timbl

TiMBL implements several memory-based learning algorithms.

https://github.com/languagemachines/timbl

Science Score: 26.0%

This score indicates how likely this project is to be science-related based on various indicators:

  • CITATION.cff file
  • codemeta.json file
    Found codemeta.json file
  • .zenodo.json file
    Found .zenodo.json file
  • DOI references
  • Academic publication links
  • Committers with academic emails
  • Institutional organization owner
  • JOSS paper metadata
  • Scientific vocabulary similarity
    Low similarity (2.5%) to scientific vocabulary

Keywords

c-plus-plus classification decision-tree ib1 ib1-ig igtree k-nearest-neighbours knn learning-algorithm learning-algorithms machine-learning nearest-neighbours timbl

Keywords from Contributors

language-modelling lm computational-linguistics folia punctuation tokeniser
Last synced: 4 months ago · JSON representation

Repository

TiMBL implements several memory-based learning algorithms.

Basic Info
Statistics
  • Stars: 53
  • Watchers: 8
  • Forks: 9
  • Open Issues: 2
  • Releases: 16
Topics
c-plus-plus classification decision-tree ib1 ib1-ig igtree k-nearest-neighbours knn learning-algorithm learning-algorithms machine-learning nearest-neighbours timbl
Created over 11 years ago · Last pushed 6 months ago
Metadata Files
Readme Changelog License Authors Codemeta

README

Please see README.md for for information.

Owner

  • Name: Language Machines
  • Login: LanguageMachines
  • Kind: organization
  • Email: proycon@anaproy.nl
  • Location: Nijmegen, The Netherlands

NLP Research group at Centre for Language Studies, Radboud University Nijmegen

CodeMeta (codemeta.json)

