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On Verbalization of Japanese and English: Utilizing Neural Netowork Models

Research Project

Project/Area Number 02801064
Research Category

Grant-in-Aid for General Scientific Research (C)

Allocation TypeSingle-year Grants
Research Field 言語学・音声学
Research InstitutionAzabu University

Principal Investigator

ODA Hiromi  Azabu University, Lecturer, 教養部, 講師 (50177234)

Co-Investigator(Kenkyū-buntansha) 武井 朗子  麻布大学, 教養部, 講師 (70206936)
Project Period (FY) 1990 – 1991
Project Status Completed (Fiscal Year 1991)
Budget Amount *help
¥1,700,000 (Direct Cost: ¥1,700,000)
Fiscal Year 1991: ¥400,000 (Direct Cost: ¥400,000)
Fiscal Year 1990: ¥1,300,000 (Direct Cost: ¥1,300,000)
KeywordsMorphology / Word-formation / Semantics / English / Japanese / Connectionism / Neural Netowork Model / Linguistics / 認知科学 / 神経回路網 / コネクショニズム / 日本語 / 英語 / ニュ-ラルネット
Research Abstract

The aim of the present study is to find the semantic constraints that regulate the possibilities of verbalizing of nouns in Japanese and English, and to study the process in a more precise fashion by simulating the process on a computer utilizing neural network models, or connectionist models.
We could define the semantic constraints that regulate the verbalizing processes in rather subjective terms, but we are still in the final stage of building a suitable neural network model that can learn and associate semantic information of nouns and verbs. Since previous studies in linguistics utilizing neural network models were rare, we needed to apply the methodology to a simpler problem and acquire techniques how to apply the model to problems in natural languages. Currently, our model is able to learn polysemous words and associate to quite different meanings according to the context units that the words co-occur. However, it is found necessary for the network model to handle temporal information in order to deal with the problem of verbalization in a meaningful way. Thus, we are now working on a new model that can handle temporal information and trying to implement this model on a computer.
The semantic constraints we found are as follows. As for English verbalizing processes, when the noun has a self-controllable meaning, then the word can be verbalized by one of the three suffixes, -ize, -ify, -en. If the noun does not have a self-controllable meaning but has a semantic element strongly related to action in the lexicon can be used as a verb without changing its form.
In the case of Japanese, if the noun can occur in a frame "the way of doing X", then it can be verbalized by attaching"-- suru". On the other hand, if a noun can satisfy a frame "the characteristic feature of X", then it can be verbalized by using the suffix "--kasuru".

Report

(3 results)
  • 1991 Annual Research Report   Final Research Report Summary
  • 1990 Annual Research Report
  • Research Products

    (1 results)

All Other

All Publications (1 results)

  • [Publications] 小田 弘美: "「神経回路網モデルによる日本語接頭辞『お』『ご』の用法の学習の試み」" 麻布大学教養部研究紀要. 2. 67-77 (1991)

    • Related Report
      1990 Annual Research Report

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Published: 1990-04-01   Modified: 2016-04-21  

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