdGQi8lLm1vdmFibGVsaW1pdHNHRkIvJSdhY2NlbnRHRkIvJSdsc3BhY2VHUSwwLjIyMjIyMjJlbUYnLyUncnNwYWNlR0ZRLUkjbW5HRiQ2JFEiMkYnRj5GPkYrRj4=) is obtained from LUklbXJvd0c2Iy9JK21vZHVsZW5hbWVHNiJJLFR5cGVzZXR0aW5nR0koX3N5c2xpYkdGJzYkLUklbXN1YkdGJDYlLUkjbWlHRiQ2JVEkKG4pRicvJSdpdGFsaWNHUSV0cnVlRicvJSxtYXRodmFyaWFudEdRJ2l0YWxpY0YnLUYjNiQtSSNtbkdGJDYkUSIzRicvRjZRJ25vcm1hbEYnRj4vJS9zdWJzY3JpcHRzaGlmdEdRIjBGJ0Y+ deleting the first two terms.Example: compare the results of the expressions computed with and without "fd" function.Without "fd" functionPkkiRkc2IiwmKihJIkFHRiQiIiJJIm5HRiQhIiIsJkYpRihGKkYoRipGKCoqSSJCR0YkRihGKUYqRitGKiwmRilGKCEiI0YoRipGKA==LUkpc2ltcGxpZnlHNiI2I0kiRkdGJA==PkkjUjFHNiIqJi1JKGNvbGxlY3RHRiQ2JS1JJm51bWVyRyUqcHJvdGVjdGVkRzYjSSJGR0YkPCRJIkFHRiRJIkJHRiRJLGRpc3RyaWJ1dGVkR0YkIiIiLUkmZGVub21HRitGLCEiIg==With "fd" function. This metod is used in functions generating k-statistics and polykays.LywmKihJIkFHNiIiIiItSSNmZEdGJjYkLUkiK0clKnByb3RlY3RlZEc2JCIiJCEiIiIiI0YnJkkkKG4pR0YmNiNGL0YwRicqJkkiQkdGJkYnRjJGMEYnKiYsJiomRiVGJ0YoRidGJ0Y2RidGJ0YyRjA=PkkiRkc2IiwmKiZJIkFHRiQiIiItSSNmZEdGJDYkLUkiK0clKnByb3RlY3RlZEc2JCIiJCEiIiIiI0YoRigqJkkiQkdGJEYoLUYqNiRGLEYwRihGKA==PkkjUjJHNiIqJkkiRkdGJCIiIi1JI2ZkR0YkNiQtSSIrRyUqcHJvdGVjdGVkRzYkIiIkISIiIiIhRjA=LUkpc2ltcGxpZnlHNiQlKnByb3RlY3RlZEdJKF9zeXNsaWJHNiI2IywmSSNSMUdGJyIiIkkjUjJHRichIiI=
<Text-field style="Heading 1" layout="Heading 1"> Polykays</Text-field>The symmetric statistic 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 is defined as E[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] = 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...where LUklbXJvd0c2Iy9JK21vZHVsZW5hbWVHNiJJLFR5cGVzZXR0aW5nR0koX3N5c2xpYkdGJzYkLUklbXN1YkdGJDYlLUkjbWlHRiQ2JVEoJmthcHBhO0YnLyUnaXRhbGljR1EmZmFsc2VGJy8lLG1hdGh2YXJpYW50R1Enbm9ybWFsRictRiM2JC1GLzYlUSJyRicvRjNRJXRydWVGJy9GNlEnaXRhbGljRidGNS8lL3N1YnNjcmlwdHNoaWZ0R1EiMEYnRjU= is a cumulant. These statistics called polykays generalize k-statistics.QyQ+SSptYWtlQ1RSX3NHNiJmKjYjSSJOR0YlRiVGJUYlNyMtSSRzZXFHJSpwcm90ZWN0ZWRHNiQvJkkia0dGJTYjSSJpR0YlLUkkYWRkR0YsNiQqLC1JJG11bEdGLDYkJkkjbXVHRiU2I0YwL0YwSSJ2R0YlIiIiKSEiIiwmLUklbm9wc0dGLDYjRj5GP0ZBRj9GPy1JKmZhY3RvcmlhbEdGLDYjRkJGPy1GR0YxRj8tRjg2JComKS1GRzYjSSJ4R0YlLUkqbnVtYm9jY3VyR0YsNiRGPkZQRj8tRkc2I0ZRRj8vRlA8Iy1JI29wR0YsRkVGQS9GPi1JKnBhcnRpdGlvbkdGJUYxL0YyO0Y/OSRGJUYlRiVGQQ==QyQ+SSdtYWtlTXVHNiJmKkYlNiZJInVHRiVJInZHRiVJIk5HRiVJI2V1R0YlRiVGJUMnPjgmLUkkYWRkRyUqcHJvdGVjdGVkRzYkSSJpR0YlL0YzOSI+OCc3Iy1JJHNlcUdGMTYkLyZJI211R0YlNiNGMyIiIi9GMztGQEYuQCUvOSNGQD44JDcjLUY6NiQ3IzcjSSJ4R0YlL0ZNLUkqcGFydGl0aW9uR0YlNiMmRjU2I0ZAPkZHNyMtRjo2JDcjLUY6NiRGTS9GTS1GUEY/RjQ+RkctSSNvcEdGMTYjLUYwNiQqKC1JJG11bEdGMTYkKiopISIiLCYtSSVub3BzR0YxRj9GQEZjb0ZARkAtSSpmYWN0b3JpYWxHRjE2I0Zkb0ZALUZfbzYkJkY+NiNJImtHRiUvRl5wRjNGQC1JJ2NvdW50UEdGJUY/RkAvRjM4JUZALUkjZmRHRiU2JCwmRi5GQEZjb0ZALUYwNiQtRmZvRl1wL0ZecEZjcEZALUZhcDYjNyMtRjo2JC1GaW5GP0ZicEZjby9GY3AtSSNpZkdGMTYlRkQtSSVjb21iR0YlNiVGR0ZANyI3I0ZmcS1GOjYkLy1JKXNpbXBsaWZ5RzYkRjFJKF9zeXNsaWJHRiU2IyomRmNwRkAtSSVldmFsR0YxNiRGY3BGN0Zjb0Zkci9GY3BGR0YlRiVGJUZjbw==QyQ+SSVjb21iRzYiZio2JUkiVkdGJUkkcHRyR0YlSSJZR0YlRiVGJUYlQyRAJC85JSwmLUklbm9wc0clKnByb3RlY3RlZEc2IzkkIiIiRjVGNU85Ji1JJHNlcUdGMjYkLUYkNiVGNCwmRi5GNUY1RjU3JC1JI29wR0YyNiNGN0kiTEdGJS9GQiZGNDYjRi5GJUYlRiUhIiI=QyQ+SSdjb3VudFBHNiJmKjYjSSJ1R0YlRiVGJUYlKiYtSSpmYWN0b3JpYWxHJSpwcm90ZWN0ZWRHNiMtSSRhZGRHRiw2JEkieEdGJS9GMTkkIiIiLUkkbXVsR0YsNiQqJilGMS1JKm51bWJvY2N1ckdGLDYkRjNGMUY0LUYrNiNGOkY0L0YxPCMtSSNvcEdGLDYjRjMhIiJGJUYlRiVGRA==QyQ+SSNwc0c2ImYqRiU2JUkidUdGJUkidkdGJUkiTkdGJUYlRiVDJj44Ji1JJGFkZEclKnByb3RlY3RlZEc2JEkieEdGJS9GMjkiPjgkLUknZXhwYW5kR0YwNiMtSSVldmFsR0YwNiQtSSttYWtlVGFiX3NzR0YlNiNGLS1JKm1ha2VDVFJfc0dGJUY/PjglLUY4NiMtRjs2JEY2NyQtSSdtYWtlTXVHRiU2I0Y0L0kjbXVHRiUiIiEqJi1GLzYkKiYmRjI2IyIiIkZVJkYyNiMiIiNGVS9GMkZDRlUtSSRtdWxHRjA2JCwmSSJuR0YlRlVGMiEiIi9GMjtGTiwmRi1GVUZpbkZVRmluRiVGJUYlRmluLUkjcHNHNiI2JCIiIyIiIg==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
<Text-field style="Heading 2" layout="Heading 2"><Font bold="true" style="Text" family="Serif" size="14"> Example of polykays construction (</Font><Equation executable="false" style="2D Comment" input-equation="" display="LUklbXJvd0c2Iy9JK21vZHVsZW5hbWVHNiJJLFR5cGVzZXR0aW5nR0koX3N5c2xpYkdGJzYkLUklbXN1YkdGJDYlLUkjbWlHRiQ2JVEia0YnLyUnaXRhbGljR1EldHJ1ZUYnLyUsbWF0aHZhcmlhbnRHUSdpdGFsaWNGJy1GIzYkLUYvNiVRJDI7MUYnRjJGNS9GNlEnbm9ybWFsRicvJS9zdWJzY3JpcHRzaGlmdEdRIjBGJ0Y9">LUklbXJvd0c2Iy9JK21vZHVsZW5hbWVHNiJJLFR5cGVzZXR0aW5nR0koX3N5c2xpYkdGJzYkLUklbXN1YkdGJDYlLUkjbWlHRiQ2JVEia0YnLyUnaXRhbGljR1EldHJ1ZUYnLyUsbWF0aHZhcmlhbnRHUSdpdGFsaWNGJy1GIzYkLUYvNiVRJDI7MUYnRjJGNS9GNlEnbm9ybWFsRicvJS9zdWJzY3JpcHRzaGlmdEdRIjBGJ0Y9</Equation>) </Text-field>Pkkidkc2Ii1JK21ha2VUYWJfc3NHRiQ2IyIiJA==PkkidUc2Ii1JKm1ha2VDVFJfc0dGJDYjIiIkPkkidUc2Ii1JJ2V4cGFuZEclKnByb3RlY3RlZEc2Iy1JJWV2YWxHRic2JEkidkdGJEYjPkkmdkV2YWxHNiI3JC1JJ21ha2VNdUdGJDYkIiIjIiIiL0kjbXVHRiQiIiE=Pkkidkc2Ii1JJ2V4cGFuZEclKnByb3RlY3RlZEc2Iy1JJWV2YWxHRic2JEkidUdGJEkmdkV2YWxHRiQ=KiYtSSRhZGRHJSpwcm90ZWN0ZWRHNiQqJiZJInhHNiI2IyIiIkYsJkYpNiMiIiNGLC9GKUkidkdGKkYsLUkkbXVsR0YlNiQsJkkibkdGKkYsRikhIiIvRik7IiIhLUkiK0dGJTYkIiIkRjdGNw==Test previous resultLUkjcHNHNiI2JCIiIyIiIg==LUkmZXZhbGJHJSpwcm90ZWN0ZWRHNiMvSSIlRzYiSSMlJUdGKA==
<Text-field style="Heading 1" layout="Heading 1"> Multiset subdivision</Text-field>The following algorithm function is used for listing all subdivision of a multiset. This algorithm is fully discussed in [3]Note: the algorithm is necessary for multivariate case. It is recalled only one time for every parameter input of the multivariate function. This speeds up the procedure. 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
<Text-field style="Heading 1" layout="Heading 1"> Multivariate k-statistics</Text-field>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LUkja21HNiI2JSIiIkYmRiY=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
