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Anchored correlation explanation: Topic modeling with minimal domain knowledge
While generative models such as Latent Dirichlet Allocation (LDA) have proven fruitful in
topic modeling, they often require detailed assumptions and careful specification of …
topic modeling, they often require detailed assumptions and careful specification of …
[HTML][HTML] Latent tree models for hierarchical topic detection
We present a novel method for hierarchical topic detection where topics are obtained by
clustering documents in multiple ways. Specifically, we model document collections using a …
clustering documents in multiple ways. Specifically, we model document collections using a …
Scientometric overview of nursing research on pain management
Objective: to analyse research articles on pain and nursing issues using bibliometric and
scientometric methodologies. Method: articles in the Web of Science database containing …
scientometric methodologies. Method: articles in the Web of Science database containing …
Identifying trends, patterns, and collaborations in nursing career research: A bibliometric snapshot (1980–2017)
Background Several studies have investigated the social and technical dimensions of a
career in nursing. This paper reveals tendencies and patterns in relevant literature, through …
career in nursing. This paper reveals tendencies and patterns in relevant literature, through …
Visual genealogy of deep neural networks
A comprehensive and comprehensible summary of existing deep neural networks (DNNs)
helps practitioners understand the behaviour and evolution of DNNs, offers insights for …
helps practitioners understand the behaviour and evolution of DNNs, offers insights for …
[PDF][PDF] 110 years of training transfer research: A bibliometric analysis of global research trends, and patterns on training transfer using the scopus database
The rising demands of gauging training transfer and the abundant wastes of training
investment has become a severe concern among the organizations and have stimulated …
investment has become a severe concern among the organizations and have stimulated …
Evaluating the nursing academicians in Turkey in the scope of Web of Science: scientometrics of original articles
Scientometrics, bibliometrics, webometrics, and informetrics are specific research fields that
cover statistical analyses of a particular research field which summarize the information …
cover statistical analyses of a particular research field which summarize the information …
Unsupervised learning via total correlation explanation
GV Steeg - arxiv preprint arxiv:1706.08984, 2017 - arxiv.org
Learning by children and animals occurs effortlessly and largely without obvious
supervision. Successes in automating supervised learning have not translated to the more …
supervision. Successes in automating supervised learning have not translated to the more …
Latent tree analysis
N Zhang, L Poon - Proceedings of the AAAI Conference on Artificial …, 2017 - ojs.aaai.org
Latent tree analysis seeks to model the correlations amonga set of random variables using a
tree of latent variables. It was proposed as an improvement to latent class analysis—a …
tree of latent variables. It was proposed as an improvement to latent class analysis—a …
[PDF][PDF] TopicAE: a topic modeling autoencoder
In this paper, we propose TopicAE, a simple autoencoder designed to perform topic
modeling with input texts. Topic modeling has grown in popularity especially in recent years …
modeling with input texts. Topic modeling has grown in popularity especially in recent years …