How do we do operations directly on table elements in matlab?

I am thinking of doing min max normalization of my data where if x is vector the procedure is as follows x = (x- min(x))/(max(x)-min(x)). However I want to do this operation directly on the table elements which have 150 rows and 42 features and I want to normalize each of these columns. Is there any one line procedure to do it without using for loop or something like that ? I know we could use curly and dot bracket indexing but the result is not gonna be a table though.

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Walter Roberson
Walter Roberson 2020 年 7 月 2 日

2 投票

normalized_data = normalize(data, 'range'); %works on a table, normalizes to [0 1]

その他の回答 (1 件)

bharath pro
bharath pro 2020 年 7 月 2 日

0 投票

If you can use z-score instead of min max, then you can directly do
data=normalize(data);
If you cant do that, then this works in one line.
data = (data - min(data, [], 1)) ./ max(data - min(data, [], 1), [], 1)

4 件のコメント

D_coder
D_coder 2020 年 7 月 2 日
編集済み: D_coder 2020 年 7 月 2 日
no this doesn't work. The second line i mean,
It says
Invalid data type. First argument must be numeric or logical , and
This makes sense because min(data, [], 1) doesnot give you a table.
the first line is not useful as I want to do min max normalization
bharath pro
bharath pro 2020 年 7 月 2 日
I missed the table part. If your table is homogenous you can convert to array do the computation and convert it back.
data = array2table((table2array(data) - min(table2array(data), [], 1)) ./ max(table2array(data) - min(table2array(data), [], 1), [], 1))
This is a workaround and not a direct answer of normalizing table entries.
D_coder
D_coder 2020 年 7 月 2 日
again I wanna preserve the table columns names I doubt this would do it
Walter Roberson
Walter Roberson 2020 年 7 月 2 日
data = array2table((table2array(data) - min(table2array(data), [], 1)) ./ max(table2array(data) - min(table2array(data), [], 1), [], 1), 'VariableNames', data.Properties.VariableNames);
However, the solution I posted using normalize() works directly on tables without that bother.

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