Morphological Analyzer for Gujarati using Paradigm based approach with Knowledge based and Statistical Methods

نویسندگان

  • Jatayu Baxi
  • Pooja Patel
  • Brijesh Bhatt
چکیده

Morphological Analyzer is a tool which performs syntactic analysis of a word and finds root form of input inflected word form. Morph analyzer serves as a pre-processing tool for many NLP applications. Significant amount of work has been done in this area for many Indian languages but not much work has been reported for Gujarati language. We present Morph analyzer for Gujarati language. The Morph analyzer is developed using a hybrid approach that combines statistical, knowledge based and paradigm based approach. We present detailed study of different approaches. We demonstrate a significant improvement in overall accuracy and achieve 92.34% and 82.84% accuracy with knowledge based hybrid method and statistical hybrid method respectively.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

The Combinational Use Of Knowledge-Based Methods and Morphological Image Processing in Color Image Face Detection

The human facial recognition is the base for all facial processing systems. In this work a basicmethod is presented for the reduction of detection time in fixed image with different color levels.The proposed method is the simplest approach in face spatial localization, since it doesn’trequire the dynamics of images and information of the color of skin in image background. Inaddition, to do face...

متن کامل

Automated Paradigm Selection for FSA based Konkani Verb Morphological Analyzer

A Morphological Analyzer is a crucial tool for any language. In popular tools used to build morphological analyzers like XFST, HFST and Apertium’s lttoolbox, the finite state approach is used to sequence input characters. We have used the finite state approach to sequence morphemes instead of characters. In this paper we present the architecture and implementation details of a Corpus assisted F...

متن کامل

Teaching-Learning approach in complexity paradigm

"Teaching-Learning Approach" is a model of interaction between teachers and students in an educational environment and one of the main components of the educational system. This model can be organized and designed on the basis of various opinions and ideas, including philosophical or scientific theories. This research aims to design and explain teaching-learning approach based on the complexity...

متن کامل

A Paradigm-Based Finite State Morphological Analyzer for Marathi

A morphological analyzer forms the foundation for many NLP applications of Indian Languages. In this paper, we propose and evaluate the morphological analyzer for Marathi, an inflectional language. The morphological analyzer exploits the efficiency and flexibility offered by finite state machines in modeling the morphotactics while using the well devised system of paradigms to handle the stem a...

متن کامل

Designing and Validating Knowledge Commercialization Model for the Country's Industrial Universities

One of the most essential missions of universities in educational and research areas is continuous and sustained participation in technological innovation and development. Indeed, universitieschr('39') future success will depend on their ability to respond to changing societychr('39')s needs by commercializing science and technology. The purpose of this research is to design a comprehensive and...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2015