Blog
About

  • Record: found
  • Abstract: found
  • Article: found
Is Open Access

Word Embedding based Approaches for Information Retrieval

Seventh BCS-IRSG Symposium on Future Directions in Information Access (FDIA)

Future Directions in Information Access

5 September 2017

Word Embedding, Information Retrieval

Read this article at

Bookmark
      There is no author summary for this article yet. Authors can add summaries to their articles on ScienceOpen to make them more accessible to a non-specialist audience.

      Abstract

      The interest on using word embedding has expanded in various areas of text processing in recent years following the introduction of the word2vec model by Mikolov et al. (2013) and Pennington et al. (2014). The word embedding models use a large amount of text to create low dimensional representations of words capturing relationships between words without any external supervision. The resultant representation is shown to replicate many linguistic regularities such as, semantic similarity between terms, conceptual composition of terms, laws of analogy of terms. These features can be used for Information Retrieval (IR) where, the retrieval functions primarily depend on statistical co-occurrences.

      Related collections

      Most cited references 2

      • Record: found
      • Abstract: not found
      • Article: not found

      Relevance based language models

        Bookmark
        • Record: found
        • Abstract: not found
        • Article: not found

        Word Embedding based Generalized Language Model for Information Retrieval

          Bookmark

          Author and article information

          Affiliations
          Indian Statistical Institute, Kolkata

          203, B.T. Road

          Kolkata, India - 700108
          Contributors
          Conference
          September 2017
          September 2017
          : 1-4
          10.14236/ewic/FDIA2017.9
          © Roy. Published by BCS Learning and Development Ltd. Proceedings of the 7th Symposium on Future Directions in Information Access 2017

          This work is licensed under a Creative Commons Attribution 4.0 Unported License. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/

          Seventh BCS-IRSG Symposium on Future Directions in Information Access
          FDIA
          7
          Barcelona, Spain
          5 September 2017
          Electronic Workshops in Computing (eWiC)
          Future Directions in Information Access
          Product
          Product Information: 1477-9358 BCS Learning & Development
          Self URI (journal page): https://ewic.bcs.org/
          Categories
          Electronic Workshops in Computing

          Comments

          Comment on this article