Questions tagged [matlab]

MATLAB is a high-level language and interactive programming environment for numerical computation and visualization developed by MathWorks. Don’t use both the [matlab] and [octave] tags, unless the question is explicitly about the similarities or differences between the two. When using this tag, please mention the MATLAB release you're working with (e.g. R2017a).

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Perform DTW simultaneously on multiple trajectories

Good day, I have ~50 sample trajectories (timeseries) showing reactor temperature over time for a given process. In addition, I have a reference signal of the ideal trajectory for this process. I ...
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Polynomial regression with two variables. How can I find expressions to describe the coefficients?

I'm not sure if this is an appropriate place for this question, so please feel free to redirect me if it is not. I just moved it from Super User, where it seemed like there weren't many similar ...
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LSTM for multiple time series

I am working with FE simulation data of 30 inputs and 30 outputs of various lengths. My input is the temperature cycle over time and I want to predict accumulation of plastic strains over time. My ...
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1 vote
1 answer
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Semi-Unsupervised learning - kmeans

Given data that contain n vector (m×1 each). I want to cluster the data based on distance. Also, each vector in the data is labeled to some category. I used kmeans algorithm (in Matlab) to cluster the ...
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Estimating joint angle using machine learning methods

I am currently working on a project which uses IMU sensor data in order to predict the Knee Angle at each time point. My input data consists of 9 sensors, I plotted an example section below. The goal ...
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Block matrix indexing

Hello this might be a stupid question but i need some help indexing a Matlab matrix consisting of several sub-matrices. ...
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Why are my ridge regression coefficients completely different from ordinary linear regression coefficients in MATLAB?

I am attempting to implement my own Ridge Regression algorithm and I am trying to achieve similar coefficients found in a MATLAB tutorial on regression. Specifically, on the MATLAB tutorial page you ...
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Hamming distance between column-wise of two matrices

Is there any MATLAB trick to perform hamming distance between columns of two different binary matrices(-1 & 1): A(64 by100) and B(64 by 80), and report the minimum distances? "A" is a ...
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How to use Time Series Data from dynamic curves for SVM training in Matlab?

I am working on a task to classify dynamic curves from a simulator that provides matrices with time series data for each simulation. How to preprocess it in order to be used in matlab classification ...
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2 answers
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Which machine learning model is best for a combination of numerical and categorical data?

I want to develop a ML model which will allow my company to highlight employees which are at a risk of leaving the business, based on a variety of parameters such as performance, absence rates, ...
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Action signal gets saturated too quickly at DDPG

I am new to RL, so there might be some things that I miss here. My basic setup is like this: I have 60 observations and 15 actions, and I am trying to train a very nonlinear system with an DDPG agent, ...
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Unable to train neural network for prediction

My data consists of a time series of values $\pm1$ and I am trying to apply a RBF NN as a function approximator. Essentially, the NN will take as input one data sample and predict the next sample (...
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Backpropagation on a CNN

I have tried searching for this, but it seems like no one addresses a key aspect of this problem (or maybe I'm overthinking this): So, first let's assume we have a 3x3 image with a single channel, and ...
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Reducing features to 2 by PCA confusion Matlab

I am trying to reduce $500$ features to $2$ as an assignment. I wrote the following code and I am deeply concerned if it is true as when I plot it on the graph it does not look good. It should look ...
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Performing 1D Depthwise conv using Keras 2D Depthwise conv

I would like to perform a 1D Depthwise convolution (ie the first step of the depthwise-separable convolution) for a machine learning model I am working on. This means that for an input activation ...
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1 vote
1 answer
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Pixel labelled image is must for semantic segmentation using deep learning in matlab?

I have large set of CT images containing lung regions. But I don't have corrosponding pixel labelled images. So how I could do semantic segmentation using DL in matlab. Like a test program I created 6 ...
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differences in NN optimization algorithm between Matlab and Scikit-Learn

I'm trying to build a neural network to estimate the responses of a nonlinear system. My database contains 1000 load cases (inputs) and maximum responses (outputs) from numeric simulations. I'm using ...
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Results of quadratic SVM in Matlab are different from the results obtained in Python

I am trying to replicate a quadratic SVM classifier from Matlab to Python, however I am having different results regarding the accuracy. In Matlab the accuracy is 0.8955 meanwhile in Python the ...
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Looking for a machine learning algorithm that can classify line plots into two groups?

I have a dataset of many 2-D line plots that represent height versus position measured from an AFM. I am interested in training a model by classifying these lines into two groups: presence of a defect ...
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2 votes
1 answer
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How to calculate the different metrics for multi class classification

My confusion matrix has the following structure: (Predicted) C= ( actual) [TN FP FN TP] How can I calculate the Mathews ...
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1 answer
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MNIST 2-layer NN failing to recognize certain digits

Recently I've been taking a look into some basic multilayer neural networks, and I decided to try tackling the MNIST database of handwritten digits using a 2 layer neural network with 100 neurons in ...
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How to get used to matricial/vectorial operations?

I came to data science/machine learning from another background in computer science and i feel that i'm lacking of experience with matricial/vectorial operations. Python or Matlab, for instance, ...
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1 vote
1 answer
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how to read emotion label of MSP-IMPROV dataset samples?

I need to read MSP-IMPROV dataset audio file's to conduct research. I read the help file that says 15th character of the file name, shows the emotion label of each utterance. For example: MSP-IMPROV-...
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2 answers
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How to find the average over an area of center for a given radius

I have an excel file which contains the lat and long values of the center of a Tropical Cyclone(TC). The excel file is as given below: ...
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1 answer
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Optimization function returns the same optimal parameters for two labels

I've recently enrolled in the Coursera machine learning, and am working my way through making my own classifier for the Iris dataset problem using matlab. I'm training a classifier for each species (...
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looking for a correlation function for categorical + numerical datasets in matlab

I am looking for a function in Matlab that calculates the correlation coefficient of a data set that includes categorical + numerical data. I am quite surprised this isn't as straightforward as I ...
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Matlab Optimization. Meaning of warning: "The slope should be 2. It appears to be 1."

