International Journal of Science and Research (IJSR)

International Journal of Science and Research (IJSR)
Open Access | Fully Refereed | Peer Reviewed

ISSN: 2319-7064


Downloads: 157

Survey Paper | Computer Science & Engineering | India | Volume 4 Issue 11, November 2015


Extraction of Aspects from Drug Reviews Using Probabilistic Aspect Mining Model

Pooja Gawande, Sandeep Gore


Abstract: Reviews of medication from patients are numerous on the internet. This review provides a brief overview of approaches to aspect mining as they relate to drug discovery. Many adverse drug reactions on chronic diseases are not discovered during limited pre-marketing clinical trials, they are only observed after long term post-marketing investigation of drug usage. The detection of adverse drug reactions, as early as possible, is an important topic of research for the pharmaceutical industry. Mining significant topics from short and noisy reviews is big challenge. In light of this, such problem is addressed by proposing the probabilistic aspect mining model (PAMM) for identifying the aspects/topics relating to class labels. Because of unique feature of PAMM it focuses on finding aspects relating to one class only rather than finding aspects for all classes simultaneously in each execution. Besides the aspects found also have the property that they are class distinguishing, that means they can be used to distinguish a class from other classes. It helps to reduce the chance of having aspects formed from mixing concepts of different classes; hence the identified aspects are easier to be interpreted by people.


Keywords: Drug review, opinion mining, aspect mining, text mining, topic modeling


Edition: Volume 4 Issue 11, November 2015,


Pages: 4 - 7


How to Cite this Article?

Pooja Gawande, Sandeep Gore, "Extraction of Aspects from Drug Reviews Using Probabilistic Aspect Mining Model", International Journal of Science and Research (IJSR), https://www.ijsr.net/get_abstract.php?paper_id=NOV151059, Volume 4 Issue 11, November 2015, 4 - 7

How to Share this Article?

Enter Your Email Address


Similar Articles with Keyword 'opinion mining'

Downloads: 105

Survey Paper, Computer Science & Engineering, India, Volume 3 Issue 12, December 2014

Pages: 2188 - 2191

Sentiment Analysis by Visual Inspection of User Data from Social Sites - A Review on Opinion Mining

Vijayshri R. Ingale, Rajesh Nandkumar Phursule

Share this Article

Downloads: 107

Survey Paper, Computer Science & Engineering, India, Volume 3 Issue 11, November 2014

Pages: 2303 - 2305

A Survey : Extracting Features from Online Reviews Corpus by Domain Relevance

Ashwini P. Lingojwar, L. J. Sankpal

Share this Article

Similar Articles with Keyword 'text mining'

Downloads: 1

Survey Paper, Computer Science & Engineering, India, Volume 3 Issue 11, November 2014

Pages: 2205 - 2207

A Survey of Generating Multi-Document Summarizations

Patil Ajita S., P. M. Mane

Share this Article

Downloads: 100

Review Papers, Computer Science & Engineering, India, Volume 4 Issue 2, February 2015

Pages: 2461 - 2466

A Review of Text Mining Techniques Associated with Various Application Areas

Dr. Shilpa Dang, Peerzada Hamid Ahmad

Share this Article

Similar Articles with Keyword 'topic modeling'

Downloads: 105

Survey Paper, Computer Science & Engineering, India, Volume 4 Issue 11, November 2015

Pages: 2095 - 2097

Trust Evaluation by Mining of E-commerce Feedback Comments

Priyanka Kumbhar, Manjushri Mahajan

Share this Article

Downloads: 113

Survey Paper, Computer Science & Engineering, India, Volume 5 Issue 7, July 2016

Pages: 1876 - 1878

A Survey on CommTrust: Computing Multi-Dimensional Trust by Mining E-Commerce Feedback Comments

Swetha Sam, Vani V Prakash

Share this Article

Similar Articles with Keyword 'Drug'

Downloads: 107

Review Papers, Computer Science & Engineering, India, Volume 3 Issue 11, November 2014

Pages: 1019 - 1020

Survey on Cancer Detection using Content Based Image Retrieval Technique

Aparna W. Bondade, Priti Saktel

Share this Article

Downloads: 108

Research Paper, Computer Science & Engineering, India, Volume 4 Issue 6, June 2015

Pages: 2268 - 2273

Electronic Drug Reminder: A New Innovation in the Domain of Automatic Drug Dispensers