{
  "@context": [
    "https://doi.org/10.5063/schema/codemeta-2.0",
    "http://schema.org",
    "https://w3id.org/software-types"
  ],
  "@type": "SoftwareSourceCode",
  "identifier": "timbl",
  "name": "TiMBL",
  "version": "6.10",
  "description": "TiMBL is an open source software package implementing several memory-based learning algorithms, among which IB1-IG, an implementation of k-nearest neighbor classification with feature weighting suitable for symbolic feature spaces, and IGTree, a decision-tree approximation of IB1-IG. All implemented algorithms have in common that they store some representation of the training set explicitly in memory. During testing, new cases are classified by extrapolation from the most similar stored cases.",
  "license": "https://spdx.org/licenses/GPL-3.0",
  "url": "https://languagemachines.github.io/timbl",
  "author": [
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      "@type": "Person",
      "givenName": "Ko",
      "familyName": "van der Sloot",
      "email": "ko.vandersloot@let.ru.nl",
      "affiliation": {
        "@id": "https://www.ru.nl/clst",
        "@type": "Organization",
        "name": "Centre for Language and Speech Technology",
        "url": "https://www.ru.nl/clst",
        "parentOrganization": {
          "@id": "https://www.ru.nl/cls",
          "@type": "Organization",
          "name": "Centre for Language Studies",
          "url": "https://www.ru.nl/cls",
          "parentOrganization": {
            "@id": "https://www.ru.nl",
            "name": "Radboud University",
            "@type": "Organization",
            "url": "https://www.ru.nl",
            "location": {
              "@type": "Place",
              "name": "Nijmegen"
            }
          }
        }
      },
      "position": 1
    },
    {
      "@id": "https://orcid.org/0000-0003-2493-656X",
      "@type": "Person",
      "givenName": "Antal",
      "familyName": "van den Bosch",
      "email": "antal.vandenbosch@let.ru.nl",
      "affiliation": {
        "@id": "https://cls.ru.nl"
      },
      "position": 2
    },
    {
      "@type": "Person",
      "givenName": "Walter",
      "familyName": "Daelemans",
      "position": 3
    },
    {
      "@id": "https://orcid.org/0000-0002-1046-0006",
      "@type": "Person",
      "givenName": "Maarten",
      "familyName": "van Gompel",
      "email": "proycon@anaproy.nl",
      "affiliation": {
        "@id": "https://knaw.huc.nl"
      },
      "position": 4
    },
    {
      "@type": "Person",
      "givenName": "Ton",
      "familyName": "Weijters",
      "position": 5
    },
    {
      "@type": "Person",
      "givenName": "Jakub",
      "familyName": "Zavrel",
      "position": 6
    }
  ],
  "sourceOrganization": {
    "@id": "https://www.ru.nl/clst"
  },
  "programmingLanguage": {
    "@type": "ComputerLanguage",
    "identifier": "c++",
    "name": "C++"
  },
  "operatingSystem": [
    "Linux",
    "BSD",
    "macOS"
  ],
  "codeRepository": "https://github.com/LanguageMachines/timbl",
  "softwareRequirements": [
    {
      "@type": "SoftwareApplication",
      "identifier": "libxml2",
      "name": "libxml2"
    },
    {
      "@type": "SoftwareApplication",
      "identifier": "ticcutils",
      "name": "ticcutils"
    }
  ],
  "readme": "https://github.com/LanguageMachines/timbl/blob/master/README.md",
  "issueTracker": "https://github.com/LanguageMachines/timbl/issues",
  "contIntegration": "https://travis-ci.org/LanguageMachines/timbl",
  "releaseNotes": "https://github.com/LanguageMachines/timbl/releases",
  "developmentStatus": "https://www.repostatus.org/#active",
  "keywords": [
    "nlp",
    "natural language processing",
    "memory based learning",
    "machine learning",
    "knn",
    "k-nearest neighbours",
    "decision tree"
  ],
  "referencePublication": [
    {
      "@type": "TechArticle",
      "name": "TiMBL: Tilburg Memory Based Learner, Reference Guide",
      "author": [
        "Walter Daelemans",
        "Jakub Zavrel",
        "Ko van der Sloot",
        "Antal van den Bosch"
      ],
      "url": "https://github.com/LanguageMachines/timbl/raw/master/docs/Timbl_6.4_Manual.pdf"
    },
    {
      "@type": "Book",
      "name": "Memory-Based Language Processing",
      "author": [
        "Walter Daelemans",
        "Antal van den Bosch"
      ],
      "url": "http://ilk.uvt.nl/mblp",
      "publisher": "Cambridge University Press"
    }
  ],
  "dateCreated": "1998",
  "targetProduct": [
    {
      "@type": "SoftwareLibrary",
      "executableName": "libtimbl",
      "name": "libtimbl",
      "runtimePlatform": [
        "Linux",
        "BSD",
        "macOS"
      ],
      "description": "Memory-based Learning Library with API for C++"
    },
    {
      "@type": "CommandLineApplication",
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      "name": "timbl",
      "runtimePlatform": [
        "Linux",
        "BSD",
        "macOS"
      ],
      "description": "Memory-based learner, command-line tool"
    }
  ]
}

GitHub Events

Total
  • Release event: 1
  • Watch event: 6
  • Issue comment event: 2
  • Push event: 9
  • Create event: 3
Last Year
  • Release event: 1
  • Watch event: 6
  • Issue comment event: 2
  • Push event: 9
  • Create event: 3

Committers

Last synced: 7 months ago

All Time
  • Total Commits: 1,095
  • Total Committers: 6
  • Avg Commits per committer: 182.5
  • Development Distribution Score (DDS): 0.323
Past Year
  • Commits: 20
  • Committers: 2
  • Avg Commits per committer: 10.0
  • Development Distribution Score (DDS): 0.05
Top Committers
Name Email Commits
sloot s****t@1****3 741
Ko van der Sloot K****t@l****l 193
(no author) (****)@1****3 115
Maarten van Gompel p****n@a****l 32
joostvb j****b@1****3 10
antalb a****b@1****3 4
Committer Domains (Top 20 + Academic)

Issues and Pull Requests

Last synced: 5 months ago

All Time
  • Total issues: 13
  • Total pull requests: 0
  • Average time to close issues: 8 months
  • Average time to close pull requests: N/A
  • Total issue authors: 6
  • Total pull request authors: 0
  • Average comments per issue: 3.08
  • Average comments per pull request: 0
  • Merged pull requests: 0
  • Bot issues: 0
  • Bot pull requests: 0
Past Year
  • Issues: 1
  • Pull requests: 0
  • Average time to close issues: N/A
  • Average time to close pull requests: N/A
  • Issue authors: 1
  • Pull request authors: 0
  • Average comments per issue: 0.0
  • Average comments per pull request: 0
  • Merged pull requests: 0
  • Bot issues: 0
  • Bot pull requests: 0
Top Authors
Issue Authors
  • proycon (6)
  • kosloot (3)
  • fivehills (1)
  • lounicotra (1)
  • antalvdb (1)
  • vivekpatani (1)
Pull Request Authors
Top Labels
Issue Labels
bug (3) packaging (2) ready (2) waiting (2) enhancement (1) low priority (1) help wanted (1)
Pull Request Labels

