Here I have a group of data which following the Gamma distribution and now I want to use Naive Bayes method to fit this data. I tried the original function named 'fitcnb' and knowing that it providing 4 types of distribution: 'box', 'epanechnikov', 'normal' and 'triangle'. Now I want to revise this fitcnb function through adding Gamma distribution kernel into its original code. But I'm not sure how to implement that, can anyone give me some hint or example code? Many thanks for that.
Prashant Kumar answered . 2024-04-21 08:39:17
dataSamp = gamrnd(9,0.5,1e5,1); % Gamma Samples. histogram(dataSamp,'Normalization','pdf') % Visualize pdf
Fit a Kernel distribution (tablecloth) with the restriction that the support is positive (as is the case with the Gamma distribution).
dist = fitdist(dataSamp,'kernel','Kernel','normal','Support','positive');
Evaluate the pdf of the distribution and plot on the histogram
xVals = linspace(0,15,1000); % x Values to evaluate the pdf yFit = pdf(dist,xVals); % pdf values at each xVals hold on plot(xVals,yFit,'LineWidth',2) % Plot the fitted pdf. hold off
This is exactly what is happening in fitcnb when you use the same calls
Mdl = fitcnb(___,'DistributionNames','kernel','Kernel','normal','Support','positive')
There is no need to modify the existing code to support directly the Gamma distribution, which I image would be akin to coding it from scratch (if not more difficult).
Matlabsolutions.com provides guaranteed satisfaction with a commitment to complete the work within time. Combined with our meticulous work ethics and extensive domain experience, We are the ideal partner for all your homework/assignment needs. We pledge to provide 24*7 support to dissolve all your academic doubts. We are composed of 300+ esteemed Matlab and other experts who have been empanelled after extensive research and quality check.
Matlabsolutions.com provides undivided attention to each Matlab assignment order with a methodical approach to solution. Our network span is not restricted to US, UK and Australia rather extends to countries like Singapore, Canada and UAE. Our Matlab assignment help services include Image Processing Assignments, Electrical Engineering Assignments, Matlab homework help, Matlab Research Paper help, Matlab Simulink help. Get your work done at the best price in industry.
Australia
UK
UAE
Singapore
Canada
New
Zealand
Malaysia
USA
India
South Africa
Ireland
Saudi
Arab
Qatar
Kuwait
Hongkong
Copyright 2016-2023 www.matlabsolutions.com - All Rights Reserved.
Disclaimer : Any type of help and guidance service given by us is just for reference purpose. We never ask any of our clients to submit our solution guide as it is, anywhere.