Vishal Gawde, Ajit Panada, Ramesh Solanki

Share this Article

Similar Articles with Keyword 'review'

Downloads: 0

Research Paper, Computer Science & Engineering, India, Volume 10 Issue 11, November 2021

Pages: 1044 - 1052

A Comprehensive Study of Various Sorting Algorithms

Cherukuri Nischay Sai

Share this Article

Downloads: 1

Research Paper, Computer Science & Engineering, Russia, Volume 10 Issue 4, April 2021

Pages: 1115 - 1121

Conceptual Modeling of a Tramcar

Iftikhar B. Abbasov, Viacheslav V. Orekhov

Share this Article

Similar Articles with Keyword 'opinion'

Downloads: 2

Research Paper, Computer Science & Engineering, India, Volume 10 Issue 4, April 2021

Pages: 1213 - 1218

Sentiment Analysis of Twitter Data to Analyze the Acceptance of Aadhaar

Aarushi Thakral, Vasantha W. B.

Share this Article

Downloads: 101 | Monthly Hits: ⮙1

Research Paper, Computer Science & Engineering, India, Volume 9 Issue 9, September 2020

Pages: 759 - 761

Empirical Study of Fake Reviews Detection of Online Reviews from E-Commerce Website

Phani K. Cheruku, Atul Kumar

Share this Article

Similar Articles with Keyword 'mining'

Downloads: 1

Survey Paper, Computer Science & Engineering, India, Volume 3 Issue 11, November 2014

Pages: 2205 - 2207

A Survey of Generating Multi-Document Summarizations

Patil Ajita S., P. M. Mane

Share this Article

Downloads: 1 | Weekly Hits: ⮙1 | Monthly Hits: ⮙1

Research Paper, Computer Science & Engineering, India, Volume 10 Issue 8, August 2021

Pages: 1068 - 1070

Predicting the Course Knowledge Level of Students using Data Mining Techniques

Thapaswini P S

Share this Article

Similar Articles with Keyword 'aspect'

Downloads: 1

Research Paper, Computer Science & Engineering, India, Volume 10 Issue 6, June 2021

Pages: 1188 - 1193

Profit Contribution of Bank Customer from Different Business Liabilities

Vinod Desai, Shalini B Ullagaddi, Vittal A Odeyar

Share this Article

Downloads: 2 | Weekly Hits: ⮙1 | Monthly Hits: ⮙1

Research Paper, Computer Science & Engineering, India, Volume 10 Issue 6, June 2021

Pages: 1240 - 1249

Secure Methods for Supplychain Management to Protect from Attacks in Blockchain

B. Ratnakanth, K. Venkata Ramana

Share this Article

Similar Articles with Keyword 'text'

Downloads: 1

Survey Paper, Computer Science & Engineering, India, Volume 3 Issue 6, June 2014

Pages: 1789 - 1791

The Survey Paper on Importance of Integration of Knowledge Management and Business Intelligence

Vina Lomte, Saloni Shah

Share this Article

Downloads: 1

Survey Paper, Computer Science & Engineering, India, Volume 3 Issue 11, November 2014

Pages: 2205 - 2207

A Survey of Generating Multi-Document Summarizations

Patil Ajita S., P. M. Mane

Share this Article

Similar Articles with Keyword 'topic'

Downloads: 155

Research Paper, Computer Science & Engineering, India, Volume 6 Issue 8, August 2017

Pages: 868 - 874

Study of Power Management in Adhoc Networks

Anandhi Giri, S. K. Srivatsa

Share this Article

Downloads: 1

Research Paper, Computer Science & Engineering, Russia, Volume 10 Issue 4, April 2021

Pages: 1115 - 1121

Conceptual Modeling of a Tramcar

Iftikhar B. Abbasov, Viacheslav V. Orekhov

Share this Article

Similar Articles with Keyword 'modeling'

Downloads: 1

Research Paper, Computer Science & Engineering, Russia, Volume 10 Issue 4, April 2021

Pages: 1115 - 1121

Conceptual Modeling of a Tramcar

Iftikhar B. Abbasov, Viacheslav V. Orekhov

Share this Article

Downloads: 1

Research Paper, Computer Science & Engineering, India, Volume 10 Issue 10, October 2021

Pages: 1137 - 1146

Time Series Visualization using Transformer for Prediction of Natural Catastrophe

Shivam Pandey, Mahek Jain

Share this Article
Top