<Text-field style="Heading 2" layout="Heading 2"><Font bold="true" style="Text" family="Serif" size="14"> Example of multivariate k-statistics construction (</Font><Equation executable="false" style="2D Comment" input-equation="" 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previous 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<Text-field style="Heading 1" layout="Heading 1"> Multivariate polykays</Text-field>QyQ+SSttYWtlVGFiX21tRzYiZipGJTYkSSN2UEdGJUkiVUdGJUYlRiVDJT44JS1JKG1ha2VUYWJHRiU2IzkiPjgkLUklc29ydEclKnByb3RlY3RlZEc2IzcjLUkjb3BHRjU2Iy1JJ2luZGV0c0dGNTYjRiw3Iy1JJHNlcUdGNTYkNyQqJi1JJG11bEdGNTYkJkkia0dGJTYjLUZANiQtSSdkZWdyZWVHRjU2JEkieEdGJSZGMjYjSSJpR0YlL0ZSOyIiIi1JJW5vcHNHRjU2I0YyL0ZPJkkieUdGJTYjRlVGVSZGZW42IyIiI0ZVLUZFNiQmSSJTR0YlRklGWS9GZW5GLEYlRiVGJSEiIg==QyQ+SSRjdHJHNiJmKkYlNiRJI3ZQR0YlSSJVR0YlRiVGJUMlPjglLUkobWFrZVRhYkdGJTYjOSI+OCQ3Iy1JJHNlcUclKnByb3RlY3RlZEc2JChJIlBHRiVJImlHRiUvRjo7IiIiOSMtSSRhZGRHRjY2JCoqJkkidkdGJTYjIiIjRj0pISIiLCYtSSVub3BzR0Y2NiMmRkQ2I0Y9Rj1GSEY9Rj0tSSpmYWN0b3JpYWxHRjY2I0ZJRj0tSSRtdWxHRjY2JCZJI211R0YlNiMtRjU2JC1JJ2RlZ3JlZUdGNjYkSSJ4R0YlJkYyNiNGOi9GOjtGPS1GSzYjRjIvRmduRk1GPS9GREYtRiVGJUYlRkg=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
<Text-field style="Heading 2" layout="Heading 2"><Font bold="true" style="Text" family="Serif" size="14"> Example of multivariate polykays construction (</Font><Equation executable="false" style="2D Comment" input-equation="" display="LUklbXJvd0c2Iy9JK21vZHVsZW5hbWVHNiJJLFR5cGVzZXR0aW5nR0koX3N5c2xpYkdGJzYkLUklbXN1YkdGJDYlLUkjbWlHRiQ2JVEia0YnLyUnaXRhbGljR1EldHJ1ZUYnLyUsbWF0aHZhcmlhbnRHUSdpdGFsaWNGJy1GIzYkLUYvNiVRKDEsMTsxLDBGJ0YyRjUvRjZRJ25vcm1hbEYnLyUvc3Vic2NyaXB0c2hpZnRHUSIwRidGPQ==">LUklbXJvd0c2Iy9JK21vZHVsZW5hbWVHNiJJLFR5cGVzZXR0aW5nR0koX3N5c2xpYkdGJzYkLUklbXN1YkdGJDYlLUkjbWlHRiQ2JVEia0YnLyUnaXRhbGljR1EldHJ1ZUYnLyUsbWF0aHZhcmlhbnRHUSdpdGFsaWNGJy1GIzYkLUYvNiVRKDEsMTsxLDBGJ0YyRjUvRjZRJ25vcm1hbEYnLyUvc3Vic2NyaXB0c2hpZnRHUSIwRidGPQ==</Equation>) </Text-field>M is the max order of elements in { [1,1],[1] }N is ( 1 + 1 ) + ( 1 ) 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If args = 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Note on function "ricVtab": for example with parameters [P1P2,P1] the function returns 1/2 [ where 1 is in vTab e 2 in vParts ] and computes fd(3-1, 2) [where 3-1 is N-1 and 2 is order of [P1P2, P1] block.LUklbXJvd0c2Iy9JK21vZHVsZW5hbWVHNiJJLFR5cGVzZXR0aW5nR0koX3N5c2xpYkdGJzYnLUkjbWlHRiQ2I1EhRictRiM2J0YrLUYjNictRiw2JVEldlRhYkYnLyUnaXRhbGljR1EldHJ1ZUYnLyUsbWF0aHZhcmlhbnRHUSdpdGFsaWNGJy1JI21vR0YkNi1RIzo9RicvRjpRJ25vcm1hbEYnLyUmZmVuY2VHUSZmYWxzZUYnLyUqc2VwYXJhdG9yR0ZELyUpc3RyZXRjaHlHRkQvJSpzeW1tZXRyaWNHRkQvJShsYXJnZW9wR0ZELyUubW92YWJsZWxpbWl0c0dGRC8lJ2FjY2VudEdGRC8lJ2xzcGFjZUdRLDAuMjc3Nzc3OGVtRicvJSdyc3BhY2VHRlMtSShtZmVuY2VkR0YkNiYtRiM2J0YrLUYjNictRiw2JVEkc2VxRidGNkY5LUY9Ni1RMCZBcHBseUZ1bmN0aW9uO0YnRkBGQkZFRkdGSUZLRk1GTy9GUlEmMC4wZW1GJy9GVUZeby1GVzYkLUYjNigtRlc2Ji1GIzYoLUklbXN1YkdGJDYlLUYsNiVRInhGJ0Y2RjktRiM2JS1JI21uR0YkNiRRIjFGJ0ZALyUrZXhlY3V0YWJsZUdGREZALyUvc3Vic2NyaXB0c2hpZnRHUSIwRictRj02LVEiLEYnRkBGQi9GRkY4RkdGSUZLRk1GT0Zdby9GVVEsMC4zMzMzMzMzZW1GJy1GIzYnLUYsNiVRKHJpY1Z0YWJGJ0Y2RjlGam4tRlc2JC1GIzYpRltwRmlwLUYsNiVRJ3ZQYXJ0c0YnRjZGOUZpcC1GYXA2JFEiM0YnRkBGZHBGQEZARmRwRkBGK0ZkcEZARkAvJSVvcGVuR1EiW0YnLyUmY2xvc2VHUSJdRidGaXAtRiM2J0ZbcC1GPTYtUSI9RidGQEZCRkVGR0ZJRktGTUZPRlFGVEYzRmRwRkBGK0ZkcEZARkBGZHBGQEYrRmRwRkBGQEZeckZhckZkcEZARitGZHBGQEYrRmRwRkA=LUklbXJvd0c2Iy9JK21vZHVsZW5hbWVHNiJJLFR5cGVzZXR0aW5nR0koX3N5c2xpYkdGJzYnLUkjbWlHRiQ2I1EhRictRiM2J0YrLUYjNictRiw2JVEmdkV2YWxGJy8lJ2l0YWxpY0dRJXRydWVGJy8lLG1hdGh2YXJpYW50R1EnaXRhbGljRictSSNtb0dGJDYtUSM6PUYnL0Y6USdub3JtYWxGJy8lJmZlbmNlR1EmZmFsc2VGJy8lKnNlcGFyYXRvckdGRC8lKXN0cmV0Y2h5R0ZELyUqc3ltbWV0cmljR0ZELyUobGFyZ2VvcEdGRC8lLm1vdmFibGVsaW1pdHNHRkQvJSdhY2NlbnRHRkQvJSdsc3BhY2VHUSwwLjI3Nzc3NzhlbUYnLyUncnNwYWNlR0ZTLUkobWZlbmNlZEdGJDYmLUYjNilGKy1GIzYnLUYsNiVRJHNlcUYnRjZGOS1GPTYtUTAmQXBwbHlGdW5jdGlvbjtGJ0ZARkJGRUZHRklGS0ZNRk8vRlJRJjAuMGVtRicvRlVGXm8tRlc2JC1GIzYpRistRiM2KEYrLUYjNictRiw2JVEkbXVsRidGNkY5RmpuLUZXNiQtRiM2KC1JJW1zdWJHRiQ2JS1GLDYlUScmIzk1NjtGJy9GN0ZERkAtRiM2J0YrLUYjNidGZ25Gam4tRlc2JC1GIzYpRistRiM2Jy1GLDYlUSdkZWdyZWVGJ0Y2RjlGam4tRlc2JC1GIzYnLUYsNiVRInhGJ0Y2RjktRj02LVEiLEYnRkBGQi9GRkY4RkdGSUZLRk1GT0Zdby9GVVEsMC4zMzMzMzMzZW1GJy1GYHA2JS1GLDYlUSN2UEYnRjZGOS1GIzYlLUYsNiVRImlGJ0Y2RjkvJStleGVjdXRhYmxlR0ZERkAvJS9zdWJzY3JpcHRzaGlmdEdRIjBGJ0ZqckZARkBGanJGQEZqcS1GIzYoRmdyLUY9Ni1RIj1GJ0ZARkJGRUZHRklGS0ZNRk9GUUZULUYjNigtSSNtbkdGJDYkUSIxRidGQC1GPTYtUSMuLkYnRkBGQkZFRkdGSUZLRk1GTy9GUlEsMC4yMjIyMjIyZW1GJ0Zfby1GIzYnLUYsNiVRJW5vcHNGJ0Y2RjlGam4tRlc2JC1GIzYlRmJyRmpyRkBGQEZqckZARitGanJGQEYrRmpyRkBGK0ZqckZARkBGanJGQEYrRmpyRkBGXHNGanEtRiM2J0ZncUZhcy1GYHA2JS1GLDYlUSJ5RidGNkY5LUYjNiVGZnNGanJGQEZcc0ZqckZARitGanJGQEZARmpyRkBGYXMtRmBwNiVGXHUtRiM2JS1GZ3M2JFEiMkYnRkBGanJGQEZcc0ZqckZARmpxLUYjNidGXHVGYXMtRiw2JVEldlRhYkYnRjZGOUZqckZARitGanJGQEZARmpyRkBGanEtRiM2J0ZicEZhcy1GZ3M2JFEiMEYnRkBGanJGQEYrRmpyRkBGQC8lJW9wZW5HUSJbRicvJSZjbG9zZUdRIl1GJ0ZqckZARitGanJGQEYrRmpyRkA=LUklbXJvd0c2Iy9JK21vZHVsZW5hbWVHNiJJLFR5cGVzZXR0aW5nR0koX3N5c2xpYkdGJzYnLUkjbWlHRiQ2I1EhRictRiM2JS1JJm1mcmFjR0YkNigtRiM2J0YrLUYjNictRiw2JVEkYWRkRicvJSdpdGFsaWNHUSV0cnVlRicvJSxtYXRodmFyaWFudEdRJ2l0YWxpY0YnLUkjbW9HRiQ2LVEwJkFwcGx5RnVuY3Rpb247RicvRj9RJ25vcm1hbEYnLyUmZmVuY2VHUSZmYWxzZUYnLyUqc2VwYXJhdG9yR0ZJLyUpc3RyZXRjaHlHRkkvJSpzeW1tZXRyaWNHRkkvJShsYXJnZW9wR0ZJLyUubW92YWJsZWxpbWl0c0dGSS8lJ2FjY2VudEdGSS8lJ2xzcGFjZUdRJjAuMGVtRicvJSdyc3BhY2VHRlgtSShtZmVuY2VkR0YkNiQtRiM2KUYrLUYjNiYtSSVtc3ViR0YkNiUtRiw2JVEieEYnRjtGPi1GIzYlLUkjbW5HRiQ2JFEiMUYnRkUvJStleGVjdXRhYmxlR0ZJRkUvJS9zdWJzY3JpcHRzaGlmdEdRIjBGJy1GQjYtUTEmSW52aXNpYmxlVGltZXM7RidGRUZHRkpGTEZORlBGUkZURlZGWS1GXW82JUZfby1GIzYlLUZlbzYkUSIyRidGRUZob0ZFRmpvRkUtRkI2LVEiLEYnRkVGRy9GS0Y9RkxGTkZQRlJGVEZWL0ZaUSwwLjMzMzMzMzNlbUYnLUYjNihGX28tRkI2LVEiPUYnRkVGR0ZKRkxGTkZQRlJGVC9GV1EsMC4yNzc3Nzc4ZW1GJy9GWkZjcS1GIzYnLUYsNiVRJWV2YWxGJ0Y7Rj5GQS1GZm42JC1GIzYnLUYsNiVRInZGJ0Y7Rj5GZ3AtRiw2JVEmdkV2YWxGJ0Y7Rj5GaG9GRUZFRmhvRkVGK0Zob0ZFRitGaG9GRUZFRmhvRkVGK0Zob0ZFLUYjNidGKy1GIzYnLUYsNiVRJG11bEYnRjtGPkZBLUZmbjYkLUYjNilGKy1GIzYmLUYsNiVRIm5GJ0Y7Rj4tRkI2LVEoJm1pbnVzO0YnRkVGR0ZKRkxGTkZQRlJGVC9GV1EsMC4yMjIyMjIyZW1GJy9GWkZoc0Zfb0ZFRmdwLUYjNihGX29GX3EtRiM2KC1GZW82JFEiMEYnRkUtRkI2LVEjLi5GJ0ZFRkdGSkZMRk5GUEZSRlRGZ3NGWS1GIzYmLUYsNiVRIk5GJ0Y7Rj5GZHNGZG9GRUYrRmhvRkVGK0Zob0ZFRitGaG9GRUZFRmhvRkVGK0Zob0ZFLyUubGluZXRoaWNrbmVzc0dRIjFGJy8lK2Rlbm9tYWxpZ25HUSdjZW50ZXJGJy8lKW51bWFsaWduR0ZedS8lKWJldmVsbGVkR0ZJRmhvRkVGK0Zob0ZFTest previous 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
