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The development of an automatic way to extract user opinions about products, movies, and foods from online social network (OSN) interactions is among the main interests of sentiment analysis and opinion mining studies. Existing approaches…

Social and Information Networks · Computer Science 2021-05-14 Amin Mahmoudi

Deep Learning and Machine Learning based models have become extremely popular in text processing and information retrieval. However, the non-linear structures present inside the networks make these models largely inscrutable. A significant…

Information Retrieval · Computer Science 2026-03-12 Sourav Saha , Debapriyo Majumdar , Mandar Mitra

Readers' responses to literature have received scant attention in computational literary studies. The rise of social media offers an opportunity to capture a segment of these responses while data-driven analysis of these responses can…

Computation and Language · Computer Science 2021-05-10 Pavan Holur , Shadi Shahsavari , Ehsan Ebrahimzadeh , Timothy R. Tangherlini , Vwani Roychowdhury

Literature reviews allow scientists to stand on the shoulders of giants, showing promising directions, summarizing progress, and pointing out existing challenges in research. At the same time conducting a systematic literature review is a…

Information Retrieval · Computer Science 2017-09-27 Evgeny Krivosheev , Fabio Casati , Valentina Caforio , Boualem Benatallah

We propose a method for online news stream clustering that is a variant of the non-parametric streaming K-means algorithm. Our model uses a combination of sparse and dense document representations, aggregates document-cluster similarity…

Computation and Language · Computer Science 2021-01-28 Kailash Karthik Saravanakumar , Miguel Ballesteros , Muthu Kumar Chandrasekaran , Kathleen McKeown

Previous researchers have considered sentiment analysis as a document classification task, in which input documents are classified into predefined sentiment classes. Although there are sentences in a document that support important…

Computation and Language · Computer Science 2021-03-10 Gihyeon Choi , Shinhyeok Oh , Harksoo Kim

Online platform businesses can be identified by using web-scraped texts. This is a classification problem that combines elements of natural language processing and rare event detection. Because online platforms are rare, accurately…

Machine Learning · Computer Science 2024-07-10 Luuk Gubbels , Marco Puts , Piet Daas

High-stakes applications rely on combining Artificial Intelligence (AI) and humans for responsive and reliable decision making. For example, content moderation in social media platforms often employs an AI-human pipeline to promptly remove…

Machine Learning · Computer Science 2025-08-14 Thodoris Lykouris , Wentao Weng

Keeping up with research and finding related work is still a time-consuming task for academics. Researchers sift through thousands of studies to identify a few relevant ones. Automation techniques can help by increasing the efficiency and…

Information Retrieval · Computer Science 2023-09-06 Wojciech Kusa , Petr Knoth , Allan Hanbury

While social networks can provide an ideal platform for up-to-date information from individuals across the world, it has also proved to be a place where rumours fester and accidental or deliberate misinformation often emerges. In this…

Social and Information Networks · Computer Science 2016-11-22 Georgios Giasemidis , Colin Singleton , Ioannis Agrafiotis , Jason R. C. Nurse , Alan Pilgrim , Chris Willis , Danica Vukadinovic Greetham

Online knowledge repositories typically rely on their users or dedicated editors to evaluate the reliability of their content. These evaluations can be viewed as noisy measurements of both information reliability and information source…

Social and Information Networks · Computer Science 2017-04-04 Behzad Tabibian , Isabel Valera , Mehrdad Farajtabar , Le Song , Bernhard Schölkopf , Manuel Gomez-Rodriguez

Recommender systems play a pivotal role in helping users navigate an overwhelming selection of products and services. On online platforms, users have the opportunity to share feedback in various modes, including numerical ratings, textual…

Information Retrieval · Computer Science 2025-05-27 Emrul Hasan , Mizanur Rahman , Chen Ding , Jimmy Xiangji Huang , Shaina Raza

Online consumer reviews play a crucial role in guiding purchase decisions by offering insights into product quality, usability, and performance. However, the increasing volume of user-generated reviews has led to information overload,…

Information Retrieval · Computer Science 2026-01-12 Muhammad Mufti , Omar Hammad , Mahfuzur Rahman

As the information contained within the web is increasing day by day, organizing this information could be a necessary requirement.The data mining process is to extract information from a data set and transform it into an understandable…

Information Retrieval · Computer Science 2014-05-22 Prabhjot Kaur

Online comment sections, such as those on news sites or social media, have the potential to foster informal public deliberation, However, this potential is often undermined by the frequency of toxic or low-quality exchanges that occur in…

Social and Information Networks · Computer Science 2025-07-10 Manon Revel , Smitha Milli , Tyler Lu , Jamelle Watson-Daniels , Max Nickel

A Wikipedia book (known as Wikibook) is a collection of Wikipedia articles on a particular theme that is organized as a book. We propose Wikibook-Bot, a machine-learning based technique for automatically generating high quality Wikibooks…

Digital Libraries · Computer Science 2018-12-31 Shahar Admati , Lior Rokach , Bracha Shapira

As larger and more comprehensive datasets become standard in contemporary machine learning, it becomes increasingly more difficult to obtain reliable, trustworthy label information with which to train sophisticated models. To address this…

Machine Learning · Computer Science 2021-06-08 Glenn Dawson , Robi Polikar

Auditing the machine learning (ML) models used on Wikipedia is important for ensuring that vandalism-detection processes remain fair and effective. However, conducting audits is challenging because stakeholders have diverse priorities and…

Human-Computer Interaction · Computer Science 2024-06-13 Zachary Levonian , Lauren Hagen , Lu Li , Jada Lilleboe , Solvejg Wastvedt , Aaron Halfaker , Loren Terveen

Summarization systems are ultimately evaluated by human annotators and raters. Usually, annotators and raters do not reflect the demographics of end users, but are recruited through student populations or crowdsourcing platforms with skewed…

Computation and Language · Computer Science 2021-10-12 Anna Jørgensen , Anders Søgaard

We propose a novel service framework to detect changes in crowdsourced images. We use a service-oriented approach to model and represent crowdsourced images as image services. Non-functional attributes of an image service are leveraged to…

Social and Information Networks · Computer Science 2023-10-27 Muhammad Umair , Athman Bouguettaya , Abdallah Lakhdari