4.7 Article

Evaluation of clustering and topic modeling methods over health-related tweets and emails

Related references

Note: Only part of the references are listed.
Article Computer Science, Artificial Intelligence

Short Text Topic Modeling Techniques, Applications, and Performance: A Survey

Jipeng Qiang et al.

Summary: Analyzing short texts and finding discriminative and coherent latent topics is a crucial task that has attracted much attention in the machine learning research community. This survey provides a comprehensive review of various short text topic modeling techniques and evaluates their performance on real-world datasets.

IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING (2022)

Article Computer Science, Information Systems

An evaluation of document clustering and topic modelling in two online social networks: Twitter and Reddit

Stephan A. Curiskis et al.

INFORMATION PROCESSING & MANAGEMENT (2020)

Article Computer Science, Information Systems

Mining Twitter to assess the determinants of health behavior toward human papillomavirus vaccination in the United States

Hansi Zhang et al.

JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION (2020)

Article Computer Science, Information Systems

Latent Dirichlet allocation (LDA) and topic modeling: models, applications, a survey

Hamed Jelodar et al.

MULTIMEDIA TOOLS AND APPLICATIONS (2019)

Article Automation & Control Systems

Fuzzy Approach Topic Discovery in Health and Medical Corpora

Amir Karami et al.

INTERNATIONAL JOURNAL OF FUZZY SYSTEMS (2018)

Article Computer Science, Interdisciplinary Applications

A novel framework for biomedical entity sense induction

J. A. Lossio-Ventura et al.

JOURNAL OF BIOMEDICAL INFORMATICS (2018)

Article Computer Science, Artificial Intelligence

Corpus-based topic diffusion for short text clustering

Chu Tao Zheng et al.

NEUROCOMPUTING (2018)

Article Computer Science, Information Systems

Utilizing Twitter data for analysis of chemotherapy

Ling Zhang et al.

INTERNATIONAL JOURNAL OF MEDICAL INFORMATICS (2018)

Article Computer Science, Artificial Intelligence

Short text clustering based on Pitman-Yor process mixture model

Jipeng Qiang et al.

APPLIED INTELLIGENCE (2018)

Article Computer Science, Information Systems

Predicting inpatient clinical order patterns with probabilistic topic models vs conventional order sets

Jonathan H. Chen et al.

JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION (2017)

Article Computer Science, Artificial Intelligence

An unsupervised multilingual approach for online social media topic identification

Siaw Ling Lo et al.

EXPERT SYSTEMS WITH APPLICATIONS (2017)

Article Computer Science, Artificial Intelligence

Ensemble learning for data stream analysis: A survey

Bartosz Krawczyk et al.

INFORMATION FUSION (2017)

Article Computer Science, Information Systems

A general framework to expand short text for topic modeling

Paulo Bicalho et al.

INFORMATION SCIENCES (2017)

Article Computer Science, Interdisciplinary Applications

Classifying patient portal messages using Convolutional Neural Networks

Lina Sulieman et al.

JOURNAL OF BIOMEDICAL INFORMATICS (2017)

Article Computer Science, Artificial Intelligence

Self-Taught convolutional neural networks for short text clustering

Jiaming Xu et al.

NEURAL NETWORKS (2017)

Article Computer Science, Information Systems

Predicting Social Anxiety Treatment Outcome Based on Therapeutic Email Conversations

Mark Hoogendoorn et al.

IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS (2017)

Proceedings Paper Biochemical Research Methods

Extracting Depression Symptoms from Social Networks and Web Blogs via Text Mining

Long Ma et al.

BIOINFORMATICS RESEARCH AND APPLICATIONS (ISBRA 2017) (2017)

Review Public, Environmental & Occupational Health

Twitter as a Tool for Health Research: A Systematic Review

Lauren Sinnenberg et al.

AMERICAN JOURNAL OF PUBLIC HEALTH (2017)

Article Orthopedics

Social media for patients: benefits and drawbacks

Ivan De Martino et al.

CURRENT REVIEWS IN MUSCULOSKELETAL MEDICINE (2017)

Article Computer Science, Artificial Intelligence

Word network topic model: a simple but general solution for short and imbalanced texts

Yuan Zuo et al.

KNOWLEDGE AND INFORMATION SYSTEMS (2016)

Article Health Care Sciences & Services

Characterizing Twitter Discussions About HPV Vaccines Using Topic Modeling and Community Detection

Didi Surian et al.

JOURNAL OF MEDICAL INTERNET RESEARCH (2016)

Article Computer Science, Artificial Intelligence

Representation learning for very short texts using weighted word embedding aggregation

Cedric De Boom et al.

PATTERN RECOGNITION LETTERS (2016)

Review Computer Science, Artificial Intelligence

Learning from imbalanced data: open challenges and future directions

Bartosz Krawczyk

PROGRESS IN ARTIFICIAL INTELLIGENCE (2016)

Article Computer Science, Artificial Intelligence

A semantic approach for text clustering using WordNet and lexical chains

Tingting Wei et al.

