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Why do I have the same validation accuracy for every epoch?
As per my understanding, the data you have in unidimensional, and is time variant. It might be a better option to consider this...

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Random forest prediction probabilities
Getting a probability of 1 suggests that the model has overfitted, and the observation is being predicted as belonging to the sp...

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How to re-train a neural network
Check the documentation on how to resume training from checkpoint. In short, save the model to a mat file using the CheckpointP...

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How to create a matrix with all possibles cambinations between nodes of 3 sets?
You can use meshgrid function as below [x,y,z] = meshgrid(C,O,P); This gives you all combinations of C/O/P.

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Clustering of 1d array data set
You can use dbscan on 1d array, as below X = rand(100,1); dbscan(X, 0.1, 5) However, it might not be the most appropriate one...

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Number of leaf nodes used by regression tree
The IsBranchNode Property of RegressionTree is false for leaf nodes. So you can use it as follows, X = rand(100, 4); y = rand(...

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Calculating std and 95% confidence intervals in a 3d matrix along the 3rd dimension
std(std(M)) would give you std deviations of the std deviations, which I assume is not what you are expecting. If you want std d...

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Rank on symbolic matrices
Rank does not take identities satisfied by functions into account. As a workaround, substitute values into variables, and then c...

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Classification Learner multi labels
Multi class classification can be considered as a regression problem, where the model predicts the probability of each of the cl...

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Question regarding this link: https://www.mathworks.com/matlabcentral/answers/495218-what-is-the-error-histogram-in-neural-network-matlab
The histogram is created from the error in the output. error = targets - outputs; number_of_bins = 10; ploterrhist(error,'bi...

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Why does the RL Toolbox not support BatchNormalization layer?
This is an known issue, and it might be fixed in any of the upcoming releases.

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fitrgp with censored data
fitrgp currently does not support censored data. This might be implemented in any of the future releases. As a workaround, you ...

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Find random solutions of a system of inequalities
As the solutions are infinite, you can get solutions as a system of equations themselves. Then, you can either randomly put para...

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Kernel function interpretation problem
As ksdensity returns the probability density, it can be higher than one. The integral of this function, which is the total proba...

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My Neural Net Pattern recognition confusion matrix result is 96% but when I add new input the output of net show always same result. I didn't understand why .
If neural network has issues with specific classes/outputs, then you should check if that specific class has very few samples in...

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Huge Confidence Interval With predint
As per my understanding, you want to get a fit with lower confidence interval. For this, you need to do one or more of the foll...

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Image regression: How to visualize the feature importance of an image in convolutional neural networks
the third parameter for occlusionSensitivity is label which was predicted for the model. For example, label = classify(net,X); ...

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I can not open it
I assume that you are facing this issue after installation or upgrade. If so, you can reach out to customer support for help wit...

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Averaging points in a point cloud
From the code, it seems you are taking the median of points in each sphere in the grid. As these spheres won't cover all the spa...

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Convert to occupancyMap3D
There is currently no direct function to convert stl to occupancy matrix/grid. As a workaround, if you create the stl file usin...

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Regression of a four variable function
You can use the statistics and machine learning toolbox for regression. To get started, check the regression doc page. I recomme...

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normal distrbution , Monte Carlo , Random
Monte Carlo involves using random sampling, so depending on what you use the result for, it might be monte carlo. For random se...

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Detect turning points in 2D trajectory
Depending on what you define “sudden change” as, neural networks might be unnecessary, and you might be able to find the points ...

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Why support vectors values are negative using regression learner app?
Support vectors are those data points that form the support vector, which are the two vectors (in higher dimension) which separa...

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find probability of chi2 test
To elaborate on @Ive J's answer, You have . using chi2cdf, you can get . So in your case, , which you can get using chi2cdf as ...

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chi2gof function combines bins even with EMin set to zero
I have brought this issue to the notice of concerned developers. It might be fixed in any of the upcoming releases.

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please help me modify my code so that i can fixt the below mentioned errors
There are two issues in the code. First, your normalization code creates a one column vector. You can replace the normalization...

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fitrlinear for large data set
With high dimensional data, it is expected that some of the predictors won't have much effect on the response. As a workaround,...

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Error executing of the example code for training a custom Mask R-CNN using cocodataset 2014
I have brought the issue to the notice of the concerned developers. It might be fixed in any of the upcoming releases.

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chi2gof function does not work with Gaussian mixture model
You need to pass a function handle of the cdf function, for example, h = chi2gof(x,'cdf',{@normcdf,mean(x),std(x)}) For your e...

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