[PDF][PDF] A scoping review of topic modelling on online data

M Sharif, R Maskat, Z Baharum… - Indonesian Journal of …, 2023 - academia.edu
With the increasing prevalence of unstructured online data generated (eg, social media,
online forums), mining them is important since they provide a genuine viewpoint of the …

Topic Modeling of Marketing Scientific Papers: An Experimental Survey

M Chebil, R Jallouli, MA Bach Tobji… - … Conference on Digital …, 2021 - Springer
In recent years, the number of published scientific papers has largely increased. The huge
amount of text in scientific papers is flowing relevant information that can lead to significant …

Topic modeling methods for text data analysis: a review

A Helan, ZN Sultani - AIP Conference Proceedings, 2023 - pubs.aip.org
Topic modeling is the task of identifying topics in a corpus of documents. This is useful for
search engines, customer service automation, and any other situation where document …

[PDF][PDF] Short text topic modeling with empirical learning

SA Kinariwala, SN Deshmukh - Indian J Comp Sci Eng, 2020 - ijcse.com
In the present modern digital era, use of social media has been increasing exponentially.
People have started using short text for expressing their thoughts. Social media websites …

[PDF][PDF] A systematic literature review on English and Bangla Topic Modeling

MBU Ahmed, AA Podder, MS Chowdhury… - Journal of Computer …, 2021 - academia.edu
Due to the enormous growth of information and technology, the digitized texts and data are
being immensely generated. Therefore, identifying the main topics in a vast collection of …

Topic modeling: Perspectives from a literature review

S Robledo, M Zuluaga - IEEE Access, 2022 - ieeexplore.ieee.org
Topic modeling is a Natural Language Processing technique that has gained popularity over
the last ten years, with applications in multiple fields of knowledge. However, there is …

Investigating topic modeling techniques through evaluation of topics discovered in short texts data across diverse domains

R Muthusami, N Mani Kandan, K Saritha… - Scientific Reports, 2024 - nature.com
The online channel has affected many facets of an individual's identity, commercial, social
policy, and culture, among others. It implies that discovering the topics on which these brief …

Hybrid Method for Short Text Topic Modeling

J Chen, B Stantic - Asian Conference on Intelligent Information and …, 2023 - Springer
The rise in social media's popularity has led to a significant increase in user-generated
content across various topics. Extracting information from these data can be valuable for …

A comparative empirical evaluation of topic modeling techniques

P Kherwa, P Bansal - … and Communications: Proceedings of ICICC 2020 …, 2021 - Springer
This paper presents empirical evaluation of three most important topic modeling techniques—
latent semantic analysis, latent Dirichlet allocation and correlated topic modeling, The …

Using topic modeling methods for short-text data: A comparative analysis

R Albalawi, TH Yeap, M Benyoucef - Frontiers in artificial intelligence, 2020 - frontiersin.org
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 …