DETM | paper titled The Dynamic Embedded Topic Model | Topic Modeling library

 by   adjidieng Python Version: Current License: MIT

kandi X-RAY | DETM Summary

kandi X-RAY | DETM Summary

DETM is a Python library typically used in Artificial Intelligence, Topic Modeling applications. DETM has no bugs, it has no vulnerabilities, it has a Permissive License and it has low support. However DETM build file is not available. You can download it from GitHub.

This is code that accompanies the paper titled "The Dynamic Embedded Topic Model" by Adji B. Dieng, Francisco J. R. Ruiz, and David M. Blei. (Arxiv link: The DETM is an extension of the Embedded Topic Model (to corpora with temporal dependencies. The DETM models each word with a categorical distribution whose parameter is given by the inner product between the word embedding and an embedding representation of its assigned topic at a particular time step. The word embeddings allow the DETM to generalize to rare words. The DETM learns smooth topic trajectories by defining a random walk prior over the embeddings of the topics. The DETM is fit using structured amortized variational inference with LSTMs.
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            kandi-support Support

              DETM has a low active ecosystem.
              It has 76 star(s) with 33 fork(s). There are 12 watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              There are 9 open issues and 4 have been closed. On average issues are closed in 35 days. There are 1 open pull requests and 0 closed requests.
              It has a neutral sentiment in the developer community.
              The latest version of DETM is current.

            kandi-Quality Quality

              DETM has 0 bugs and 0 code smells.

            kandi-Security Security

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

            kandi-License License

              DETM 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

              DETM releases are not available. You will need to build from source code and install.
              DETM has no build file. You will be need to create the build yourself to build the component from source.
              Installation instructions are not available. Examples and code snippets are available.
              It has 1463 lines of code, 48 functions and 7 files.
              It has high code complexity. Code complexity directly impacts maintainability of the code.

            Top functions reviewed by kandi - BETA

            kandi has reviewed DETM and discovered the below as its top functions. This is intended to give you an instant insight into DETM implemented functionality, and help decide if they suit your requirements.
            • Calculates the completion probability for a given source
            • Create a batch of data
            • Calculate the Tensor
            • Calculate the logit transform
            • Calculate the Nelbo angles
            • Reparameterize the distribution
            • Calculate the KL divergence function
            • Get the alpha matrix of the model
            • Compute the topic diversity
            • Calculates the frequency of documents with wj
            • Calculate diversity
            • Calculate the topic coherence
            • Load data from file
            • Fetch temporal data
            • Fetch data
            • Visualize the model
            • Get the nearest neighbors of a word
            • Calculate the beta of the model
            • Removes documents with the specified threshold
            • Removes empty documents from_docs
            • Get RNN input
            • Write data to a lld file
            • Train the model
            • Split bow_in
            Get all kandi verified functions for this library.

            DETM Key Features

            No Key Features are available at this moment for DETM.

            DETM Examples and Code Snippets

            No Code Snippets are available at this moment for DETM.

            Community Discussions

            QUESTION

            Can't save the output of a function to a list or a string, How does a function return multiple values in Python
            Asked 2018-Jan-04 at 11:06

            I created a function that returns grammatical characteristics to a set of words:

            ...

            ANSWER

            Answered 2018-Jan-04 at 10:21

            Maybe you're looking for the yield keyword. Yield essentially turns your function into a generator that will keep returning values until you reach the end.

            Source https://stackoverflow.com/questions/48088562

            QUESTION

            Compiling A Mexfile using R CMD SHLIB
            Asked 2017-Oct-08 at 20:35

            I am trying to import a number of Fortran 90 codes into R for a project. They were initially written with a mex (matlab integration of Fortran routines) type compilation in mind. This is what one of the codes look like:

            ...

            ANSWER

            Answered 2017-Oct-08 at 20:35

            I don't think there is any other way then rewrite the code to not use IFWIN. Unless you manage to use Intel Fortran for R (that might require recompiling the whole R distribution...). Matlab is tied to Intel Fortran, that's why the code worked there.

            You have to adjust the code anyway, you cannot use it as it stands.

            Just get rid of the AllocConsole() calls and the print statements. You will need to use the R routines to print to console. See https://cran.r-project.org/doc/manuals/R-exts.html#Printing-from-FORTRAN

            Source https://stackoverflow.com/questions/46634439

            QUESTION

            Custom exit and minimize in JavaFX unexpected problems
            Asked 2017-Sep-27 at 02:16

            So I have two ways of exiting my applications, with the buttons I created and with the keybindings I created.

            The problems I am having are with minimize. For the button, I click it on initial launch and it doesnt work. The second time I click it, it will then work. Here is the code for the button.

            ...

            ANSWER

            Answered 2017-Sep-27 at 02:16

            You didn't post your FXML file, but I'm going to assume you have something like

            Source https://stackoverflow.com/questions/46437103

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

            Vulnerabilities

            No vulnerabilities reported

            Install DETM

            You can download it from GitHub.
            You can use DETM like any standard Python library. You will need to make sure that you have a development environment consisting of a Python distribution including header files, a compiler, pip, and git installed. Make sure that your pip, setuptools, and wheel are up to date. When using pip it is generally recommended to install packages in a virtual environment to avoid changes to the system.

            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 .
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            gh repo clone adjidieng/DETM

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            git@github.com:adjidieng/DETM.git

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