Map of science with topic modeling: Comparison of unsupervised learning and human-assigned subject classification

A topic model approach to measuring interdisciplinarity at the National Science Foundation

(2014) Leah G. Nichols   SCIENTOMETRICS

Clustering scientific documents with topic modeling

(2014) Chyi-Kwei Yau et al.   SCIENTOMETRICS

Mapping altruism

(2014) Richard Klavans et al.   Journal of Informetrics

Global maps of science based on the new Web-of-Science categories

(2012) Loet Leydesdorff et al.   SCIENTOMETRICS

Database of NIH grants using machine-learned categories and graphical clustering

(2011) Edmund M Talley et al.   NATURE METHODS

Clustering More than Two Million Biomedical Publications: Comparing the Accuracies of Nine Text-Based Similarity Approaches

(2011) Kevin W. Boyack et al.   PLoS One

Topics in dynamic research communities: An exploratory study for the field of information retrieval

(2011) Erjia Yan et al.   Journal of Informetrics

Towards a multipolar science world: trends and impact

(2009) Reinhilde Veugelers   SCIENTOMETRICS

Subject clustering analysis based on ISI category classification

(2009) Lin Zhang et al.   Journal of Informetrics

Fast unfolding of communities in large networks

(2008) Vincent D Blondel et al.   JOURNAL OF STATISTICAL MECHANICS-THEORY AND EXPERIMENT

Toward a consensus map of science

(2008) Richard Klavans et al.   JOURNAL OF THE AMERICAN SOCIETY FOR INFORMATION SCIENCE AND TECHNOLOGY

A global map of science based on the ISI subject categories

(2008) Loet Leydesdorff et al.   JOURNAL OF THE AMERICAN SOCIETY FOR INFORMATION SCIENCE AND TECHNOLOGY