Conference paper Open Access

A Graph Based Semi-Supervised Approach for Analysis of Derivational Nouns in Sanskrit

Krishna, Amrith; Satuluri, Pavankumar; Ahmed, Muneeb; Goyal, Pawan; Ponnada, Harshavardhan; Arora, Gulab; Hiware, Kaustubh


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{
  "description": "<p>The work is accepted at TextGraphs - 17\u00a0 colocated with ACL 2017 (http://acl2017.org/)</p>\n\n<p>Derivational nouns are widely used in Sanskrit corpora and is a prevalent means of productivity in the language. Currently, there exists no analyser that identifies the derivational nouns. We propose a semi supervised approach for identification of derivational nouns in Sanskrit. We not only identify the derivational words, but also link them to their<br>\ncorresponding source words. The novelty of our work is primarily in its design of the network structure for the task.<br>\nThe edge weights are featurised based on the phonetic, morphological, syntactic and the semantic similarity shared between the words to be identified. We find that our model is effective for the task, even when we employ a labelled dataset which is only 5 % to that of the entire dataset.</p>", 
  "license": "https://creativecommons.org/licenses/by/4.0/legalcode", 
  "creator": [
    {
      "affiliation": "Dept. of Computer Science & Engineering, Indian Institute of Technology Kharagpur", 
      "@type": "Person", 
      "name": "Krishna, Amrith"
    }, 
    {
      "affiliation": "School of Linguistics & Literary Studies, Chinmaya Vishwavidyapeeth CEG Campus", 
      "@type": "Person", 
      "name": "Satuluri, Pavankumar"
    }, 
    {
      "affiliation": "Dept. of Electrical Engineering, Indian Institute of Technology BHU", 
      "@type": "Person", 
      "name": "Ahmed, Muneeb"
    }, 
    {
      "affiliation": "Dept. of Computer Science & Engineering, Indian Institute of Technology Kharagpur", 
      "@type": "Person", 
      "name": "Goyal, Pawan"
    }, 
    {
      "affiliation": "Dept. of Computer Science & Engineering, Indian Institute of Technology Kharagpur", 
      "@type": "Person", 
      "name": "Ponnada, Harshavardhan"
    }, 
    {
      "affiliation": "Dept. of Computer Science & Engineering, Indian Institute of Technology Kharagpur", 
      "@type": "Person", 
      "name": "Arora, Gulab"
    }, 
    {
      "affiliation": "Dept. of Computer Science & Engineering, Indian Institute of Technology Kharagpur", 
      "@type": "Person", 
      "name": "Hiware, Kaustubh"
    }
  ], 
  "headline": "A Graph Based Semi-Supervised Approach for Analysis of Derivational Nouns in Sanskrit", 
  "image": "https://zenodo.org/static/img/logos/zenodo-gradient-round.svg", 
  "datePublished": "2017-05-26", 
  "url": "https://zenodo.org/record/583788", 
  "keywords": [
    "Sanskrit"
  ], 
  "@context": "https://schema.org/", 
  "identifier": "https://doi.org/10.5281/zenodo.583788", 
  "@id": "https://doi.org/10.5281/zenodo.583788", 
  "@type": "ScholarlyArticle", 
  "name": "A Graph Based Semi-Supervised Approach for Analysis of Derivational Nouns in Sanskrit"
}
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