<Text-field style="Heading 1" layout="Heading 1">Master function "polyk" for manage all cases</Text-field>This function allows us to recall all functions for generate k-statistics, polykays and their multivariate generalizzations
The input is the following:- for generate k-statistics LUklbXJvd0c2Iy9JK21vZHVsZW5hbWVHNiJJLFR5cGVzZXR0aW5nR0koX3N5c2xpYkdGJzYkLUklbXN1YkdGJDYlLUkjbWlHRiQ2JVEia0YnLyUnaXRhbGljR1EldHJ1ZUYnLyUsbWF0aHZhcmlhbnRHUSdpdGFsaWNGJy1GIzYkLUYvNiVRInJGJ0YyRjUvRjZRJ25vcm1hbEYnLyUvc3Vic2NyaXB0c2hpZnRHUSIwRidGPQ== the parameter is: [ r ]- for generate polykays LUklbXJvd0c2Iy9JK21vZHVsZW5hbWVHNiJJLFR5cGVzZXR0aW5nR0koX3N5c2xpYkdGJzYkLUklbXN1YkdGJDYlLUkjbWlHRiQ2JVEia0YnLyUnaXRhbGljR1EldHJ1ZUYnLyUsbWF0aHZhcmlhbnRHUSdpdGFsaWNGJy1GIzYkLUYvNiVRJHI7c0YnRjJGNS9GNlEnbm9ybWFsRicvJS9zdWJzY3JpcHRzaGlmdEdRIjBGJ0Y9 the parameter is: [ r ], [ s ] - for generate multivariate k-statistics LUklbXJvd0c2Iy9JK21vZHVsZW5hbWVHNiJJLFR5cGVzZXR0aW5nR0koX3N5c2xpYkdGJzYkLUklbXN1YkdGJDYlLUkjbWlHRiQ2JVEia0YnLyUnaXRhbGljR1EldHJ1ZUYnLyUsbWF0aHZhcmlhbnRHUSdpdGFsaWNGJy1GIzYmLUYvNiVRInJGJ0YyRjUtSSNtb0dGJDYtUSIsRicvRjZRJ25vcm1hbEYnLyUmZmVuY2VHUSZmYWxzZUYnLyUqc2VwYXJhdG9yR0Y0LyUpc3RyZXRjaHlHRkUvJSpzeW1tZXRyaWNHRkUvJShsYXJnZW9wR0ZFLyUubW92YWJsZWxpbWl0c0dGRS8lJ2FjY2VudEdGRS8lJ2xzcGFjZUdRJjAuMGVtRicvJSdyc3BhY2VHUSwwLjMzMzMzMzNlbUYnLUYvNiVRInNGJ0YyRjVGQS8lL3N1YnNjcmlwdHNoaWZ0R1EiMEYnRkE= the parameter is: [ r, s ] - for generate multivariate polykays LUklbXJvd0c2Iy9JK21vZHVsZW5hbWVHNiJJLFR5cGVzZXR0aW5nR0koX3N5c2xpYkdGJzYkLUklbXN1YkdGJDYlLUkjbWlHRiQ2JVEia0YnLyUnaXRhbGljR1EldHJ1ZUYnLyUsbWF0aHZhcmlhbnRHUSdpdGFsaWNGJy1GIzYkLUYvNiVRKXIsczt+dSx2RidGMkY1L0Y2USdub3JtYWxGJy8lL3N1YnNjcmlwdHNoaWZ0R1EiMEYnRj0= the parameter is: [ r, s ], [ u, v] 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
<Text-field style="Heading 1" layout="Heading 1"> Replacing symbols with numerical data</Text-field>
Sums of the rth powers of the data points:QyQ+SSVwb3dTRzYiZipGJUYlRiVGJUAlLzkjIiIiLUkkU3VtR0YlNiQpJi5JIlhHRiU2I0kiaUdGJSY5IjYjRiovRjM7RiouSSJuR0YlLUYsNiQtSSRtdWxHJSpwcm90ZWN0ZWRHNiQpJkYwNiRGM0kiakdGJSZGNTYjRkQvRkQ7RipGKUY3RiVGJUYlISIiExampleLUklcG93U0c2IjYlIiImIiIkIiIiQyQtSSVwb3dTRzYiNiMiIioiIiI=This function allows us to process a k-statistic or polykay replacing the simbols with numerical data. The parameter is the following:- for generate k-statistics LUklbXJvd0c2Iy9JK21vZHVsZW5hbWVHNiJJLFR5cGVzZXR0aW5nR0koX3N5c2xpYkdGJzYkLUklbXN1YkdGJDYlLUkjbWlHRiQ2JVEia0YnLyUnaXRhbGljR1EldHJ1ZUYnLyUsbWF0aHZhcmlhbnRHUSdpdGFsaWNGJy1GIzYkLUYvNiVRInJGJ0YyRjUvRjZRJ25vcm1hbEYnLyUvc3Vic2NyaXB0c2hpZnRHUSIwRidGPQ== the parameter is: [ r ], [ [ n1, n2, ...] ] - for generate polykays LUklbXJvd0c2Iy9JK21vZHVsZW5hbWVHNiJJLFR5cGVzZXR0aW5nR0koX3N5c2xpYkdGJzYkLUklbXN1YkdGJDYlLUkjbWlHRiQ2JVEia0YnLyUnaXRhbGljR1EldHJ1ZUYnLyUsbWF0aHZhcmlhbnRHUSdpdGFsaWNGJy1GIzYkLUYvNiVRJHI7c0YnRjJGNS9GNlEnbm9ybWFsRicvJS9zdWJzY3JpcHRzaGlmdEdRIjBGJ0Y9 the parameter is: [ [ r ], [ s ] ], [ [ n1, n2, ...] ] - for generate multivariate k-statistics