I'm trying to simulate some results by conditioning on different sets of variables i.e. the power set of the covariates. In order to label the output, I'm using 'eval' depending on the conditioning set, but this is extremely slow. Is there a better way to do this? I have attached the code.
MATLAB: Replace ‘eval’ for more efficient code
correlationevalmore efficientsimulation
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Ugh... this is a really bad idea!
Avoid creating dynamically named variables in MATLAB. This is poor practice as has been explained many times on this forum, and is not recommended by TMW/MATLAB themselves:
When you are a beginner it seems like a cunning and fast way to store information, but actually it is really bad practice to name your variables dynamically. MATLAB is also not intended for this kind of variable naming: if you continue to include data in the variable names then you will find yourself fighting many more of these battles against MATLAB.
However when you use more appropriate storage for your data (and meta-data) then you will suddenly find lots of MATLAB functions that do many useful operations for you, quickly and easily.
In your case a much more robust solution would be to use:
- the dimensions of numeric arrays: fully vectorized code is often the fastest MATLAB data processing!
- cell arrays
- structures, where you can include fields for each kind of data (e.g. Process type, Flow data, Temperature data, Notes, Units, etc). Structures can even be non-scalar, which is extremely useful! And yes, you can even define structure fieldnames dynamically.
There are many functions that support working on structures and cell arrays and can access their data easily, and many functions operate on complete numeric arrays all at once without any loops (i.e. vectorized code, which is something you need to learn about).
Placing your data in a structure or cell array also makes it much easier to pass to functions: can you imagine the fight you would have trying to pass hundreds of dynamically named variables to a function?
If you have a newer version of MATLAB you can also use a table , which stores the data together in one array but also allows key-name access to the columns. This might be a good alternative for your data.
Not only that but using the function eval makes your code very slow, extremely difficult to debug, and it obscure the code's meaning. Beginners often use eval for everything, and then complain that they cannot debug it, or that their code is very slow:
Solution: do not use eval! It really is that simple.
Here are discussions of why it is a bad idea to include meta-data (such as an index) in a variable name:
Here is a discussion of why using eval is a very insecure way to dynamically select variables:
And here is a discussion of why it is a really bad idea to make variables magically appear any workspace (even though beginners love doing this):
Finally, here are some pages explaining why dynamically assigning variable names is a really bad idea in MATLAB:
And in case you thought this is a MATLAB restriction, here is the same discussion for some other languages, advising "DO NOT create dynamic variable names":
Do NOT do this
This would actually be horribly slow, pointlessly complex, obfuscated, and very buggy way to write your code. You would make your code hard to debug, and a pain to work with. Read this to know why:
Using indexing would be simple, neat, and very efficient. You should use one array and indexing. Indexing is the solution you should be using, because it is the most efficient way to write MATLAB code, is simple, neat, and very easy to debug. Indexing is explained quite well in the MATLAB introductory tutorials, which are highly recommended for all beginners:
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