Results 21 to 30 of about 2,128 (194)
Topic Extraction: BERTopic’s Insight into the 117th Congress’s Twitterverse
InformaticsAs social media (SM) becomes increasingly prevalent, its impact on society is expected to grow accordingly. While SM has brought positive transformations, it has also amplified pre-existing issues such as misinformation, echo chambers, manipulation, and ...
Margarida Mendonça, Álvaro Figueira
doaj +2 more sources
LLM-Assisted Topic Reduction for BERTopic on Social Media Data
arXiv.orgThe BERTopic framework leverages transformer embeddings and hierarchical clustering to extract latent topics from unstructured text corpora. While effective, it often struggles with social media data, which tends to be noisy and sparse, resulting in an ...
Wannes Janssens +2 more
semanticscholar +4 more sources
Implementation of Dynamic Topic Modeling to Discover Topic Evolution on Customer Reviews
JOIN: Jurnal Online Informatika, 2023 Annotation and analysis of online customer reviews were identified as significant problems in various domains, including business intelligence, marketing, and e-governance.
Valentinus Roby Hananto
doaj +1 more source
Processamento de linguagem natural não supervisionado na identificação de pacientes suspeitos de infecção por COVID-19 [PDF]
Cadernos de Saúde Pública, 2023 Os pacientes com síndrome pós-COVID-19 se beneficiam de programas de promoção de saúde e sua rápida identificação é importante para a utilização custo efetiva desses programas. Técnicas tradicionais de identificação têm fraco desempenho, especialmente em
Rildo Pinto da Silva +2 more
doaj +1 more source
PEMODELAN TOPIK DALAM AL-QUR'AN MENGGUNAKAN LIBRARY BERTOPIC PADA MODEL BAHASA BERT
Simetris: Jurnal Teknik Mesin, Elektro dan Ilmu Komputer, 2023 Al-Qur'an adalah kitab suci dalam agama Islam yang terdiri dari 114 surah dan 6236 ayat. Isi Al-Qur'an telah dikategorikan ke dalam berbagai kategori oleh para ulama besar dari seluruh dunia, termasuk hukum, adat (perang), kenikmatan, sejarah, dan ...
Herwinsyah Herwinsyah
doaj +1 more source
Software Subclassification Based on BERTopic-BERT-BiLSTM Model
Electronics, 2023 With the continuous influx of application software onto the application software market, achieving accurate software recommendations for users in the huge software application market is urgent. To address this issue, each application software market currently provides its own classification tags.
Wenjuan Bu +4 more
openaire +1 more source
Exploring data analytics climate startups using BERTopic
, 2023 Abstract Data analytics has recently gained significant momentum in tackling various challenges, climate change included. This work explores the sector, funding, and innovation landscape of climate startups that leverage data analytics. It applies a recently developed natural language processing algorithm, BERTopic, to organically discover ...
Pin Pin Tea-makorn +3 more
openaire +1 more source
Enhancing API Documentation through BERTopic Modeling and Summarization
, 2023 As the amount of textual data in various fields, including software development, continues to grow, there is a pressing demand for efficient and effective extraction and presentation of meaningful insights. This paper presents a unique approach to address this need, focusing on the complexities of interpreting Application Programming Interface (API ...
Naghshzan, AmirHossein, Ratte, Sylvie
openaire +2 more sources
BERTops: Studying BERT Representations under a Topological Lens
2022 International Joint Conference on Neural Networks (IJCNN), 2022 Proposing scoring functions to effectively understand, analyze and learn various properties of high dimensional hidden representations of large-scale transformer models like BERT can be a challenging task. In this work, we explore a new direction by studying the topological features of BERT hidden representations using persistent homology (PH).
Chauhan, Jatin, Kaul, Manohar
openaire +2 more sources
Big Data and Cognitive Computing, 2023 The disposability of clothing has emerged as a critical concern, precipitating waste accumulation due to product quality degradation. Such consequences exert significant pressure on resources and challenge sustainability efforts.
Andry Alamsyah, Nadhif Ditertian Girawan
doaj +1 more source