I'm using the manopt package to solve some optimization problems in matlab. The problem is of the form. problem.cost = @(x) f(x) problem.egrad = @(x) g(x) After the problem definition, I check ...
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1 vote
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gradient descent diverges extremely

I have manually created a random data set around some mean value and I have tried to use gradient descent linear regression to predict this simple mean value. I have done exactly like in the manual ...
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Optimization problem with different type of constraints

I'm new to optimization problems. I want to find optimum values for my objective function. You can imagine my function as E = f(t1, t2, t3). I want to minimize <...
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I want to use a neural network for a control block in MATLAB, but without Simulink

I have a physical model that produces an error value after running, which I want to minimize by a Neural Network. I can not find a MATLAB function however that lets me run the program and use the RMSE ...
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1 answer
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Why normalize function has a different result on a matrix vs single value?

I have a matrix like: B=[ 1.5035; 1.5728; 1.6485; 1.5369; 1.5467; 1.572; 1.5374; 1.787; 1.5825; 1.6905]; Using normalize function like normalize(B,'range') ...
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Embedding git commit into the resulting data

Our pipeline works something like that: Collect bunch of raw data (10-100 GB) from microscope Process data using MATLAB scripts Change few parameters based on raw data, as well as add new features to ...
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-1 votes
1 answer
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kmean clustering

I am having a problem in Matlab. I would like to use kmeans clustering and then get the value and index of the centroid. For example, if there is an $5*5$ array, we do kmeans clustering where k=2 and ...
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2 votes
1 answer
387 views

Hyperparameter optimization performance comparison

I have used Bayesian optimization for hyperparameter tuning in a machine learning model. What is the best way to compare the performance of network with and without Bayesian optimization? I found some ...
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2 votes
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Using LSTM to forecast vehicle position - multivariate time series - Matlab

I am trying to train an LSTM model on Matlab to forecast the position of a vehicle when driving around a roundabout. My main concern right now is that my dataset consists of 4 features (X position, Y ...
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3 votes
1 answer
951 views

How to find the various matrix sizes in designing a CNN

I am trying to understand CNN especially the maths and working mechanism using Matlab as the coding language. I have few confusion regarding the concept and the associated programming and will be ...
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1 vote
1 answer
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Tensorflow simple neural network has very bad performance in regression (curve fitting) problem

I'm trying to implement a very simple one layered MLP for a toy regression problem with one variable (dimension = 1) and one target (dimension = 1). It's a simple curve fitting problem with zero noise....
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1 answer
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Is it possible to change test and train data size when using crossvalind function with Kfold param?

I was looking at MATLAB Help and want to work with "crossvalind" function. It would two parameters that you can use it. If you use "HoldOut" you can define partition size of test and train data set ...
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1 vote
1 answer
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Is there a common strategy to measure if a difference-significance of two areas under two ROC curves

I conduct sound detection experiments with mice. I have a stimulus sound and a "noise" sound that shoukd be ignored. I want to measure how well the mouse ignors the noise (with respect to, say, ...
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1 vote
1 answer
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Why GA convergence curves continue as two parallel lines?

I'm working on a optimization problem and using GA algorithm (in MATLAB, ga function). As you know MATLAB plots GA result with two curves, one for the best values and other to show the mean values ...
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1 answer
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What method is recommended after outliers removal?

I have a data of mice reaction times. In every session, there are some trials in which the mouse "decides of a break" and responds after a long time to these specific trials. I was thinking ...
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1 vote
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Octave or python for implementing Machine Learning [closed]

When is the need to learn octave or Mat Lab for Machine Learning? Are these required if you are proficient in python?
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Why do the training curve fall sharp suddenly?

I am training a CNN classifier on a binary balanced dataset. The dataset has 4500 numbers of tweet data along with the class of the tweet. During training, I am applying, GLOVE embedding of 300 ...
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1 answer
336 views

Why is my Python Altair chart printing a blank line?

Wondering if anyone can help me understand why python altair chart is not printing... I’m only seeing this when I run the code: It literally isn’t outputting anything. This is what my chart looks ...
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1 vote
1 answer
68 views

Feature selection method explanation

In the context of feature relevance, I am trying to understand the meaning of the correlation method for feature selection. Can somebody please explain if the following results of the correlation ...
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1 answer
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Modelling in python and scoring in MATLAB?

I have model objects either pickled object or H2O POJO. Is it possible to call those objects and do the scoring in MATLAB?
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How to implement loss function for CNN-SVM implementation

I am using Matlab R2018b and am trying to infuse svm classifier within CNN. My plan is to use CNN only as a feature extractor and use SVM as the classifier. I know people have already implemented it a ...
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1 vote
1 answer
352 views

What should I master better for professional data science in economics and finance? [closed]

First, excuse me for the noob and long question which is probably doesn’t even belong to here, I know there are several question been answered like this out there, but I think this is going to be up-...
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1 vote
1 answer
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How to store a trained Random Forest model in python or matlab as a matrix

Is it possible to store a random forest model in python (or matlab). Then use that trained model in a C program? I am trying to do this because I am making a myoelectric prosthetic, and you can only ...
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2 votes
2 answers
83 views

Finding roots of a non linear expression when multiplied with a linear expression [closed]

Here is a simple polynomial equation: b^2 + 2b + 1 = 0 I could easily solve this as: ...
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