Packages

  • Total packages: 24
  • Total downloads: unknown
  • Total dependent packages: 25
    (may contain duplicates)
  • Total dependent repositories: 0
    (may contain duplicates)
  • Total versions: 42
  • Total maintainers: 1
alpine-v3.16: timbl

implementation of several memory-based learning algorithms like IB1-IG (kNN) and IGTree

  • Versions: 1
  • Dependent Packages: 16
  • Dependent Repositories: 0
Rankings
Dependent repos count: 0.0%
Dependent packages count: 5.1%
Average: 10.5%
Stargazers count: 17.2%
Forks count: 19.7%
Maintainers (1)
Last synced: 4 months ago
alpine-v3.18: timbl

implementation of several memory-based learning algorithms like IB1-IG (kNN) and IGTree

  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Dependent repos count: 0.0%
Dependent packages count: 0.0%
Average: 12.3%
Stargazers count: 22.9%
Forks count: 26.3%
Maintainers (1)
Last synced: 4 months ago
alpine-v3.18: timbl-dev

implementation of several memory-based learning algorithms like IB1-IG (kNN) and IGTree (development files)

  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Dependent repos count: 0.0%
Dependent packages count: 0.0%
Average: 12.3%
Stargazers count: 22.9%
Forks count: 26.3%
Maintainers (1)
Last synced: 5 months ago
alpine-v3.18: timbl-doc

implementation of several memory-based learning algorithms like IB1-IG (kNN) and IGTree (documentation)

  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Dependent repos count: 0.0%
Dependent packages count: 0.0%
Average: 12.3%
Stargazers count: 22.9%
Forks count: 26.3%
Maintainers (1)
Last synced: 5 months ago
alpine-v3.17: timbl

implementation of several memory-based learning algorithms like IB1-IG (kNN) and IGTree

  • Versions: 1
  • Dependent Packages: 4
  • Dependent Repositories: 0
Rankings
Dependent repos count: 0.0%
Dependent packages count: 7.9%
Average: 12.9%
Stargazers count: 20.5%
Forks count: 23.2%
Maintainers (1)
Last synced: 5 months ago
alpine-edge: timbl

implementation of several memory-based learning algorithms like IB1-IG (kNN) and IGTree

  • Versions: 7
  • Dependent Packages: 5
  • Dependent Repositories: 0
Rankings
Dependent repos count: 0.0%
Dependent packages count: 1.4%
Average: 13.1%
Stargazers count: 24.1%
Forks count: 27.0%
Maintainers (1)
Last synced: 4 months ago
alpine-v3.16: timbl-doc

implementation of several memory-based learning algorithms like IB1-IG (kNN) and IGTree (documentation)

  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Dependent repos count: 0.0%
Average: 16.0%
Stargazers count: 17.2%
Forks count: 19.7%
Dependent packages count: 27.3%
Maintainers (1)
Last synced: 4 months ago
alpine-v3.16: timbl-dev

implementation of several memory-based learning algorithms like IB1-IG (kNN) and IGTree (development files)

  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Dependent repos count: 0.0%
Average: 16.0%
Stargazers count: 17.2%
Forks count: 19.7%
Dependent packages count: 27.3%
Maintainers (1)
Last synced: 4 months ago
alpine-edge: timbl-dev

implementation of several memory-based learning algorithms like IB1-IG (kNN) and IGTree (development files)

  • Versions: 7
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Dependent repos count: 0.0%
Dependent packages count: 14.6%
Average: 16.4%
Stargazers count: 24.0%
Forks count: 27.0%
Maintainers (1)
Last synced: 4 months ago
alpine-edge: timbl-doc

implementation of several memory-based learning algorithms like IB1-IG (kNN) and IGTree (documentation)