EXPERT SYSTEMS WITH APPLICATIONS (2015)

Article Computer Science, Interdisciplinary Applications

Learning probabilistic phenotypes from heterogeneous EHR data

Rimma Pivovarov et al.

JOURNAL OF BIOMEDICAL INFORMATICS (2015)

Article Computer Science, Artificial Intelligence

BTM: Topic Modeling over Short Texts

Xueqi Cheng et al.

IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING (2014)

Article Clinical Neurology

Web-based depression treatment: Associations of clients' word use with adherence and outcome

Rianne Van der Zanden et al.

JOURNAL OF AFFECTIVE DISORDERS (2014)

Article Multidisciplinary Sciences

Discovering Health Topics in Social Media Using Topic Models

Michael J. Paul et al.

PLOS ONE (2014)

Article Computer Science, Information Systems

Similarity Measure Between Patient Traces for Clinical Pathway Analysis: Problem, Method, and Applications

Zhengxing Huang et al.

IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS (2014)

Article Health Care Sciences & Services

Secure E-mailing Between Physicians and Patients Transformational Change in Ambulatory Care

Terhilda Garrido et al.

JOURNAL OF AMBULATORY CARE MANAGEMENT (2014)

Article Computer Science, Artificial Intelligence

Dirichlet Process Mixture Model for Document Clustering with Feature Partition

Ruizhang Huang et al.

IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING (2013)

Article Health Care Sciences & Services

Using Twitter to Examine Smoking Behavior and Perceptions of Emerging Tobacco Products

Mark Myslin et al.

JOURNAL OF MEDICAL INTERNET RESEARCH (2013)

Article Health Care Sciences & Services

Latent Treatment Pattern Discovery for Clinical Processes

Zhengxing Huang et al.

JOURNAL OF MEDICAL SYSTEMS (2013)

Article Computer Science, Artificial Intelligence

An extensive comparative study of cluster validity indices

Olatz Arbelaitz et al.

PATTERN RECOGNITION (2013)

Article Multidisciplinary Sciences

Health-Related Hot Topic Detection in Online Communities Using Text Clustering

Yingjie Lu et al.

PLOS ONE (2013)

Article Geography

What are we 'tweeting' about obesity? Mapping tweets with topic modeling and Geographic Information System

Debarchana (Debs) Ghosh et al.

CARTOGRAPHY AND GEOGRAPHIC INFORMATION SCIENCE (2013)

Article Health Care Sciences & Services

Use and Acceptance of Electronic Communication by Patients With Multiple Sclerosis: A Multicenter Questionnaire Study

Rocco Haase et al.

JOURNAL OF MEDICAL INTERNET RESEARCH (2012)

Review Medicine, General & Internal

Email for clinical communication between healthcare professionals

Yannis Pappas et al.

COCHRANE DATABASE OF SYSTEMATIC REVIEWS (2012)

Article Computer Science, Artificial Intelligence

Parallel Spectral Clustering in Distributed Systems

Wen-Yen Chen et al.

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE (2011)

Article Computer Science, Information Systems

Investigating task performance of probabilistic topic models: an empirical study of PLSA and LDA

Yue Lu et al.

INFORMATION RETRIEVAL (2011)

Article Computer Science, Artificial Intelligence

On ontology-driven document clustering using core semantic features

Samah Fodeh et al.

KNOWLEDGE AND INFORMATION SYSTEMS (2011)

Article Computer Science, Artificial Intelligence

Validity index for clusters of different sizes and densities

Krista Rizman Zalik et al.

PATTERN RECOGNITION LETTERS (2011)

Article Computer Science, Artificial Intelligence

An unsupervised self-organizing learning with support vector ranking for imbalanced datasets

Yok-Yen Nguwi et al.

EXPERT SYSTEMS WITH APPLICATIONS (2010)

Article Computer Science, Information Systems

A comparison of extrinsic clustering evaluation metrics based on formal constraints

Enrique Amigo et al.

INFORMATION RETRIEVAL (2009)

Article Computer Science, Artificial Intelligence

A density-based cluster validity approach using multi-representatives

Maria Halkidi et al.

PATTERN RECOGNITION LETTERS (2008)

Article Multidisciplinary Sciences

Clustering by passing messages between data points

Brendan J. Frey et al.

SCIENCE (2007)

Article Multidisciplinary Sciences

Reducing the dimensionality of data with neural networks

G. E. Hinton et al.

SCIENCE (2006)

Article Computer Science, Information Systems

Electronic patient-provider communication: Will it offset office visits and telephone consultations in primary care?

TS Bergmo et al.

INTERNATIONAL JOURNAL OF MEDICAL INFORMATICS (2005)

Article Psychology, Experimental

Language use of depressed and depression-vulnerable college students

SS Rude et al.

COGNITION & EMOTION (2004)

Article Computer Science, Artificial Intelligence

Performance evaluation of some clustering algorithms and validity indices

U Maulik et al.

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE (2002)

Article Statistics & Probability

Estimating the number of clusters in a data set via the gap statistic

R Tibshirani et al.

JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY (2001)

Article Computer Science, Artificial Intelligence

Text classification from labeled and unlabeled documents using EM

K Nigam et al.

MACHINE LEARNING (2000)