decompose | Blind source separation based on the probabilistic tensor | Machine Learning library

 by   bethgelab Python Version: 0.1 License: MIT

kandi X-RAY | decompose Summary

kandi X-RAY | decompose Summary

decompose is a Python library typically used in Artificial Intelligence, Machine Learning, Deep Learning, Pytorch, Tensorflow, Numpy applications. decompose has no bugs, it has no vulnerabilities, it has build file available, it has a Permissive License and it has low support. You can install using 'pip install decompose' or download it from GitHub, PyPI.

Blind source separation based on the probabilistic tensor factorisation framework.
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            kandi-support Support

              decompose has a low active ecosystem.
              It has 38 star(s) with 10 fork(s). There are 11 watchers for this library.
              OutlinedDot
              It had no major release in the last 12 months.
              There are 0 open issues and 2 have been closed. On average issues are closed in 3 days. There are no pull requests.
              It has a neutral sentiment in the developer community.
              The latest version of decompose is 0.1

            kandi-Quality Quality

              decompose has 0 bugs and 0 code smells.

            kandi-Security Security

              decompose has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.
              decompose code analysis shows 0 unresolved vulnerabilities.
              There are 0 security hotspots that need review.

            kandi-License License

              decompose is licensed under the MIT License. This license is Permissive.
              Permissive licenses have the least restrictions, and you can use them in most projects.

            kandi-Reuse Reuse

              decompose releases are not available. You will need to build from source code and install.
              Deployable package is available in PyPI.
              Build file is available. You can build the component from source.
              Installation instructions, examples and code snippets are available.
              decompose saves you 5539 person hours of effort in developing the same functionality from scratch.
              It has 11601 lines of code, 681 functions and 109 files.
              It has medium code complexity. Code complexity directly impacts maintainability of the code.

            Top functions reviewed by kandi - BETA

            kandi has reviewed decompose and discovered the below as its top functions. This is intended to give you an instant insight into decompose implemented functionality, and help decide if they suit your requirements.
            • R T norm
            • Compute the k - th tensor
            • R Tensor norm
            • R Compute all other
            • Generate a random distribution
            • Return the parameter information
            • Fit the model to the given parameters
            • Get the parameters from the given parameters
            • Estimate transform estimator
            • Construct an EstimatorSpec
            • Sample from parameters
            • Fit lomax parameters
            • Return the product of two Normal distributions
            • Calculate the LLH for the given parameters
            • Create a new NnNormal from distributions
            • Construct a Distribution from two Normal distributions
            • Creates a new NnNormal from distributions
            • Compute the PDF of the given parameters
            • Prepare variables for training
            • Fit the hyperparameters
            • Compute the model
            • Fit a tensorflow model
            • Calculate the log - likelihood
            • Construct an Estimator
            • Update the model
            • Prepare tensorflow variables
            Get all kandi verified functions for this library.

            decompose Key Features

            No Key Features are available at this moment for decompose.

            decompose Examples and Code Snippets

            Decompose,Quick start
            Pythondot img1Lines of Code : 27dot img1License : Permissive (MIT)
            copy iconCopy
            import numpy as np
            from sklearn.datasets import make_low_rank_matrix
            
            from decompose.sklearn import DECOMPOSE
            from decompose.distributions.cenNormal import CenNormal
            
            
            # create a numpy array containing a synthetic low rank dataset
            X = make_low_rank_m  
            Decompose,Installation
            Pythondot img2Lines of Code : 1dot img2License : Permissive (MIT)
            copy iconCopy
            pip3 install git+https://github.com/bethgelab/decompose
              

            Community Discussions

            QUESTION

            Remove the Last Vowel in Python
            Asked 2021-Jun-14 at 22:49

            I have the following problem and I am wondering if there is a faster and cleaner implementation of the removeLastChar() function. Specifically, if one can already remove the last vowel without having to find the corresponding index first.