LUklbXJvd0c2Iy9JK21vZHVsZW5hbWVHNiJJLFR5cGVzZXR0aW5nR0koX3N5c2xpYkdGJzYkLUklbXN1YkdGJDYlLUkjbWlHRiQ2JVEia0YnLyUnaXRhbGljR1EldHJ1ZUYnLyUsbWF0aHZhcmlhbnRHUSdpdGFsaWNGJy1GIzYmLUYvNiVRInJGJ0YyRjUtSSNtb0dGJDYtUSIsRicvRjZRJ25vcm1hbEYnLyUmZmVuY2VHUSZmYWxzZUYnLyUqc2VwYXJhdG9yR0Y0LyUpc3RyZXRjaHlHRkUvJSpzeW1tZXRyaWNHRkUvJShsYXJnZW9wR0ZFLyUubW92YWJsZWxpbWl0c0dGRS8lJ2FjY2VudEdGRS8lJ2xzcGFjZUdRJjAuMGVtRicvJSdyc3BhY2VHUSwwLjMzMzMzMzNlbUYnLUYvNiVRInNGJ0YyRjVGQS8lL3N1YnNjcmlwdHNoaWZ0R1EiMEYnRkE= the parameter is: [ [ r , s ] ], [ [ n1a, n2a], [ n1b, n2b] , ... ] - for generate multivariate polykays LUklbXJvd0c2Iy9JK21vZHVsZW5hbWVHNiJJLFR5cGVzZXR0aW5nR0koX3N5c2xpYkdGJzYkLUklbXN1YkdGJDYlLUkjbWlHRiQ2JVEia0YnLyUnaXRhbGljR1EldHJ1ZUYnLyUsbWF0aHZhcmlhbnRHUSdpdGFsaWNGJy1GIzYkLUYvNiVRKXIsczt+dSx2RidGMkY1L0Y2USdub3JtYWxGJy8lL3N1YnNjcmlwdHNoaWZ0R1EiMEYnRj0= the parameter is: [ [ r , s ], [ u , v] ], [ [ n1a, n2a], [ n1b, n2b] , ... ] 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: k-statistics and 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The estimator for the mean is given by 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The estimator for the variance is given by 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The estimator for the skewness is given by LUklbXJvd0c2Iy9JK21vZHVsZW5hbWVHNiJJLFR5cGVzZXR0aW5nR0koX3N5c2xpYkdGJzYkLUklbXN1YkdGJDYlLUkjbWlHRiQ2JVEia0YnLyUnaXRhbGljR1EldHJ1ZUYnLyUsbWF0aHZhcmlhbnRHUSdpdGFsaWNGJy1GIzYkLUkjbW5HRiQ2JFEiM0YnL0Y2USdub3JtYWxGJ0Y+LyUvc3Vic2NyaXB0c2hpZnRHUSIwRidGPg== / LUklbXJvd0c2Iy9JK21vZHVsZW5hbWVHNiJJLFR5cGVzZXR0aW5nR0koX3N5c2xpYkdGJzYkLUkmbXNxcnRHRiQ2Iy1GIzYkLUkobXN1YnN1cEdGJDYnLUkjbWlHRiQ2JVEia0YnLyUnaXRhbGljR1EldHJ1ZUYnLyUsbWF0aHZhcmlhbnRHUSdpdGFsaWNGJy1GIzYkLUkjbW5HRiQ2JFEiMkYnL0Y7USdub3JtYWxGJ0ZDLUZANiRRIjNGJ0ZDLyUxc3VwZXJzY3JpcHRzaGlmdEdRIjBGJy8lL3N1YnNjcmlwdHNoaWZ0R0ZKRkNGQw==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 estimator for the kurtosis is given by LUklbXJvd0c2Iy9JK21vZHVsZW5hbWVHNiJJLFR5cGVzZXR0aW5nR0koX3N5c2xpYkdGJzYkLUklbXN1YkdGJDYlLUkjbWlHRiQ2JVEia0YnLyUnaXRhbGljR1EldHJ1ZUYnLyUsbWF0aHZhcmlhbnRHUSdpdGFsaWNGJy1GIzYkLUkjbW5HRiQ2JFEiNEYnL0Y2USdub3JtYWxGJ0Y+LyUvc3Vic2NyaXB0c2hpZnRHUSIwRidGPg== / LUklbXJvd0c2Iy9JK21vZHVsZW5hbWVHNiJJLFR5cGVzZXR0aW5nR0koX3N5c2xpYkdGJzYmLUkjbWlHRiQ2I1EhRictRiM2JC1JKG1zdWJzdXBHRiQ2Jy1GLDYlUSJrRicvJSdpdGFsaWNHUSV0cnVlRicvJSxtYXRodmFyaWFudEdRJ2l0YWxpY0YnLUYjNiQtSSNtbkdGJDYkUSIyRicvRjtRJ25vcm1hbEYnRkNGPy8lMXN1cGVyc2NyaXB0c2hpZnRHUSIwRicvJS9zdWJzY3JpcHRzaGlmdEdGR0ZDRitGQw==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 estimator for the 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 is given by 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Examples: multivariate k-ktatistics and multivariate 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The estimator for the LUklbXJvd0c2Iy9JK21vZHVsZW5hbWVHNiJJLFR5cGVzZXR0aW5nR0koX3N5c2xpYkdGJzYkLUklbXN1YkdGJDYlLUkjbWlHRiQ2JVEoJmthcHBhO0YnLyUnaXRhbGljR1EmZmFsc2VGJy8lLG1hdGh2YXJpYW50R1Enbm9ybWFsRictRiM2Ji1JI21uR0YkNiRRIjJGJ0Y1LUkjbW9HRiQ2LVEiLEYnRjUvJSZmZW5jZUdGNC8lKnNlcGFyYXRvckdRJXRydWVGJy8lKXN0cmV0Y2h5R0Y0LyUqc3ltbWV0cmljR0Y0LyUobGFyZ2VvcEdGNC8lLm1vdmFibGVsaW1pdHNHRjQvJSdhY2NlbnRHRjQvJSdsc3BhY2VHUSYwLjBlbUYnLyUncnNwYWNlR1EsMC4zMzMzMzMzZW1GJy1GOzYkUSIxRidGNUY1LyUvc3Vic2NyaXB0c2hpZnRHUSIwRidGNQ== is