What is the name of this data preparation?

Question

I have a two-dimensional array ($569\times30$ double) which should be normalized using this formula:

$x'_{ij} = \dfrac{x_{ij}}{10^h} $

What is the name of this normalization and how can I do that in Matlab?

Edit:

$h$ is depended on array entries, it should be a decimal number to make all data between desired min and max values.

What exactly is $h$? Is it some fixed constant, or does it depend on $i,j$? — Cameron Buie, Nov 26 '12 at 20:02
its depend on data, it should be a decimal number to make all data between desired min and max — Mohammad Ali Akbari, Nov 26 '12 at 20:07
So it's a constant determined by the given array, rather than by the array's entries. You should specify that in your post, as it will make a difference in the implementation. — Cameron Buie, Nov 26 '12 at 20:09

score 1 · Accepted Answer · answered Nov 27 '12 at 09:10

1

Assuming you have a matrix X with a desired minimum and maximum for the entire matrix, then it is not hard to find upper and lower bounds for h:

ratio_max = max(X)/maximum;
ratio_min = min(X)/minimum;
h_min = log10(ratio_max)
h_max = log10(ratio_max)

Note that depending on your input, h_min might be larger than h_max in which case there is no valid value for which your criteria are met. Also the value might not be finite, in which case this solution might require a manual adjustment.

Now, just pick a value to normalize with, for example somewhere in the middle of the range and perform the operation:

h = (h_min + h_max)/2;
X_normalized = X / 10^h;

answered Nov 27 '12 at 09:10

Dennis Jaheruddin

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What is the name of this normalization? has Matlab any implementation for this normalization. – Mohammad Ali Akbari Nov 27 '12 at 13:50
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Unfortunately I can't say that I heard about this before, given this I wonder whether it even has a name. As for an implementation, the code I have provided should allow you to implement it directly. – Dennis Jaheruddin Nov 27 '12 at 13:53
I would just call it "normalization": that's the name for dividing all numbers by a certain value such that a given maximum is not exceeded. What I don't see is how at the same time you can make all numbers greater than a given minimum. The two conditions cannot be simultaneously met in the general case – Luis Mendo Nov 04 '13 at 21:26

score 0 · Answer 2 · answered Dec 17 '12 at 20:04

0

Final m-file is:

function [normalized] = p1_normalize_h(dataset)
dataset_max = max(max(dataset));
dataset_min = min(min(dataset));
h = max(abs(dataset_min), abs(dataset_max));
h = log10(h);
normalized = dataset / 10^h;

answered Dec 17 '12 at 20:04

Mohammad Ali Akbari

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What is the name of this data preparation?

2 Answers2

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