  • Versions: 7
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Dependent repos count: 0.0%
Dependent packages count: 14.6%
Average: 16.4%
Stargazers count: 24.1%
Forks count: 27.0%
Maintainers (1)
Last synced: 4 months ago
alpine-v3.17: timbl-doc

implementation of several memory-based learning algorithms like IB1-IG (kNN) and IGTree (documentation)

  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Dependent repos count: 0.0%
Average: 17.7%
Stargazers count: 20.5%
Forks count: 23.2%
Dependent packages count: 27.3%
Maintainers (1)
Last synced: 4 months ago
alpine-v3.17: timbl-dev

implementation of several memory-based learning algorithms like IB1-IG (kNN) and IGTree (development files)

  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Dependent repos count: 0.0%
Average: 17.7%
Stargazers count: 20.5%
Forks count: 23.2%
Dependent packages count: 27.3%
Maintainers (1)
Last synced: 4 months ago
alpine-v3.22: timbl-doc

implementation of several memory-based learning algorithms like IB1-IG (kNN) and IGTree (documentation)

  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Dependent repos count: 0.0%
Dependent packages count: 0.0%
Average: 100%
Maintainers (1)
Last synced: 4 months ago
alpine-v3.22: timbl

implementation of several memory-based learning algorithms like IB1-IG (kNN) and IGTree

  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Dependent repos count: 0.0%
Dependent packages count: 0.0%
Average: 100%
Maintainers (1)
Last synced: 4 months ago
alpine-v3.22: timbl-dev

implementation of several memory-based learning algorithms like IB1-IG (kNN) and IGTree (development files)

  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Dependent repos count: 0.0%
Dependent packages count: 0.0%
Average: 100%
Maintainers (1)
Last synced: 4 months ago
alpine-v3.19: timbl

implementation of several memory-based learning algorithms like IB1-IG (kNN) and IGTree

  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Dependent repos count: 0.0%
Dependent packages count: 0.0%
Average: 100%
Last synced: 5 months ago
alpine-v3.19: timbl-dev

implementation of several memory-based learning algorithms like IB1-IG (kNN) and IGTree (development files)

  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Dependent repos count: 0.0%
Dependent packages count: 0.0%
Average: 100%
Maintainers (1)
Last synced: 4 months ago
alpine-v3.21: timbl

implementation of several memory-based learning algorithms like IB1-IG (kNN) and IGTree

  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Dependent repos count: 0.0%
Dependent packages count: 0.0%
Average: 100%
Maintainers (1)
Last synced: 4 months ago
alpine-v3.21: timbl-doc

implementation of several memory-based learning algorithms like IB1-IG (kNN) and IGTree (documentation)

  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Dependent repos count: 0.0%
Dependent packages count: 0.0%
Average: 100%
Maintainers (1)
Last synced: 4 months ago
alpine-v3.21: timbl-dev

implementation of several memory-based learning algorithms like IB1-IG (kNN) and IGTree (development files)

  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Dependent repos count: 0.0%
Dependent packages count: 0.0%
Average: 100%
Maintainers (1)
Last synced: 4 months ago
alpine-v3.20: timbl-dev

implementation of several memory-based learning algorithms like IB1-IG (kNN) and IGTree (development files)

  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Dependent repos count: 0.0%
Dependent packages count: 0.0%
Average: 100%
Maintainers (1)
Last synced: 4 months ago
alpine-v3.20: timbl

implementation of several memory-based learning algorithms like IB1-IG (kNN) and IGTree

  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Dependent repos count: 0.0%
Dependent packages count: 0.0%
Average: 100%
Maintainers (1)
Last synced: 4 months ago
alpine-v3.20: timbl-doc

implementation of several memory-based learning algorithms like IB1-IG (kNN) and IGTree (documentation)

  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Dependent repos count: 0.0%
Dependent packages count: 0.0%
Average: 100%
Maintainers (1)
Last synced: 4 months ago
alpine-v3.19: timbl-doc

implementation of several memory-based learning algorithms like IB1-IG (kNN) and IGTree (documentation)

  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Dependent repos count: 0.0%
Dependent packages count: 0.0%
Average: 100%
Maintainers (1)
Last synced: 4 months ago

Dependencies

.github/workflows/timbl.yml actions
  • Gottox/irc-message-action v2 composite
  • actions/checkout v2 composite
  • styfle/cancel-workflow-action 0.11.0 composite
Dockerfile docker
  • alpine latest build