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Customer reviews represent a very rich data source from which we can extract very valuable information about different online shopping experiences. The amount of the collected data may be very large especially for trendy items (products,…

Computation and Language · Computer Science 2021-04-06 Abdessamad Benlahbib

This research proposes a systematic, large language model (LLM) approach for extracting product and service attributes, features, and associated sentiments from customer reviews. Grounded in marketing theory, the framework distinguishes…

Machine Learning · Statistics 2025-10-23 Khaled Boughanmi , Kamel Jedidi , Nour Jedidi

Social media is increasingly used by humans to express their feelings and opinions in the form of short text messages. Detecting sentiments in the text has a wide range of applications including identifying anxiety or depression of…

Computation and Language · Computer Science 2018-07-23 Shaunak Joshi , Deepali Deshpande

In the internet era, almost every business entity is trying to have its digital footprint in digital media and other social media platforms. For these entities, word of mouse is also very important. Particularly, this is quite crucial for…

Computation and Language · Computer Science 2024-08-09 Subhasis Dasgupta , Soumya Roy , Jaydip Sen

Review websites, such as TripAdvisor and Yelp, allow users to post online reviews for various businesses, products and services, and have been recently shown to have a significant influence on consumer shopping behaviour. An online review…

Computation and Language · Computer Science 2016-05-19 Nabiha Asghar

Since the dawn of the digitalisation era, customer feedback and online reviews are unequivocally major sources of insights for businesses. Consequently, conducting comparative analyses of such sources has become the de facto modus operandi…

In the last decade, online customer reviews increasingly exert influence on consumers' decision when booking accommodation online. The renewal importance to the concept of word-of mouth is reflected in the growing interests in investigating…

Applications · Statistics 2019-07-01 Yang Tang , Paul D. McNicholas

Due to flourish of the Web 2.0, web opinion sources are rapidly emerging containing precious information useful for both customers and manufactures. Recently, feature based opinion mining techniques are gaining momentum in which customer…

Information Retrieval · Computer Science 2015-04-27 Ahmad Kamal

Since internet technologies have advanced, one of the primary factors in company development is customer happiness. Online platforms have become prominent places for sharing reviews. Twitter is one of these platforms where customers…

Machine Learning · Computer Science 2024-08-31 Md Mahmudul Hasan , Shaikh Anowarul Fattah

We propose InsightNet, a novel approach for the automated extraction of structured insights from customer reviews. Our end-to-end machine learning framework is designed to overcome the limitations of current solutions, including the absence…

Computation and Language · Computer Science 2024-05-14 Sandeep Sricharan Mukku , Manan Soni , Jitenkumar Rana , Chetan Aggarwal , Promod Yenigalla , Rashmi Patange , Shyam Mohan

With the multitude of companies and organizations abound today, ranking them and choosing one out of the many is a difficult and cumbersome task. Although there are many available metrics that rank companies, there is an inherent need for a…

Computation and Language · Computer Science 2019-02-25 Rajiv Bajpai , Devamanyu Hazarika , Kunal Singh , Sruthi Gorantla , Erik Cambria , Roger Zimmerman

Sentiment Analysis is an important algorithm in Natural Language Processing which is used to detect sentiment within some text. In our project, we had chosen to work on analyzing reviews of various drugs which have been reviewed in form of…

Computation and Language · Computer Science 2020-03-27 Sairamvinay Vijayaraghavan , Debraj Basu

The current research is focusing on the area of Opinion Mining also called as sentiment analysis due to sheer volume of opinion rich web resources such as discussion forums, review sites and blogs are available in digital form. One…

Computation and Language · Computer Science 2013-07-15 Arti Buche , Dr. M. B. Chandak , Akshay Zadgaonkar

Argumentation mining aims at automatically extracting the premises-claim discourse structures in natural language texts. There is a great demand for argumentation corpora for customer reviews. However, due to the controversial nature of the…

Computation and Language · Computer Science 2017-05-08 Mengxue Li , Shiqiang Geng , Yang Gao , Haijing Liu , Hao Wang

Data mining can be evaluated as a strategic tool to determine the customer profiles in order to learn customer expectations and requirements. Airline customers have different characteristics and if passenger reviews about their trip…

Social and Information Networks · Computer Science 2015-12-14 Ibrahim Yakut , Tugba Turkoglu , Fikriye Yakut

Nowadays, people from all around the world use social media sites to share information. Twitter for example is a platform in which users send, read posts known as tweets and interact with different communities. Users share their daily…

Computation and Language · Computer Science 2020-07-14 Antony Samuels , John Mcgonical

So far different studies have tackled the sentiment analysis in several domains such as restaurant and movie reviews. But, this problem has not been studied in scholarly book reviews which is different in terms of review style and size. In…

Computation and Language · Computer Science 2016-03-07 Hussam Hamdan , Patrice Bellot , Frederic Bechet

We present an advanced approach to mobile app review analysis aimed at addressing limitations inherent in traditional star-rating systems. Star ratings, although intuitive and popular among users, often fail to capture the nuanced feedback…

Artificial Intelligence · Computer Science 2025-09-26 Najla Zuhir , Amna Mohammad Salim , Parvathy Premkumar , Moshiur Farazi

In this work, we predict the sentiment of restaurant reviews based on a subset of the Yelp Open Dataset. We utilize the meta features and text available in the dataset and evaluate several machine learning and state-of-the-art deep learning…

Machine Learning · Computer Science 2022-01-21 Bhanu Prakash Reddy Guda , Mashrin Srivastava , Deep Karkhanis

Scientific papers are complex and understanding the usefulness of these papers requires prior knowledge. Peer reviews are comments on a paper provided by designated experts on that field and hold a substantial amount of information, not…

Computation and Language · Computer Science 2020-06-08 Souvic Chakraborty , Pawan Goyal , Animesh Mukherjee