Results 21 to 30 of about 1,751 (215)

An Experimental Assessment of the Efficacy of BERTopic [PDF]

open access: yes, 2023
openTopic modelling is an unsupervised machine-learning technique for finding abstract topics in a large collection of documents. It helps in organizing, understanding, and summarizing large collections of textual information while discovering the latent
ZAHIR, FARIN BINTA
core  

A BERTopic Platform for Perceiving Patients' Views​ Of Cancer [PDF]

open access: yes, 2023
Cancer immunotherapy is a promising treatment that harnesses the body's immune system to combat cancer, but not all patients respond to the treatment.
Jolibois, Florkenthia   +4 more
core  

ANALISIS KOMPARASI PEMODELAN TOPIK METODE LATENT DIRICHLET ALLOCATION (LDA) DAN BERTOPIC PADA BERITA BERBAHASA INDONESIA [PDF]

open access: yes, 2023
Pemodelan topik adalah teknik analisis teks yang dapat menemukan struktur topik tersembunyi dalam korpus. Teknik ini berguna untuk pelabelan otomatis pada himpunan data teks untuk klasifikasi atau untuk meningkatkan relevansi dari mesin pencari.
Ahmad Dwi Yanuara Nugroho, NIM.: 19106050025
core  

Topic Modeling for Customer Insights : A Comparative Analysis of LDA and BERTopic in Categorizing Customer Calls [PDF]

open access: yes, 2023
Customer calls serve as a valuable source of feedback for financial service providers, potentially containing a wealth of unexplored insights into customer questions and concerns.
Axelborn, Henrik, Berggren, John
core   +2 more sources

Enhancing BERTopic with Intermediate Layer Representations

open access: yesCoRR
BERTopic is a topic modeling algorithm that leverages transformer-based embeddings to create dense clusters, enabling the estimation of topic structures and the extraction of valuable insights from a corpus of documents. This approach allows users to efficiently process large-scale text data and gain meaningful insights into its structure.
Dominik Koterwa, Maciej Switala
openaire   +2 more sources

A Comparative Analysis of Topic Reduction Techniques for BERTopic

open access: yesIEEE Access
BERTopic is a state-of-the-art topic modeling framework that generates topics by clustering contextualized document embeddings. However, its default clustering algorithm, HDBSCAN, often generates an excessive number of topics, which hinders meaningful comparisons or applications in downstream tasks.
Wannes Janssens   +2 more
openaire   +2 more sources

Indonesian Hoax News Classification with Multilingual Transformer Model and BERTopic

open access: yesInformatica, 2022
Technology and information growth make all internet users can play a role in disseminating information, including hoax news. One way that can be done to avoid hoax news is to look for sources of information, but valid news is not always perceived as 'true' by individuals because human judgments can lead to bias.
Leonnardo Benjamin Hutama   +1 more
openaire   +1 more source

BERTopic workflow. [PDF]

open access: yes
This study aims to enhance governmental decision-making by leveraging advanced topic modeling algorithms to analyze public letters on the "People Call Me" online government inquiry platform in Zhejiang Province, China.
Zhouyi Gu (17972850)   +2 more
core   +1 more source

According to BERTopic, what do Danish Parties Debate on when they Address Energy and Environment? [PDF]

open access: yes, 2023
This paper investigates how two policy areas, Environment and Energy were dealt with by seven Danish left and right wing parties in their electoral manifestos (2007-2019) and parliamentary debates between 2009 and 2020.
Hansen, Dorte Haltrup   +1 more
core  

Expert Validation of Thematic Modeling (BERTopic) and Subsequent Application of LLM to Selected Topics in Qualitative Research Within the Framework of Thematic Analysis

open access: yesИнтеракция. Интервью. Интерпретация
This article explores the application of machine learning and generative language models to the analysis of qualitative interviews. The aim of the study is to develop and validate a mixed methodology combining topic modeling (BERTopic) with expert ...
Polina Igorevna Chervotkina
doaj   +1 more source

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