Math With AmarA C A D E M Y

Graduate · Extension · 20 minute lesson

Turn a contraction into a certified iterative solver

Check a contraction constant and derive a computable error bound.

Lesson 26 of 40 in Graduate. Take the time you need; the lesson estimate is a guide.

Jump to practice

Learn with Amar

Teaching video

A teaching recording for this chapter has not been published yet. Start with the worked example below and explore the related animations where available.

Graduate chapters and video availability

01 · Read and understand

What you will learn

  • Check a contraction constant and derive a computable error bound.
  • Justify the conclusion "|xₙ−1|≤3⁻ⁿ|x₀−1|" using the stated assumptions.

Before you start

Complete metric spaces and geometric series.

Keep paper nearby. Read the question once for the context, then again to identify what is known and what you need to find.

Start with a question

For T(x)=(x+2)/3 on R, prove convergence of xₙ₊₁=T(xₙ) to its fixed point.

Why this math matters

Check a contraction constant and derive a computable error bound. This worked micro-lesson connects a precise mathematical condition to a conclusion you can check. The transfer task asks you to change the setting and decide which parts of the reasoning still apply.

An advanced mathematics workspace with geometric models and research notes
Make a representation of your own.Sketch the quantities or relationships in this question before working through the solution. The cover image sets the learning scene; it does not show this problem’s exact values.

Set up the model

A useful answer starts with clear assumptions:

  • The iteration is performed on all of R.
  • The contraction constant is uniformly below one.

02 · Work through the example

Follow the reasoning, one step at a time.

Try to predict the next step before reading it. After each calculation, explain why the operation makes sense and how it helps answer the original question.

AI-edited portrait of Amar

Work through it with Amar

See this example unfold.

The complete worked example, one idea at a time.

Text-led walkthrough · no audioAmar’s portrait was edited with AI.

Turn a contraction into a certified iterative solver

Paused

Question: Start with the question. Paused.

Question

Start with the question

For T(x)=(x+2)/3 on R, prove convergence of xₙ₊₁=T(xₙ) to its fixed point.

Before you calculate

Read what is known and what you need to find. Make a prediction before moving to the first calculation.

Starts paused. Play advances through the full text at a reading pace; pause whenever you need more time. Previous, Next, and the phase buttons let you set your own pace. Playback pauses when this walkthrough leaves the screen or you switch tabs.

Your device’s reduced-motion setting keeps each phase still. Manual controls remain available. The full written solution stays below.

  1. Build the model

    |T(x)−T(y)|=|x−y|/3

    The map is a contraction with constant q=1/3 on a complete space.

  2. Work through the mathematics

    x*=T(x*) gives x*=1

    Solve the fixed-point equation to identify the unique candidate.

  3. Check the conclusion

    |xₙ−1|≤3⁻ⁿ|x₀−1|

    Repeated contraction proves convergence and gives an explicit a priori error bound.

The result

|xₙ−1|≤3⁻ⁿ|x₀−1|

Repeated contraction proves convergence and gives an explicit a priori error bound.

Common mistakes to catch

  • Having a fixed point alone does not imply every iteration converges.
  • A local derivative estimate is not automatically a global contraction bound.

03 · Practice independently

Try it before revealing the answer.

Use paper or a calculator as needed. Write your units and reasoning, then open the hint or explanation to check your approach.

Practice 1

What a posteriori bound uses the last step?

Show a hint

Sum the remaining geometric increments.

Reveal answer and explanation

|xₙ−x*|≤q|xₙ−xₙ₋₁|/(1−q)

Future increments are bounded by successive powers of q.

Practice 2

Why include completeness?

Show a hint

A Cauchy iteration needs a limit in the space.

Reveal answer and explanation

The limit might otherwise lie outside the space

A contraction on a noncomplete domain need not have a fixed point there.

Take the idea with you

Convert an iteration's contraction estimate into a stopping criterion.

04 · Reflect and continue

Can you explain it in your own words?

Before moving on, explain the main idea without looking at the worked example. Try both practice questions, check your reasoning, and name one mistake you now know how to avoid. Return to a step if you still need support.

Next lesson

Up next: Differentiate a corner through integration against tests

Completion is your own study record, not a test score. It stays in this browser, does not sync to another device, and can be removed by clearing browser data.