Publication Type:

Journal Article

Source:

International Journal of Information Processing and Management, Volume 6, Issue 2, Number 2, p.61–72 (2015)

URL:

http://search.proquest.com/openview/481bf6156cdc43c4fea3fddff5b8575f/1?pq-origsite=gscholar

Keywords:

Domain Adaptation, Domain Independent Dictionaries, Domain Specific Dictionaries, Learned Domains, Opinion Oriented Words, Polarity Lexicons, Processed Dictionaries, Sentiment analysis

Abstract:

The inborn human instinct to know what others think has contributed to the growing popularity of Sentiment Analysis. Sentiment in a text is mostly derived from opinion oriented words or lexicons. But the challenge is put forward by opinion oriented words which are domain specific. Various researchers have proposed methods to improve the polarity scores of these domain specific lexicons. Existing works utilize mainly single domain knowledge which is not sufficient to update a domain-specific lexicon. The proposed work attempts a domain adaptation model by building a polarity lexicon using knowledge from multiple related domains. The polarity lexicon thus built when tested on new domains provides fairly good classification results thus implementing true domain adaptation. The proposed approach has been tested on Amazon product reviews from ten related domains which include Printer, Scanner, MP3 Player, iPod, LCD TV etc. A significant improvement in accuracy ranging from 1 to 14.5 points on learned domains and 0.5 to 8 points across new domains over the baseline has been observed.

Cite this Research Publication

Manju Venugopalan and Dr. Deepa Gupta, “An Enhanced Polarity Lexicon by Learning-based Method Using Related Domain Knowledge”, International Journal of Information Processing and Management, vol. 6, no. 2, pp. 61–72, 2015.

207
PROGRAMS
OFFERED
5
AMRITA
CAMPUSES
15
CONSTITUENT
SCHOOLS
A
GRADE BY
NAAC, MHRD
8th
RANK(INDIA):
NIRF 2018
150+
INTERNATIONAL
PARTNERS
  • Amrita on Social Media

  • Contact us

    Amrita Vishwa Vidyapeetham
    Amritanagar, Coimbatore - 641 112
    Tamilnadu, India
    • Fax: +91-422-2686274
    • Coimbatore : +91 (422) 2685000
    • Amritapuri   : +91 (476) 280 1280
    • Bengaluru    : +91 (080) 251 83700
    • Kochi              : +91 (484) 280 1234
    • Mysuru          : +91 (821) 234 3479
    • Contact Details »