Which of the following are monotonic transformations?

  • Thread starter Thread starter CaitlinH86
  • Start date Start date
AI Thread Summary
Monotonic transformations preserve the behavior of a function, meaning if u(x1, x2) is monotonically increasing, then k*u(x1, x2) remains a monotonic transformation as long as k is a positive real number. However, -2*u(x1, x2) is not monotonic because it reverses the direction of the function's behavior. The square root of u(x1, x2) is a monotonic transformation since it maintains the order of the function's values. The discussion emphasizes that understanding the transformation's impact on the function's behavior is crucial, rather than focusing on graphing. Engaging with these concepts and testing hypotheses can deepen comprehension of monotonic transformations.
CaitlinH86
I am really struggling trying to grasp the philospohy of montonic transformation. The question is: Which of the following are monotonic transformations?

(a) k x u[x1, x2] where k is a real positive number (I think Yes?)

(b) -2 x u[x1, x2] (I think No because of the -2, but that's just a guess.)

(c) Square root of u[x1, x2] (NO IDEA)

(d) 1/u[x1, x2] (NO IDEA)

I was reading other posts on the same type of problems and I guess I'm also confused on how you would even graph this. I understand that if the graph goes negative and positive then its not a monotonic transformation, but how do I know that for the above questions? Please help!
 
Physics news on Phys.org
A monotone transformation preserves the behavior of a function. So if u(x1, x2) is monontonically increasing on a given interval, then its behavior must be preserved in k*u(x1, x2).

In -2*u(x1, x2), the behavior of the transformed function varies in direction by the sign of u. For example, assume for any value of x1, u(x1) is strictly increasing. The transformed function does not preserve this behavior, and is not a monotonic transformation. Note that what the functions "actually do" is irrelevant; they aren't graphable, but you don't need to graph them to answer the question. They are general case questions. If it helps, you can fill in arbitrary cases to test hypothesis about functional behavior; if you find one case where order is violated, you've disproved monotonicity.

Looking at the third one, we have sqrt[u(x1, x2)]. Again, assume u is increasing for any value of x1. Does taking the sqrt of the function change this behavior? Certainly slope behavior may be altered (eg, consider u as a linear function), but order is preserved. This is a monotonic transformation.

Try to figure d out for yourself, and prepare yourself for a warning on the use of homework forums :)
 
Ok, thanks. That definitely helps. And what sort of warning? I did the work myself, I just want to grasp the concepts better.
 
Just ONCE, I wanted to see a post titled Status Update that was not a blatant, annoying spam post by a new member. So here it is. Today was a good day here in Northern Wisconsin. Fall colors are here, no mosquitos, no deer flies, and mild temperature, so my morning run was unusually nice. Only two meetings today, and both went well. The deer that was road killed just down the road two weeks ago is now fully decomposed, so no more smell. Somebody has a spike buck skull for their...
Thread 'RIP George F. Smoot III (1945-2025)'
https://en.wikipedia.org/wiki/George_Smoot https://physics.berkeley.edu/people/faculty/george-smoot-iii https://apc.u-paris.fr/fr/memory-george-fitzgerald-smoot-iii https://elements.lbl.gov/news/honoring-the-legacy-of-george-smoot/ https://www.nobelprize.org/prizes/physics/2006/smoot/facts/ https://www.aps.org/publications/apsnews/200611/nobel.cfm https://inspirehep.net/authors/988263 Structure in the COBE Differential Microwave Radiometer First-Year Maps (Astrophysical Journal...
Back
Top