HMM-POS | A Part of Speech Tagger using a Hidden Markov Model

 by   esbie Java Version: Current License: No License

kandi X-RAY | HMM-POS Summary

kandi X-RAY | HMM-POS Summary

HMM-POS is a Java library. HMM-POS has no bugs, it has no vulnerabilities and it has low support. However HMM-POS build file is not available. You can download it from GitHub.

For the Sequence-Tagging final project, we implemented a Hidden Markov Model part-of-speech tagger. We implemented the algorithms from scratch, and have included the code for our system. For the description of the system, see the report. To run baseline system: java Baseline java Scorer (note: data must be placed in the data folder and be called train.pos/test.pos) open scoring/score.html. To run HMM system: java HMM java Scorer (note: data must be placed in the data folder and be called train.pos/test.pos) open scoring/score.html. The file scoring/score.html contains the percent correct as well as the number of times a POS tag on the top was chosen for a POS tag on the left (the correct tag in the test data). That is, the left tags were guessed as the top tags. To see the words that contributed to the number in a particular box, click the box to toggle the word list. Each score-*.html file is the score file for that particular configuration of the HMM system. Refer to the report for a description of each.
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            kandi-support Support

              HMM-POS has a low active ecosystem.
              It has 14 star(s) with 9 fork(s). There are 3 watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              There are 1 open issues and 0 have been closed. There are no pull requests.
              It has a neutral sentiment in the developer community.
              The latest version of HMM-POS is current.

            kandi-Quality Quality

              HMM-POS has 0 bugs and 0 code smells.

            kandi-Security Security

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

            kandi-License License

              HMM-POS does not have a standard license declared.
              Check the repository for any license declaration and review the terms closely.
              OutlinedDot
              Without a license, all rights are reserved, and you cannot use the library in your applications.

            kandi-Reuse Reuse

              HMM-POS releases are not available. You will need to build from source code and install.
              HMM-POS has no build file. You will be need to create the build yourself to build the component from source.
              It has 893 lines of code, 24 functions and 14 files.
              It has high code complexity. Code complexity directly impacts maintainability of the code.

            Top functions reviewed by kandi - BETA

            kandi has reviewed HMM-POS and discovered the below as its top functions. This is intended to give you an instant insight into HMM-POS implemented functionality, and help decide if they suit your requirements.
            • Calculates the node and returns the node that is unseen
            • Calculate goodTuring counts for bigrams
            • Calculates the priority probability for the given tag and tag2
            • Calculates the likelihood of a particular tag and tag
            • Returns the number of bigrams with count
            • Returns the counts for the given key
            • Main method for testing
            • Viterbi Matrix for each word
            • Prints out the backtrace for the given map
            • Computes the probability of a tag for a given tag and tag
            • Returns a list of word sequences
            • Test entry point
            • Parses a trainer
            • Add one element in the map
            • Test program
            • Main entry point
            Get all kandi verified functions for this library.

            HMM-POS Key Features

            No Key Features are available at this moment for HMM-POS.

            HMM-POS Examples and Code Snippets

            No Code Snippets are available at this moment for HMM-POS.

            Community Discussions

            No Community Discussions are available at this moment for HMM-POS.Refer to stack overflow page for discussions.

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

            Vulnerabilities

            No vulnerabilities reported

            Install HMM-POS

            You can download it from GitHub.
            You can use HMM-POS like any standard Java library. Please include the the jar files in your classpath. You can also use any IDE and you can run and debug the HMM-POS component as you would do with any other Java program. Best practice is to use a build tool that supports dependency management such as Maven or Gradle. For Maven installation, please refer maven.apache.org. For Gradle installation, please refer gradle.org .

            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 esbie/HMM-POS

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            git@github.com:esbie/HMM-POS.git

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