            PROBLEM

            Write a function that removes the last vowel in each word in a sentence.

            Examples:

            removeLastVowel("Those who dare to fail miserably can achieve greatly.")

            "Thos wh dar t fal miserbly cn achiev gretly."

            removeLastVowel("Love is a serious mental disease.")

            "Lov s serios mentl diseas"

            removeLastVowel("Get busy living or get busy dying.")

            "Gt bsy livng r gt bsy dyng"

            Notes: Vowels are: a, e, i, o, u (both upper and lowercase).

            MY SOLUTION

            A PSEUDOCODE

            1. Decompose the sentence
            2. For each word find the index of the last vowel
            3. Then remove it and make the new "word"
            4. Concatenate all the words

            CODE

            ...

            ANSWER

            Answered 2021-Jun-14 at 22:49

            This can be more easily achieved with a regex substitution that removes a vowel that's followed by zero or more consonants up to a word boundary:

            Source https://stackoverflow.com/questions/67977916

            QUESTION

            Implementation of Principal Component Analysis from Scratch Orients the Data Differently than scikit-learn
            Asked 2021-Jun-11 at 14:09

            Based on the guide Implementing PCA in Python, by Sebastian Raschka I am building the PCA algorithm from scratch for my research purpose. The class definition is:

            ...

            ANSWER

            Answered 2021-Jun-11 at 12:52

            When calculating an eigenvector you may change its sign and the solution will also be a valid one.

            So any PCA axis can be reversed and the solution will be valid.

            Nevertheless, you may wish to impose a positive correlation of a PCA axis with one of the original variables in the dataset, inverting the axis if needed.

            Source https://stackoverflow.com/questions/67932137

            QUESTION

            gforth get dayname from a user specified date
            Asked 2021-Jun-08 at 19:21

            I tried to apply zeller's convergence simplified method to get day name from a user input date.

            simplified algorithm from

            ...

            ANSWER

            Answered 2021-Jun-08 at 19:21

            You need to fetch the data from the year variable twice, year @ 100 .... I think after that ?adaptday will work. There is forth word within \ n lo hi -- flag ; flag is True if lo <= n < hi for checking numbers within ranges,

            In Forth it's unusual to use so many variables. The values are normally stored on the stack. j as a variable could override the j used as the outer do loop counter. I've seen k used for the next outer loop too!!

            I'd implement it something like this. I can then run the words in the console with stack input to see what is happening to help debug.

            Source https://stackoverflow.com/questions/67883463

            QUESTION

            Third Normal Form DB
            Asked 2021-Jun-02 at 19:34

            I have a table with these columns:

            ...

            ANSWER

            Answered 2021-Jun-02 at 19:34

            It only depends on person_id so you don't need to decompose the table.

            And if name is an alternate key (that would be very strange) you could say that name is unique and again, you wouln't need to decompose your table.

            Source https://stackoverflow.com/questions/67811278

            QUESTION

            Beautiful Soup Fails to Remove ALL Script Tags
            Asked 2021-May-25 at 20:50

            I'm playing around with bs4 and I tried to scrape the following website:https://pythonbasics.org/selenium-get-html/ and I wanted to remove all of the script tags from html.

            To remove script tags I used functions like:

            ...

            ANSWER

            Answered 2021-May-25 at 18:52

            This is happening because some of the

            Source https://stackoverflow.com/questions/67692970

            QUESTION

            how to write a method (decompose) that takes as input a string and returns the array of characters that compose the string in java?
            Asked 2021-May-25 at 13:58

            Hint:

            The expression s.charAt(i) returns the character at position i of the string s.

            Test:

            ...

            ANSWER

            Answered 2021-May-21 at 19:56

            You can use the .toCharArray() method for this.

