Topic modeling using latent Dirichlet allocation: A survey

U Chauhan, A Shah - ACM Computing Surveys (CSUR), 2021 - dl.acm.org
We are not able to deal with a mammoth text corpus without summarizing them into a
relatively small subset. A computational tool is extremely needed to understand such a …

Applications of topic models

J Boyd-Graber, Y Hu, D Mimno - Foundations and Trends® in …, 2017 - nowpublishers.com
How can a single person understand what's going on in a collection of millions of
documents? This is an increasingly common problem: sifting through an organization's e …

Visual exploration of semantic relationships in neural word embeddings

S Liu, PT Bremer, JJ Thiagarajan… - IEEE transactions on …, 2017 - ieeexplore.ieee.org
Constructing distributed representations for words through neural language models and
using the resulting vector spaces for analysis has become a crucial component of natural …

VERB: Visualizing and interpreting bias mitigation techniques geometrically for word representations

A Rathore, S Dev, JM Phillips, V Srikumar… - ACM Transactions on …, 2024 - dl.acm.org
Word vector embeddings have been shown to contain and amplify biases in the data they
are extracted from. Consequently, many techniques have been proposed to identify …

Evaluating visual representations for topic understanding and their effects on manually generated topic labels

A Smith, TY Lee, F Poursabzi-Sangdeh… - Transactions of the …, 2017 - direct.mit.edu
Probabilistic topic models are important tools for indexing, summarizing, and analyzing large
document collections by their themes. However, promoting end-user understanding of topics …

The effect of interest and attitude on public comprehension of news with data visualization

P Sánchez-Holgado, C Arcila-Calderón… - Frontiers in …, 2023 - frontiersin.org
In recent years, data visualization has been gaining space in journalism, not only in the
specialized press, but also in the general press. The objective of this article is to analyze …

Концептуальные основы картографии защищаемого киберпространства. Часть 1

АЛ Сердечный - Информация и безопасность, 2021 - elibrary.ru
Для определения понятия «информационная карта» осуществлен обзор основных
этапов развития картографии в качестве инструментария, используемого для …

Visual exploration and comparison of word embeddings

J Chen, Y Tao, H Lin - Journal of Visual Languages & Computing, 2018 - Elsevier
Word embeddings are distributed representations for natural language words, and have
been wildly used in many natural language processing tasks. The word embedding space …

Unlocking the power of Twitter communities for startups

AR Peixoto, A de Almeida, N António, F Batista… - Applied Network …, 2023 - Springer
Social media platforms offer cost-effective digital marketing opportunities to monitor the
market, create user communities, and spread positive opinions. They allow companies with …

Trends in anesthesiology research: a machine learning approach to theme discovery and summarization

A Rusanov, R Miotto, C Weng - JAMIA open, 2018 - academic.oup.com
Objectives Traditionally, summarization of research themes and trends within a given
discipline was accomplished by manual review of scientific works in the field. However, with …