given by 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The estimator for the LUklbXJvd0c2Iy9JK21vZHVsZW5hbWVHNiJJLFR5cGVzZXR0aW5nR0koX3N5c2xpYkdGJzYkLUklbXN1YkdGJDYlLUkjbWlHRiQ2JVEoJmthcHBhO0YnLyUnaXRhbGljR1EmZmFsc2VGJy8lLG1hdGh2YXJpYW50R1Enbm9ybWFsRictRiM2Ji1JI21uR0YkNiRRIjJGJ0Y1LUkjbW9HRiQ2LVEiLEYnRjUvJSZmZW5jZUdGNC8lKnNlcGFyYXRvckdRJXRydWVGJy8lKXN0cmV0Y2h5R0Y0LyUqc3ltbWV0cmljR0Y0LyUobGFyZ2VvcEdGNC8lLm1vdmFibGVsaW1pdHNHRjQvJSdhY2NlbnRHRjQvJSdsc3BhY2VHUSYwLjBlbUYnLyUncnNwYWNlR1EsMC4zMzMzMzMzZW1GJy1GOzYkUSIxRidGNUY1LyUvc3Vic2NyaXB0c2hpZnRHUSIwRidGNQ==LUklbXJvd0c2Iy9JK21vZHVsZW5hbWVHNiJJLFR5cGVzZXR0aW5nR0koX3N5c2xpYkdGJzYkLUklbXN1YkdGJDYlLUkjbWlHRiQ2JVEoJmthcHBhO0YnLyUnaXRhbGljR1EmZmFsc2VGJy8lLG1hdGh2YXJpYW50R1Enbm9ybWFsRictRiM2Ji1JI21uR0YkNiRRIjFGJ0Y1LUkjbW9HRiQ2LVEiLEYnRjUvJSZmZW5jZUdGNC8lKnNlcGFyYXRvckdRJXRydWVGJy8lKXN0cmV0Y2h5R0Y0LyUqc3ltbWV0cmljR0Y0LyUobGFyZ2VvcEdGNC8lLm1vdmFibGVsaW1pdHNHRjQvJSdhY2NlbnRHRjQvJSdsc3BhY2VHUSYwLjBlbUYnLyUncnNwYWNlR1EsMC4zMzMzMzMzZW1GJy1GOzYkUSIwRidGNUY1LyUvc3Vic2NyaXB0c2hpZnRHUSIwRidGNQ==is given by 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 estimator for the LUklbXJvd0c2Iy9JK21vZHVsZW5hbWVHNiJJLFR5cGVzZXR0aW5nR0koX3N5c2xpYkdGJzYkLUklbXN1YkdGJDYlLUkjbWlHRiQ2JVEoJmthcHBhO0YnLyUnaXRhbGljR1EmZmFsc2VGJy8lLG1hdGh2YXJpYW50R1Enbm9ybWFsRictRiM2Ji1JI21uR0YkNiRRIjJGJ0Y1LUkjbW9HRiQ2LVEiLEYnRjUvJSZmZW5jZUdGNC8lKnNlcGFyYXRvckdRJXRydWVGJy8lKXN0cmV0Y2h5R0Y0LyUqc3ltbWV0cmljR0Y0LyUobGFyZ2VvcEdGNC8lLm1vdmFibGVsaW1pdHNHRjQvJSdhY2NlbnRHRjQvJSdsc3BhY2VHUSYwLjBlbUYnLyUncnNwYWNlR1EsMC4zMzMzMzMzZW1GJy1GOzYkUSIxRidGNUY1LyUvc3Vic2NyaXB0c2hpZnRHUSIwRidGNQ==LUklbXJvd0c2Iy9JK21vZHVsZW5hbWVHNiJJLFR5cGVzZXR0aW5nR0koX3N5c2xpYkdGJzYkLUklbXN1YkdGJDYlLUkjbWlHRiQ2JVEoJmthcHBhO0YnLyUnaXRhbGljR1EmZmFsc2VGJy8lLG1hdGh2YXJpYW50R1Enbm9ybWFsRictRiM2Ji1JI21uR0YkNiRRIjJGJ0Y1LUkjbW9HRiQ2LVEiLEYnRjUvJSZmZW5jZUdGNC8lKnNlcGFyYXRvckdRJXRydWVGJy8lKXN0cmV0Y2h5R0Y0LyUqc3ltbWV0cmljR0Y0LyUobGFyZ2VvcEdGNC8lLm1vdmFibGVsaW1pdHNHRjQvJSdhY2NlbnRHRjQvJSdsc3BhY2VHUSYwLjBlbUYnLyUncnNwYWNlR1EsMC4zMzMzMzMzZW1GJy1GOzYkUSIwRidGNUY1LyUvc3Vic2NyaXB0c2hpZnRHUSIwRidGNQ==LUklbXJvd0c2Iy9JK21vZHVsZW5hbWVHNiJJLFR5cGVzZXR0aW5nR0koX3N5c2xpYkdGJzYkLUklbXN1YkdGJDYlLUkjbWlHRiQ2JVEoJmthcHBhO0YnLyUnaXRhbGljR1EmZmFsc2VGJy8lLG1hdGh2YXJpYW50R1Enbm9ybWFsRictRiM2Ji1JI21uR0YkNiRRIjFGJ0Y1LUkjbW9HRiQ2LVEiLEYnRjUvJSZmZW5jZUdGNC8lKnNlcGFyYXRvckdRJXRydWVGJy8lKXN0cmV0Y2h5R0Y0LyUqc3ltbWV0cmljR0Y0LyUobGFyZ2VvcEdGNC8lLm1vdmFibGVsaW1pdHNHRjQvJSdhY2NlbnRHRjQvJSdsc3BhY2VHUSYwLjBlbUYnLyUncnNwYWNlR1EsMC4zMzMzMzMzZW1GJy1GOzYkUSIwRidGNUY1LyUvc3Vic2NyaXB0c2hpZnRHUSIwRidGNQ==is given by 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
