CODEWITHSUNDEEP
matlabmathfalse-positive
anonuser0428
anonuser0428

Reputation: 12363

Integration of a curve with matlab

I am trying to calculate the false positive and false negative rate using matlab. I have generated an s-curve, with a threshold (vertical line that cuts the curve at some point). All values under the curve to the left of the threshold are false-positives and all values not under the curve to the right of the threshold are false-negatives. I would have to integrate the areas under the curve for the false positives and area_of_rect_to_right_of_threshold - (area under curve to right of threshold) to calculate false negatives. I am getting a weird error when I try the following code in matlab.

    syms p;
    func = (1 - (1 - p^5)^10);
    areaOfRect = (1-threshold)*1; 
    fn = areaOfRect - int(func,p,0,threshold);
    fp = int(func,p,threshold,1);


fn = 2575908626830580620307480425353828014939901186516550645854841225649977931806217173152793134129 ......

fp = 20989145492538166675017041353401970126067731601439729556868060737768716969716535384....

These outputs are very peculiar which makes me feel I'm not using the integrate function in the right way. Any help would be much appreciated.

Upvotes: 0

Views: 179

Answers (2)

Daniel
Daniel

Reputation: 36720

Your text description says: "All values under the curve to the left of the threshold are false-positives" but your code calculates the integral from your threshold to 1.01, which is the right side. I can't judge which is correct.

Upvotes: 0

Iban Cereijo
Iban Cereijo

Reputation: 1675

Looks like you are just getting the exact solutions in rational form a/b, the evaluation to floating point should match the numerical integrations

fn_sym = double(fn)
fn_num = areaOfRect - quadl(@(p)(1 - (1 - p.^5).^10),0.01,threshold)
fp_sym = double(fp)
fp_num = quadl(@(p)(1 - (1 - p.^5).^10),threshold,1.01)

Upvotes: 3

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