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

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

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. As a result, users often find it challenging to discover useful information or more on the topic being dis...

Full description

Bibliographic Details
Main Authors:	Rania Albalawi, Tet Hin Yeap, Morad Benyoucef
Format:	Article
Language:	English
Published:	Frontiers Media S.A. 2020-07-01
Series:	Frontiers in Artificial Intelligence
Subjects:	natural language processing topic modeling short text user-generated content online social networks
Online Access:	https://www.frontiersin.org/article/10.3389/frai.2020.00042/full

Similar Items

GLTM: A Global and Local Word Embedding-Based Topic Model for Short Texts
by: Wenxin Liang, et al.
Published: (2018-01-01)

Collaboratively Modeling and Embedding of Latent Topics for Short Texts
by: Zheng Liu, et al.
Published: (2020-01-01)

Discovering Topic Representative Terms for Short Text Clustering
by: Shuiqiao Yang, et al.
Published: (2019-01-01)

Trending Topic Extraction Using Topic Models and Biterm Discrimination
by: Minor Eduardo Quesada Grosso, et al.
Published: (2017-04-01)

A Nested Chinese Restaurant Topic Model for Short Texts with Document Embeddings
by: Yue Niu, et al.
Published: (2021-09-01)

Analyzing LDA and NMF Topic Models for Urdu Tweets via Automatic Labeling
by: Zoya, et al.
Published: (2021-01-01)

A Pitman-Yor Process Self-Aggregated Topic Model for Short Texts of Social Media
by: Yue Niu, et al.
Published: (2021-01-01)

A Gamma-Poisson topic model for short text
by: Mazarura, Jocelyn Rangarirai
Published: (2021)

A Metamodel Enabled Approach for Discovery of Coherent Topics in Short Text Microblogs
by: Herman Wandabwa, et al.
Published: (2018-01-01)

Topic-based automatic summarization algorithm for Chinese short text
by: Tinghuai Ma, et al.
Published: (2020-05-01)

Polysemy Needs Attention: Short-Text Topic Discovery With Global and Multi-Sense Information
by: Heng-Yang Lu, et al.
Published: (2021-01-01)

Topic Modeling and Spam Detection for Short Text Segments in Web Forums
by: Sun, Yingcheng
Published: (2020)

Fine-Grained Geolocalization of User-Generated Short Text Based on a Weight Probability Model
by: Congjie Gao, et al.
Published: (2019-01-01)

ULW-DMM: An Effective Topic Modeling Method for Microblog Short Text
by: Jia Yu, et al.
Published: (2019-01-01)

Using topic models with browsing history in hybrid collaborative filtering recommender system: Experiments with user ratings
by: Dixon Prem Daniel Rajendran, et al.
Published: (2021-11-01)

User Needs Mining Based on Topic Analysis of Online Reviews
by: Pinghao Ye, et al.
Published: (2019-01-01)

Topic Modeling for Short Texts via Word Embedding and Document Correlation
by: Feng Yi, et al.
Published: (2020-01-01)

Evaluating latent content within unstructured text: an analytical methodology based on a temporal network of associated topics
by: Edwin Camilleri, et al.
Published: (2021-09-01)

Understanding Public Opinions from Geosocial Media
by: Shanqi Zhang, et al.
Published: (2016-05-01)

The Effects of Green Restaurant Attributes on Customer Satisfaction Using the Structural Topic Model on Online Customer Reviews
by: Eunhye (Olivia) Park, et al.
Published: (2020-04-01)

Mining Coherent Topics With Pre-Learned Interest Knowledge in Twitter
by: Yuan He, et al.
Published: (2017-01-01)

Personalised Taste Profiling in Short-Text Microblogs
by: Wandabwa, Herman Masindano
Published: (2021)

Sketching a “low-cost” text-classification technique for text topics in English
by: Pascual Cantos Gómez
Published: (2014-03-01)

Investigating Online Destination Images Using a Topic-Based Sentiment Analysis Approach
by: Gang Ren, et al.
Published: (2017-09-01)

Microblog Hot Topics Detection Based on VSM and HMBTM Model Fusion
by: Qiu Liqing, et al.
Published: (2019-01-01)

User–Topic Modeling for Online Community Analysis
by: Sung-Hwan Kim, et al.
Published: (2020-05-01)

An Entity-Based Fine-Grained Geolocalization of User Generated Short Text
by: Yongjun Li, et al.
Published: (2020-01-01)

Toward a Real-Time Recommendation for Online Social Networks
by: Albalawi, Rania
Published: (2021)

Four-Features Evaluation of Text to Speech Systems for Three Social Robots
by: Fernando Alonso Martin, et al.
Published: (2020-02-01)

Structure-Aware Procedural Text Generation From an Image Sequence
by: Taichi Nishimura, et al.
Published: (2021-01-01)

Chinese Microblog Topic Detection through POS-Based Semantic Expansion
by: Lianhong Ding, et al.
Published: (2018-08-01)

Topic tracking model for analyzing student-generated posts in SPOC discussion forums
by: Xian Peng, et al.
Published: (2020-09-01)

Research on Sentiment Classification of Online Travel Review Text
by: Wen Chen, et al.
Published: (2020-07-01)

Topic Influence Analysis Based on User Intimacy and Social Circle Difference
by: Meilian Lu, et al.
Published: (2019-01-01)

Automatic language identification of short texts
by: Avenberg, Anna
Published: (2020)

Short Text Understanding Combining Text Conceptualization and Transformer Embedding
by: Jun Li, et al.
Published: (2019-01-01)

An Infoveillance System for Detecting and Tracking Relevant Topics From Italian Tweets During the COVID-19 Event
by: Enrico De Santis, et al.
Published: (2020-01-01)

Topic2features: a novel framework to classify noisy and sparse textual data using LDA topic distributions
by: Junaid Abdul Wahid, et al.
Published: (2021-08-01)

A Topical Category-Aware Neural Text Summarizer
by: So-Eon Kim, et al.
Published: (2020-08-01)

Online Journalists’ Beliefs and Attitudes toward User Participation in News Media / İnternet Gazetecilerinin Haber Medyasında Kullanıcı Katılımına İlişkin Görüş ve Tutumları1
by: Tolga Çevikel
Published: (2015-08-01)