<Text-field style="Heading 1" layout="Heading 1"> Conclusions</Text-field>Tables 1 and 2 show computational times of three procedures, implementing algorithms to express single and multivariate k-statistics and single and multivariate polykays. The first one, which we call AS algorithms, has been implemented in Mathematica and refers to procedures explained in [7] - availables on the web page http://www.utstat.toronto.edu/david/trans.7.nb. The second one refers to the package MathStatica [8]. Note that in this package, there are no procedures devoted to multivariate polykays. The third procedure, named Fast algorithms has been implemented in Maple 10.x by using the results explained in [5]. The procedure to compute subdivisions of multisets have been described with a wealth of details in [3] and [4].
Above all, comparing our procedures with the more speed ones of MathStatica, it is evident the improvement in computational times. Let us remark that, for all the considered procedures, the results are in the same output form and have been evaluated on the same platform.
All tasks have been performed on a PC Pentium(R)4 Intel(R), CPU 3.00 Ghz, 480MB Ram.
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1Comparison of computational times for k-statistics and polykays. Missed computational times "means greater than 20 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2Comparison of computational times for multivariate k-statistics and multivariate polykays. For AS Algorithms, missed computational times means "greater than 20 houres". For MathStatica, missed computational times means "procedures not available".
<Text-field style="Heading 1" layout="Heading 1"> References</Text-field>[1] Di Nardo E., G. Guarino, D. Senato (2008) A Maple algorithm for polykays and their generalizations. Adv. Appl. Stat. Vol. 8, No. 1, 19 - 36, http://www.pphmj.com/journals/adas.htm.
[2] Di Nardo E., G. Guarino, D. Senato (2008) An unifying framework for k-statistics, polykays and their generalizations. Bernoulli. Vol. 14(2), 440-468. Official Journal of the Bernoulli Society for Mathematical Statistics and Probability, http://isi.cbs.nl/bernoulli/, (download from http://www.unibas.it/utenti/dinardo/lavori.html)
[3] Di Nardo E., G. Guarino, D. Senato, Multiset Subdivision, source Maple algorithm located in www.maplesoft.com (submitted)
[4] Di Nardo E., G. Guarino, D. Senato (2008) Symbolic computation of moments of sampling distributions. Comp. Stat. Data Analysis Vol. 52, no. 11, 4909-4922, (download from http://arxiv.org/PS_cache/arxiv/pdf/0806/0806.0129v1.pdf or http://www.unibas.it/utenti/dinardo/lavori.html)[5] Di Nardo E., G. Guarino, D. Senato (2007), A new method for fast computing unbiased estimators of cumulants. In press Statistics and Computing. http://www.springer.com/statistics/computational/journal/11222 (download from http://www.unibas.it/utenti/dinardo/lavori.html)[6] Di Nardo E., G. Guarino, D. Senato, A Maple algorithm for k-statistics, polykays and their multivariate generalization, source Maple algorithm located in www.maplesoft.com (submitted)[7] D. F. Andrews and J. E. Stafford Symbolic computation for statistical inference :. Oxford Statistical Science Series, 21. Oxford University Press, Oxford, 2000.[8] C. Rose and M. D. Smith, Mathematical Statistics with Mathematica:, Spinger Verlag, New York, 2002.
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