Questions tagged [cdf]

CDF is an acronym for cumulative distribution function. While the pdf gives the probability density of each value of a random variable, the cdf (often denoted F(x)) gives the probability that the random variable will be less than or equal to a specified value.

A cumulative density function describes the probability that a real-valued random variable X with a given probability distribution will be found at a value less than or equal to x.

The cdf of a discrete random variable is the summation of the probability mass function (pmf) of that distribution. If the random variable is continuous, this turns out to be the integral of the probability density function (pdf).

enter image description here

In applied statistics, cdfs are important in comparing distributions, playing a role in plots (e.g., pp-plots), and hypothesis tests (e.g., the Kolmogorov-Smirnov test).

Strongly related to


Common Data Format

Please pay attention another acronym for CDF is describe in and here is the NASA link for more details.

341 questions
0
votes
1 answer

How do I plot the cdf curve as line type and overlay it with ecdf curve?

Can anybody tell how can I put the two cumulative distribution curve in a same plot? While executing this command: plot(x,pweibull(x,shape=1.120662,scale=18.496778),type="l",col=4) plot(ecdf(SIZEDIST$AVG.µm.),add=TRUE) the Weibull cdf curve is…
user2968058
  • 25
  • 2
  • 11
0
votes
2 answers

Mapping elements of a list to Intervals to create a cumulative probability distribution

I have a list of elements, for example L = [A, B, C]. Each element has an associated score for example S = [5, 1, 4]. I want to select an element from L according to its score in S, simply by generating a sort of cumulative probability distribution,…
shn
  • 5,116
  • 9
  • 34
  • 62
0
votes
1 answer

Defining a function in cvxopt (python) using log cdf

I would like to define an objective function as: -sum(log(normcdf(x))), where normcdf operates on each component of x. Looks like cvxpy has implemented it, but I would like to stick to cvxopt in Python. Any suggestions? ***** Example python code…
meninder
  • 1
  • 1
0
votes
1 answer

Datatype mismatch causing comparison failure? Python UDF in Pig

I'm having trouble with my Python UDF for use in Pig scripts. I believe the problem is that I assumed my input deltas is in a format it's not actually in, but I'm not sure how to fix it (Python n00b). Note: On Cloudera (cdh4.3) distro of Hadoop…
c.gutierrez
  • 4,740
  • 1
  • 20
  • 14
0
votes
0 answers

cdf of Binomial distribution

I need your help to solve my problems. cdf of binomial distribution is defined by: (http://en.wikipedia.org/wiki/Binomial_distribution#Cumulative_distribution_function) https://i.stack.imgur.com/1zkNV.png So, my problem is:I…
0
votes
1 answer

drow cumulative distribution function in matlab

I have two vectors of the same size. The first one can have any different numbers with any order, the second one is decreasing (but can have the same elements) and consists of only positive integers. For example: a = [7 8 13 6]; b = [5 2 2 1]; I…
Salvador Dali
  • 214,103
  • 147
  • 703
  • 753
0
votes
1 answer

Using MATLAB, how can I find the integral of a bounded CDF?

Using MATLAB, I am trying to find the integral of a bounded range of a CDF. Please refer to the following code: u = 1; s = 1; X = random('Normal',u,s,1,10000); pd = makedist('Normal','mu',u,'sigma',s); xAxis = min(X):.0001:max(X); c_pd =…
0
votes
1 answer

matplotlib: ways of drawing a CDF

In python, with matplotlib, I have to draw 2 CDF curves on the same plot: one for data A, one for data B. If I were to decide the "binning" myself, I would do the following and take 100 histograms based on data A. (in my case, A is always at most…
Ricky Robinson
  • 21,798
  • 42
  • 129
  • 185
0
votes
3 answers

Java CDF file Parsing with UnsatisfiedLinkError

I am working on a CDF(file mastercard uses) file parser in Java and I am using the API found here. In order to use this API you need the jar file.. I don't understand how I am getting this exception since it should be handled in the getFile()…
ryandawkins
  • 1,537
  • 5
  • 25
  • 38
0
votes
2 answers

how to insert xaction in CDE dashboard

I am using a CDE plugin in pentaho I am creating a dashboard containing the result of a xaction in a CDE dashboard can anybody plz tell me how can i conclude xaction in a CDE dashboard i am including the xaction as a component , but in the preview…
0
votes
1 answer

Cumulative Distribution Function For a Set of Values

I have a histogram, where I count the number of occurrences that a function takes particular values in the range 0.8 and 2.2. I would like to get the cumulative distribution function for the set of values. Is it correct to just count the total…
DCuser
  • 953
  • 2
  • 10
  • 21
0
votes
1 answer

How to use CDF in excel - can someone also explain CDF in a little laymen terms?

Column A Column B 74.220.195.50 0 203.190.242.69 0 72.21.202.164 2311.3064862163 80.239.175.42 1239.6495360036 61.200.220.183 0 81.92.239.90 195.4399850652 95.100.159.8 9.49352979660034E-005 …
mkumars
  • 501
  • 3
  • 9
  • 19
0
votes
2 answers

Triangular distributed random variates (PDF and CDF) in MATLAB

I am facing some error to plot the CDF for Triangular distribution; I can plot the histogram using Generating a Triangular distribution in MATLAB, but how do I plot the CDF? n = 10000; %Random number a = 0.26; %Min b = 0.46; %Max c = 0.35; %Mode…
0
votes
3 answers

Function to transform empirical distribution to a uniform distribution in Matlab?

I know the procedure of transforming one distribution to another by the use of CDF. However, I would like to know if there is existing function in Matlab which can perform this task? My another related question is that I computed CDF of my…
user238469
0
votes
1 answer

How to plot cdf in python

I have got an sorted array of integers and I want to plot a Cumulative Distribution Function for it. However , the nature of data is uncertain , so I think I cannot use any predefined library for it. So to implement it , I have used interpolation…
Manish
  • 71
  • 3
  • 10
1 2 3
22
23