Sentiment analysis of big data: methods, applications, and open challenges

S Shayaa, NI Jaafar, S Bahri, A Sulaiman, PS Wai… - Ieee …, 2018 - ieeexplore.ieee.org
The development of IoT technologies and the massive admiration and acceptance of social
media tools and applications, new doors of opportunity have been opened for using data …

A multidisciplinary perspective of big data in management research

J Sheng, J Amankwah-Amoah, X Wang - International Journal of …, 2017 - Elsevier
In recent years, big data has emerged as one of the prominent buzzwords in business and
management. In spite of the mounting body of research on big data across the social …

An ensemble-based hotel recommender system using sentiment analysis and aspect categorization of hotel reviews

B Ray, A Garain, R Sarkar - Applied Soft Computing, 2021 - Elsevier
Finding a suitable hotel based on user's need and affordability is a complex decision-
making process. Nowadays, the availability of an ample amount of online reviews made by …

A survey on classification techniques for opinion mining and sentiment analysis

F Hemmatian, MK Sohrabi - Artificial intelligence review, 2019 - Springer
Opinion mining is considered as a subfield of natural language processing, information
retrieval and text mining. Opinion mining is the process of extracting human thoughts and …

Ranking products through online reviews: A method based on sentiment analysis technique and intuitionistic fuzzy set theory

Y Liu, JW Bi, ZP Fan - Information Fusion, 2017 - Elsevier
Online product reviews have significant impacts on consumers' purchase decisions. To
support consumers' purchase decisions, how to rank the products through online reviews is …

Aspect-based sentiment analysis using adaptive aspect-based lexicons

ME Mowlaei, MS Abadeh, H Keshavarz - Expert Systems with Applications, 2020 - Elsevier
Reviews expressed in e-commerce websites have formed an important source of
information for both consumers and enterprises. Text sentiment analysis approaches aim to …

Predicting sentiment and rating of tourist reviews using machine learning

K Puh, M Bagić Babac - Journal of hospitality and tourism insights, 2023 - emerald.com
Purpose As the tourism industry becomes more vital for the success of many economies
around the world, the importance of technology in tourism grows daily. Alongside increasing …

Measuring service quality from unstructured data: A topic modeling application on airline passengers' online reviews

N Korfiatis, P Stamolampros, P Kourouthanassis… - Expert Systems with …, 2019 - Elsevier
Abstract Service quality is a multi-dimensional construct which is not accurately measured
by aspects deriving from numerical ratings and their associated weights. Extant literature in …

Improving text summarization of online hotel reviews with review helpfulness and sentiment

CF Tsai, K Chen, YH Hu, WK Chen - Tourism Management, 2020 - Elsevier
The considerable volume of online reviews for today's hotels are is difficult for review
readers to manually process. Automatic review summarizations are a promising direction for …

Automated sentiment analysis in tourism: Comparison of approaches

AP Kirilenko, SO Stepchenkova… - Journal of Travel …, 2018 - journals.sagepub.com
Interest in applying Big Data to tourism is increasing, and automated sentiment analysis has
been used to extract public opinion from various sources. This article evaluates the …