            Example

            Source https://stackoverflow.com/questions/67641147

            QUESTION

            Transform Freedom House Index into tidy format in R
            Asked 2021-May-25 at 11:52

            As title says, I want to transform the Freedom House Index from excel into tidy format in R. The FHI can be downloaded under https://freedomhouse.org/reports/publication-archives and then Country and Territory Ratings and Statuses, 1973-2021 and will look like this: FHI in excel

            I have done it with the following code, but I think my solution is not very elegant and more like decompose and assamble. So I am looking for another solution, at best within the tidyverse. Thanks in advance.

            ...

            ANSWER

            Answered 2021-May-25 at 11:52

            enter the magical world of tidyxl and unpivotr ;-)

            Source https://stackoverflow.com/questions/67683442

            QUESTION

            Hamming window with overlap python
            Asked 2021-May-21 at 14:06

            I'm trying to implement the paper Integrated optimization of underwater acoustic ship-radiated noise recognition based on two-dimensional feature fusion.

            My biggest problem is transforming .wav files to 2d arrays. In the paper, it's mentioned

            Each originally recorded signal in the database is framed using the hamming window of length 2048 with 50% overlap. With sampling frequency fs=52734 Hz, each sample lasts approximately 40 ms

            and also

            7 levels of WP decomposition with fourth-order Symlet wavelet is utilized to decompose each raw sample into 128 subbands.

            I really appreciate any help in understanding and implementing this using Python.

            ...

            ANSWER

            Answered 2021-May-21 at 14:06

            You can compute overlapping windows using librosa.utils.frame, with window_length=2048 and hop_length=1024 (50% overlap). The window function can be computed using librosa.filters.get_window with window="hamming"

            Each window from the frame function you multiply by the window function. Then you can use pywt.wavedec with wavelet="sym" and level=7 to get the output for each frame. It should have 128 dimensions.

            Source https://stackoverflow.com/questions/67636297

            QUESTION

            Using Decompose to remove empty tag
            Asked 2021-May-16 at 13:55

            I am trying to search for emails in HTML elements. I want to run the code so that when there are no emails found in the HTML, to search in another element in the HTML and in the end if it is not found to set email as "N/A".

            I am new to writing code and I am trying to do it for a training exercise for a project.

            Here is what I came up with:

            ...

            ANSWER

            Answered 2021-Apr-11 at 06:35

            Rather than going iteratively class by class, why not go top to bottom across the whole HTML irrespective of the class, and if you find an EMAIL, just store the EMAIL along with the class of the element in a dictionary. And then you can find email from the dictionary based on which class you want to check first.

            Source https://stackoverflow.com/questions/67030179

            QUESTION

            Remove tag with .decompose() in Beautiful Soup
            Asked 2021-May-12 at 19:32

            I am using Beautiful Soup to scrape a website, and am having trouble using decompose() to remove a tag inside the section I'm scraping.

            All products on the page have a price inside a

            with the class product-card__price. However, some products are discounted and contain two prices in this . The full price is contained in a tag ($) which precedes the current price.

            ...

            ANSWER

            Answered 2021-May-12 at 19:20

            For getting full_price and price you don't have to .extract()/.decompose() the tag. All it needs is to use simple str.split():

            Source https://stackoverflow.com/questions/67509670

            Community Discussions, Code Snippets contain sources that include Stack Exchange Network

            Vulnerabilities

            No vulnerabilities reported

            Install decompose

            Decompose demands python 3.6 and tensorflow 1.7. The newest github code of decompose can be installed using pip:.
            Decompose provides an interface that is similar to the interface of scikit-learn:.

            Support

            For any new features, suggestions and bugs create an issue on GitHub. If you have any questions check and ask questions on community page Stack Overflow .
            Find more information at:

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            Install
          • PyPI

            pip install decompose

          • CLONE
          • HTTPS

            https://github.com/bethgelab/decompose.git

          • CLI

            gh repo clone bethgelab/decompose

          • sshUrl

            git@github.com:bethgelab/decompose.git

          • Download

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