Downloads: 115
Research Paper | Computer Science & Engineering | India | Volume 3 Issue 6, June 2014
An Optimized Combinatorial Approach of Learning Algorithm for Word Sense Disambiguation
Neetu Sharma, S. Niranjan
Word sense disambiguation is the process to find best sense of ambiguous word from the existing senses to remove the ambiguity. This thesis work is an attempt to optimize the word sense disambiguation method. Most commonly supervised machine learning algorithms were used to solve this problem and improve the performance. Some attempts were made to use unsupervised machine learning algorithms also like K-means clustering algorithm. In this research work supervised learning algorithm Nave Bayesian is combined with the unsupervised learning algorithm K-means Clustering and the performance is enhanced in getting best sense of ambiguous word. C# is used to create interface for getting input in the form of sentence containing ambiguous word and displaying the output as a best sense for that ambiguous word. SQL 2008 is used a s database to store the sentences entered and their corresponding meanings. WORDNET as a database for extracting senses of ambiguous word is used. Performance is evaluated on the basis of scores of precision; recall and F-score that how well this optimized algorithm works now to improve the accuracy.
Keywords: Nave Bayesian Algorithm, K-Means Clustering, WORDNET,
Edition: Volume 3 Issue 6, June 2014
Pages: 2054 - 2061
How to Cite this Article?
Neetu Sharma, S. Niranjan, "An Optimized Combinatorial Approach of Learning Algorithm for Word Sense Disambiguation", International Journal of Science and Research (IJSR), https://www.ijsr.net/search_index_results_paperid.php?id=2014629, Volume 3 Issue 6, June 2014, 2054 - 2061
Similar Articles with Keyword 'WORDNET'
Downloads: 101
Research Paper, Computer Science & Engineering, Egypt, Volume 3 Issue 11, November 2014
Pages: 1128 - 1132Keyword Extraction using Clustering and Semantic Analysis
Dr. Mohamed H. Haggag, Dr.Amal Abutabl, Ahmed Basil
Downloads: 110
Research Paper, Computer Science & Engineering, India, Volume 3 Issue 6, June 2014
Pages: 2791 - 2796Design and Implementation of Association Rules Based System for Evaluating WSD
Samit Kumar, Dr. S. Niranjan
Similar Articles with Keyword 'Nave'
Downloads: 107
Research Paper, Computer Science & Engineering, India, Volume 5 Issue 5, May 2016
Pages: 1954 - 1957Proposed Techniques to Remove Flaming Problems from Social Networking Sites and outcome of Na?ve Bayes Classifier for Detection of Flames
Vishakha Mal, Dr. A. J. Agrawal
Downloads: 108
Survey Paper, Computer Science & Engineering, India, Volume 4 Issue 12, December 2015
Pages: 1624 - 1626Smart Predictor: A Road Incident Prediction System using Hybrid Data Mining Approach on Traffic Data
Omkar Haldankar, P. S. Desai
Similar Articles with Keyword 'Bayesian'
Downloads: 40
Research Paper, Computer Science & Engineering, China, Volume 9 Issue 4, April 2020
Pages: 1544 - 1554Recent Developments on Probabilistic Graphical Model Applied in Data Analysis
Kan'Sam Nadjak, Guisheng Yin
Downloads: 98
Survey Paper, Computer Science & Engineering, India, Volume 3 Issue 12, December 2014
Pages: 528 - 532Knowledge Fusion Technique Using Classifier Ensemble by Combining the Sets of Classification Rules
Jaydeep B. Patil, Vaishali Nandedkar
Similar Articles with Keyword 'Algorithm'
Downloads: 134 | Weekly Hits: ⮙2 | Monthly Hits: ⮙5
Research Paper, Computer Science & Engineering, India, Volume 9 Issue 11, November 2020
Pages: 457 - 461Artificial Intelligence for Hiring
Ishan Borker, Ashok Veda
Downloads: 510 | Weekly Hits: ⮙3 | Monthly Hits: ⮙5
Research Paper, Computer Science & Engineering, India, Volume 9 Issue 7, July 2020
Pages: 1454 - 1458Heart Disease Prediction with Machine Learning Approaches
Megha Kamboj
Similar Articles with Keyword 'Clustering'
Downloads: 1
Survey Paper, Computer Science & Engineering, India, Volume 10 Issue 5, May 2021
Pages: 948 - 951Survey on Various Image Segmentation Techniques
Babita Chauhan
Downloads: 1
Research Paper, Computer Science & Engineering, India, Volume 10 Issue 7, July 2021
Pages: 421 - 424Comparative Analysis of AI Techniques in the Prediction of Heart Disease
Irtiqa Dhar