Title :
Development of a novel algorithm for sentiment analysis based on adverb-adjective-noun combinations
Author :
Sing, Jamuna Kanta ; Sarkar, Santonu ; Mitra, T. Kr
Author_Institution :
Dept. of Comput. Sci. & Eng., Jadavpur Univ., Kolkata, India
Abstract :
There was an emotional outpouring of unprecedented magnitude because of the death of Michael Jackson thereby creating fresh interest to test various methods of sentiment analysis to obtain insights into how a human beings show emotion in different limitations. Almost no research work has been done, as on date, based on nouns and adverb-adjective-noun (AAN) combinations in sentiment analysis. We have proposed here for the first time, an AAN based sentiment analysis technique deploying linguistic analysis of adverbs of degree, domain specific adjective and abstract noun. We define a set of general axioms (based on a classification of adverbs of degree into five categories, classification of adjective into ten specific domain, classification of abstract noun in two categories) for opinion analysis.
Keywords :
natural language processing; psychology; abstract noun classification; adjective classification; adverb-adjective-noun combinations; adverbs classification; linguistic analysis; opinion analysis; sentiment analysis; Algorithm design and analysis; Approximation algorithms; Pragmatics; Random access memory; Adverb-adjective-noun combination; Sentiment analysis; abstract noun; adverbs of degree; domain specific adjective;
Conference_Titel :
Emerging Trends and Applications in Computer Science (NCETACS), 2012 3rd National Conference on
Conference_Location :
Shillong
Print_ISBN :
978-1-4577-0749-0
DOI :
10.1109/NCETACS.2012.6203294