How do you find the trend in some functions?

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Discussion Overview

The discussion revolves around finding trends in complex functions, specifically in the context of weighting different waveforms (silence, triangle wave, square wave, and sine wave) according to perceptual qualities. Participants explore methods for calculating a function that best represents these weighted qualities, touching on concepts from signal processing and mathematical modeling.

Discussion Character

  • Exploratory
  • Technical explanation
  • Conceptual clarification
  • Debate/contested

Main Points Raised

  • One participant questions how to find a function that follows the trend of weighted complex functions.
  • Another suggests finding the function of weighting by function and determining its highest value, but seeks clarification on how to derive this new function.
  • A later reply emphasizes the importance of context in function decomposition and analysis, suggesting that minimal representations are often preferable for clarity.
  • Participants discuss the formal process of fitting a model to a combination of models with weights, mentioning decomposition into orthogonal parts and the use of Fourier analysis and regression modeling.
  • One participant expresses confusion about the precision of the methods discussed and admits to struggling with the weighting concept using software tools.
  • Another participant reflects on the subjective nature of finding trends, suggesting that it combines both art and science, and emphasizes the need for a high-level understanding before delving into mathematical analysis.
  • Questions arise regarding the availability of computer packages for determining trends in simple functions and the representation of complex waves, such as human speech, with references to FFT and signal processing.
  • One participant suggests exploring signal processing and integral transforms as potential areas for further understanding, recommending an engineering text for applied context.

Areas of Agreement / Disagreement

Participants express varying levels of understanding and agreement on the methods for finding trends in functions. There is no consensus on a specific approach, and multiple competing views and uncertainties remain regarding the best practices and tools for analysis.

Contextual Notes

Participants note the importance of context in function analysis and the potential limitations of mathematical representations. There is also mention of unresolved steps in the mathematical processes discussed, particularly regarding the application of software tools for weighting functions.

clemon!!
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how do you find the trend in some functions??

ok so I'm not sure how to phrase the question, and I'm not sure it will help me anyway but...


if i have say 3 complex functions, and i weight them... can i find the function that follows the trend?


sorry if that's very basic or silly.

basically, i want to weight silence, a traingle wave, a square wave, and a sine wave according to some percceptual quality. i then want to, based on that weighting, calculate the function that best instantiates that quality. of course it won't be perceived like that, but is there a term for the mathematical function of finding the trend of a number of functions according to some weighting?
thank you for any help ha :)
 
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i guess i would find the function of wieghting by function, then find its highest value.

how do you find that new function though?
 
Last edited:


clemon! said:
ok so I'm not sure how to phrase the question, and I'm not sure it will help me anyway but...

if i have say 3 complex functions, and i weight them... can i find the function that follows the trend?

sorry if that's very basic or silly.

basically, i want to weight silence, a traingle wave, a square wave, and a sine wave according to some percceptual quality. i then want to, based on that weighting, calculate the function that best instantiates that quality. of course it won't be perceived like that, but is there a term for the mathematical function of finding the trend of a number of functions according to some weighting?
thank you for any help ha :)

Hey clemon and welcome to the forums.

The first thing you should do is put your function in context.

Some primitives for decomposition and analysis will be preferred towards others because the context of the problem and data favors it.

The other thing to take note of is that usually the minimal representation is the best especially for explanatory purposes because it's going to be a lot easier to analyze, and captures the same characteristics that more complicated models would also show.

But again, if you miss context, you are missing 99%+ of everything.

The context is not easy, but it does have a tendency to become clearer with more effort, time, thought, and discussion with others that are also keen to find the same sorts of things.

In terms of if you wanted to 'fit' a model to a combination of models with weights, the way to do this formally is to first decompose the model into orthogonal parts and then project the data on to each orthogonal part thereby creating the model which you can then back-solve for the coeffecients.

This is done all the time in Fourier analysis and in regression modelling, and I recommend for general functions the integral transform approach.
 


i'm sorry but you have completely lost me :)

at this point in time precision doesn't matter that much. i have a test copy of originpro... but i don't know how to do this weighting thing.


sorry for being a berk !
 


hmm. maybe i do see what you mean - very very vaguely. this'll take a lot of thinking >_< !
 


clemon! said:
hmm. maybe i do see what you mean - very very vaguely. this'll take a lot of thinking >_< !

Finding trends is not a science: it's an art and a science.

If finding trends and making predictions were easy, everyone would be using computers to pick lottery numbers, company stocks, and all kinds of pointless crap.

Even with this in mind, people are able to make predictions all the time without any kind of mathematical analysis and that should tell you something about being able to see trends before they happen.

The easiest thing to start making trends is to get a high level feel for the subject: looking at graphs and charts will make you focus on something a lot more narrow that would make you otherwise miss everything else that is happening.

Once you are able to do this, then the analysis and the mathematics can supplement you once you understand what the techniques actually do and how they do it, but before that you need to understand what it is you are trying to analyze in non-mathematical terms because if you don't, the symbols will just confuse the crap out of you.
 


oh right - so there's no computer package that will work out trends like this - even for very simple functions like sine waves?
is there any way to work out what function represents a more complex wave like a recording of human speech?
for some reason i thought there might be because of fft?
 


clemon! said:
oh right - so there's no computer package that will work out trends like this - even for very simple functions like sine waves?

is there any way to work out what function represents a more complex wave like a recording of human speech? for some reason i thought there might be because of fft?

You should take a look at signal processing which is a common necessity in telecommunications and related engineering courses.

A more mathematical treatment can be found in integral transforms and things like wavelets, but I would suggest an engineering text first because the stuff is going to be completely applied and put in that context.
 

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