In the scikit learn Gaussian mixture model we can get mean and covariance by
clf = GaussianMixture(n_components=num_clusters, covariance_type="tied", init_params='kmeans')
for i in range(clf.n_components):
cov=clf.covariances_[i]
…
It's just that I'm trying to know the number of clusters when I make use of GMM method in a dataset (specifically the dataset of asteroids of nasa) but I can't get to understand how to plot every graphic by themself and not in a matrix
For example…
I am trying to use a System Gmm for the first time and am really unsure how to use it properly. I have a categorial dependent variable y and a categorial independent variable x of a panel model. I try to account for reversed causality and want to…
Is there a function for estimation of GMM model with fixed means? So far I have found only sklearn.mixture.GaussianMixture which however takes only initial means, but AFAIK can not fix the means. Is there any alternative?
** I am working on sentinel images and when I apply the GMM on those images I got an error while reshaping the image I tried this code:
import numpy as np
import matplotlib.pyplot as plt
from sklearn.mixture import GaussianMixture as GMM
samples =…
In speech recognition how monophone is represented differently from triphone in HMM?
Monophone is assumed to be context-independent and triphone is context dependent. But in HMM states are chained so doesn't it mean that even monophone is…
I am working on coice recognition study , i converted a voice data set to LSF (line spectrale frequency) by decoding file coded by amr-wb (G722.2) , i build a dataset with files of 16 vectors of ISF/LSF at each frame .
i used a python code well…
I am new to Python and GMM. I am trying to cluster a text document. I followed the instructions given in this link to perform GMM clustering.
https://www.kaggle.com/dfoly1/gaussian-mixture-model/data
I got the visual view of the clusters. I am…
I built a GMM model and used this to run a prediction.
bead = df['Ce140Di']
dna = df['DNA_1']
X = np.column_stack((dna, bead)) # create a 2D array from the two lists
#plt.scatter(X[:,0], X[:,1], s=0.5, c='black')
#plt.show()
gmm =…
I want to fit a 2 component mixture model with sklearn for then calculating back posterior probability. Butwith the code I have so far the fit for one of the two distributions is perfect (overfitting?) and other one is very poor. I made a dummy…
I am trying to implement the code for GMM manually following the guide at this link
for another dataset with text messages.
I am getting a LinAlgError because of singular matrix when calculating
probability density function. Cannot find out where I…
I have a small set of aerial images where different terrains visible in the image have been have been labelled by human experts. For example, an image may contain vegetation, river, rocky mountains, farmland etc. Each image may have one or more of…
I'm trying to implement the speaker-adaptation of UBM using sidekit when I got following error.
Exception: show enroll/something.wav is not in the HDF5 file
I got two files "enroll" and "test" under the file "feat" which contains respectively…
I have two sets of data, one representing a healthy data set having 4 variables and 11,000 points and another representing a faulty set having 4 variables and 600 points. I have used R's package MClust to obtain GMM clustering for each data set…
I want to create android application that use GMM model.I already train it on python so I want to know that is it possible use model that I already train in kotlin.