Results 21 to 30 of about 229,295 (345)

Using Topic Modeling Methods for Short-Text Data: A Comparative Analysis

open access: yesFrontiers in Artificial Intelligence, 2020
With the growth of online social network platforms and applications, large amounts of textual user-generated content are created daily in the form of comments, reviews, and short-text messages.
Rania Albalawi   +2 more
doaj   +2 more sources

Incorporating topical stance into signed bipartite networks for user retweet prediction. [PDF]

open access: yesPLoS ONE
Social networks accelerate information dissemination, and retweet behavior is an important way of user interaction. User retweet prediction analyzes user characteristics to predict retweet behavior and emotional polarity, which can help platforms ...
Lixia Li   +3 more
doaj   +2 more sources

A Multi-Faceted Approach to Trending Topic Attack Detection Using Semantic Similarity and Large-Scale Datasets

open access: yesIEEE Access
Twitter’s widespread popularity has made it a prime target for malicious actors exploiting trending hashtags to disseminate harmful content. This study marks the first systematic exploration of semantic consistency in tweets to detect trending ...
Insaf Kraidia   +2 more
doaj   +2 more sources

SIB-200: A Simple, Inclusive, and Big Evaluation Dataset for Topic Classification in 200+ Languages and Dialects [PDF]

open access: yesConference of the European Chapter of the Association for Computational Linguistics, 2023
Despite the progress in building multilingual language models, evaluation is often limited to a few languages with available datasets which excludes a large number of low-resource languages.
David Ifeoluwa Adelani   +7 more
semanticscholar   +1 more source

Effective Neural Topic Modeling with Embedding Clustering Regularization [PDF]

open access: yesInternational Conference on Machine Learning, 2023
Topic models have been prevalent for decades with various applications. However, existing topic models commonly suffer from the notorious topic collapsing: discovered topics semantically collapse towards each other, leading to highly repetitive topics ...
Xiaobao Wu   +3 more
semanticscholar   +1 more source

Analysis and tuning of hierarchical topic models based on Renyi entropy approach [PDF]

open access: yesPeerJ Computer Science, 2021
Hierarchical topic modeling is a potentially powerful instrument for determining topical structures of text collections that additionally allows constructing a hierarchy representing the levels of topic abstractness.
Sergei Koltcov   +3 more
doaj   +2 more sources

Operational Challenges in the Use of Structured Secondary Data for Health Research

open access: yesFrontiers in Public Health, 2021
Background: In Brazil, secondary data for epidemiology are largely available. However, they are insufficiently prepared for use in research, even when it comes to structured data since they were often designed for other purposes.
Kelsy N. Areco   +15 more
doaj   +1 more source

Towards the TopMost: A Topic Modeling System Toolkit [PDF]

open access: yesAnnual Meeting of the Association for Computational Linguistics, 2023
Topic models have a rich history with various applications and have recently been reinvigorated by neural topic modeling. However, these numerous topic models adopt totally distinct datasets, implementations, and evaluations.
Xiaobao Wu, Fengjun Pan, A. Luu
semanticscholar   +1 more source

Construction of a Standard Dataset for Liver Tumors for Testing the Performance and Safety of Artificial Intelligence-Based Clinical Decision Support Systems

open access: yes대한영상의학회지, 2021
Purpose To construct a standard dataset of contrast-enhanced CT images of liver tumors to test the performance and safety of artificial intelligence (AI)-based algorithms for clinical decision support systems (CDSSs). Materials and Methods A consensus
Seung-seob Kim   +6 more
doaj   +1 more source

Identifying Hot Topic Trends in Streaming Text Data Using News Sequential Evolution Model Based on Distributed Representations

open access: yesIEEE Access, 2023
Hot topic trends have become increasingly important in the era of social media, as these trends can spread rapidly through online platforms and significantly impact public discourse and behavior.
Zohaib Ahmad Khan   +6 more
doaj   +1 more source

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