Iterative Methods: Faster Convergence Analysis

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Homework Help Overview

The discussion revolves around analyzing the convergence rates of iterative methods for finding roots, specifically focusing on theoretical aspects rather than computational methods. Participants are exploring how to determine which method converges faster based on their understanding of convergence theory.

Discussion Character

  • Exploratory, Conceptual clarification, Assumption checking

Approaches and Questions Raised

  • Participants express uncertainty about how to assess convergence rates without performing calculations. They discuss theoretical knowledge related to convergence, including references to Taylor expansions and fixed point iteration.

Discussion Status

Some participants are seeking clarification on the theoretical foundations of convergence rates, while others are sharing insights from their notes and textbooks. There is a recognition of the need for a deeper understanding of the concepts involved, but no consensus has been reached on the specific methods to apply.

Contextual Notes

Participants mention constraints such as limited notes on convergence rates and the requirement to base their analysis on theory alone, which may impact their ability to draw conclusions.

Firepanda
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http://img142.imageshack.us/img142/6899/asdaps7.jpg

I can't see how to do this at all, I can see how the methods come about easily enough, and of course find the root if needed and then show which converged faster. But I have nothing in my notes to hint me on how I can find which converges the fastest without working anything out..

Any ideas?

Thanks
 
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Well, it says "this question is based on theory only". Okay, what theory do you know?
 
HallsofIvy said:
Well, it says "this question is based on theory only". Okay, what theory do you know?

I know how to use the x0 close to the root to find an xn as an approximation the the root, also some notes on errors, but nothing on rate of convergence to the root.
 
Firepanda said:
http://img142.imageshack.us/img142/6899/asdaps7.jpg

I can't see how to do this at all, I can see how the methods come about easily enough, and of course find the root if needed and then show which converged faster. But I have nothing in my notes to hint me on how I can find which converges the fastest without working anything out..

Any ideas?

Thanks

You said you don't have anything in your notes about this. Is there something in your text (assuming you're using a textbook) that discusses convergence rates?
 
Last edited by a moderator:
Mark44 said:
You said you don't have anything in your notes about this. Is there something in your text (assuming you're using a textbook) that discusses convergence rates?

Basically in my notes I have a page titled 'Rate of convergence' which is all basically just a proof using the taylor expansion to show that Newtons method is a quadratic convergence.

I've just recently done more looking into it and everywhere says this under all google searches so I assume this is the only bit of theory I need to know?

In that case I'll take a wild stab in the dark and say the 1st equation has a faster rate as it seems liek the x^3 term would have a bigger impact on the next term than simply diving by x.
 
Anyone? I really can't get this and it seems like I should know it fundamentally to understand the method better.
 
Look-up "Fixed point iteration". In particular, what can said about the convergence rate realtive to the magnitude of the derivative of the iteration formula near the root. Compare the magnitude of the derivatives of these two functions over the domain.
 

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