An analysis of word sense disambiguation in Bangla and English using supervised learning and a deep neural network classifier
This thesis report is submitted in partial fulfillment of the requirements for the degree of Bachelor of Science in Computer Science and Engineering, 2016.
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| বিন্যাস: | গবেষণাপত্র |
| ভাষা: | English |
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BRAC University
2016
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| বিষয়গুলি: | |
| অনলাইন ব্যবহার করুন: | http://hdl.handle.net/10361/6417 |
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10361-6417 |
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10361-64172022-01-26T10:21:51Z An analysis of word sense disambiguation in Bangla and English using supervised learning and a deep neural network classifier Pasha, Maroof Ur Rahman Mostakim, Mr. Moin Department of Computer Science and Engineering, BRAC University Neural networks Word sense disambiguation Machine learning This thesis report is submitted in partial fulfillment of the requirements for the degree of Bachelor of Science in Computer Science and Engineering, 2016. Cataloged from PDF version of thesis report. Includes bibliographical references (page 35-36). Word sense disambiguation is a significant task in natural language processing and addresses an old problem in the field of computational linguistics. Word sense disambiguation facilitates tasks like machine translation, information retrieval, text-to-speech and other application systems. Sense ambiguity is introduced because certain words for a given language can have multiple meanings. Word sense disambiguation involves identifying the correct sense of a word for a given context. Bangla language has a few cases of word sense ambiguity. Many machine learning algorithms have already been applied to disambiguate word sense including few implementations of neural networks. However, many existing word sense disambiguation systems using supervised learning and neural networks were focused only on English data. And an evaluation of their implementation on Bangla data is necessary. This thesis attempts to analyze and present results when using an updated deep neural network classifier and supervised learning algorithm for word sense disambiguation on a Bangla dataset and on an English dataset. A pre-processor for the dataset was constructed to appropriately extract features from the context sentences to build sets of refined feature vectors which are fed into the neural network. Maroof Ur Rahman Pasha B. Computer Science and Engineering 2016-09-20T03:55:58Z 2016-09-20T03:55:58Z 2016 2015-08 Thesis ID 12301004 http://hdl.handle.net/10361/6417 en BRAC University thesis are protected by copyright. They may be viewed from this source for any purpose, but reproduction or distribution in any format is prohibited without written permission. 36 pages application/pdf BRAC University |
| institution |
Brac University |
| collection |
Institutional Repository |
| language |
English |
| topic |
Neural networks Word sense disambiguation Machine learning |
| spellingShingle |
Neural networks Word sense disambiguation Machine learning Pasha, Maroof Ur Rahman An analysis of word sense disambiguation in Bangla and English using supervised learning and a deep neural network classifier |
| description |
This thesis report is submitted in partial fulfillment of the requirements for the degree of Bachelor of Science in Computer Science and Engineering, 2016. |
| author2 |
Mostakim, Mr. Moin |
| author_facet |
Mostakim, Mr. Moin Pasha, Maroof Ur Rahman |
| format |
Thesis |
| author |
Pasha, Maroof Ur Rahman |
| author_sort |
Pasha, Maroof Ur Rahman |
| title |
An analysis of word sense disambiguation in Bangla and English using supervised learning and a deep neural network classifier |
| title_short |
An analysis of word sense disambiguation in Bangla and English using supervised learning and a deep neural network classifier |
| title_full |
An analysis of word sense disambiguation in Bangla and English using supervised learning and a deep neural network classifier |
| title_fullStr |
An analysis of word sense disambiguation in Bangla and English using supervised learning and a deep neural network classifier |
| title_full_unstemmed |
An analysis of word sense disambiguation in Bangla and English using supervised learning and a deep neural network classifier |
| title_sort |
analysis of word sense disambiguation in bangla and english using supervised learning and a deep neural network classifier |
| publisher |
BRAC University |
| publishDate |
2016 |
| url |
http://hdl.handle.net/10361/6417 |
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AT pashamaroofurrahman ananalysisofwordsensedisambiguationinbanglaandenglishusingsupervisedlearningandadeepneuralnetworkclassifier AT pashamaroofurrahman analysisofwordsensedisambiguationinbanglaandenglishusingsupervisedlearningandadeepneuralnetworkclassifier |
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