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Series convergence |
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| Jun25-12, 04:57 PM | #1 |
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Series convergence
Hi, while reading some artificial intelligence book, i came upon the following sum. How can I evaluate it analytically, so not guess it by computing many terms? It's easy to see by ratio test that it converges (intuitively too, since its a linear vs exponential function).
[itex]\sum_{i=1}^\infty \frac{i}{2^i}[/itex] |
| Jun25-12, 04:59 PM | #2 |
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Do you know the sum of
[tex]\sum_{n=1}^{+\infty} x^n[/tex] for |x|<1 ?? Now take derivatives. |
| Jun25-12, 05:09 PM | #3 |
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[tex]\frac{1}{1-x}-1[/tex] But, how will the derivatives help? The i-th derivative with respect to x gives me: [tex]\sum_{n=1}^{\infty} \frac{n!}{(n-i)!}x^{n-i}[/tex] |
| Jun25-12, 06:49 PM | #4 |
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Series convergenceWhy would you take the i-th derivative if you were said "the derivative? I find that i as index pretty confussing and annoying, so I'll change it: [tex]\frac{1}{1-x}-1=\sum_{n=1}^\infty x^n\Longrightarrow \frac{1}{(1-x)^2}=\sum_{n=1}^\infty nx^{n-1}[/tex] and now just choose a convenient x within the convergence radius... DonAntonio |
| Jun26-12, 03:17 AM | #5 |
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I offer another way (not very rigorous, but still intuitive.)
The nth term of the sum can be written as [tex]\left(\frac{1}{2^n}+\frac{1}{2^n}...+\frac{1}{2^n}\right)[/tex] where we have the fraction repeated n times. Now look at this structure: 1/2 1/4+1/4 1/8+1/8+1/8 ............. Now sum columns instead of the rows! |
| Jun26-12, 03:50 AM | #6 |
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[tex]x^{n-1}=(1/2)^{n}[/tex] But then x will be a term dependent on n... |
| Jun26-12, 06:15 AM | #7 |
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...and thus [itex]\,\displaystyle{ x^{n-1}=\frac{1}{2}\left(\frac{1}{2}\right)^{n-1}}[/itex]...! And of course, taking off a factor of 0.5, x is a constant. DonAntonio |
| Jun26-12, 06:47 AM | #8 |
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