Title: User-Friendly Interface for Review of Scientific Literature
Description: Contains the development of a tool that provides a
web-based graphical user interface (GUI) to perform a review of the
scientific literature under the Bayesian approach of Latent Dirichlet
Allocation (LDA)and machine learning algorithms. The application
methodology is framed by the well known procedures in topic modelling
on how to clean and process data. Contains methods described by
Blei, David M., Andrew Y. Ng, and Michael I. Jordan (2003)
Allocation"; Thomas L. Griffiths and Mark Steyvers (2004)
Imports: beepr, broom, chinese.misc, dplyr, DT (>= 0.15), highcharter,
htmlwidgets, ldatuning, parallel, plotly, purrr, quanteda,
shiny, shinyalert, shinyBS, shinycssloaders, shinydashboard,
shinydashboardPlus, shinyjs, shinyWidgets, SnowballC, stringr,
textmineR, tidyr, tidytext, tm, topicmodels
Suggests: knitr, RColorBrewer, rmarkdown, Rmpfr, scales, magrittr
Packaged: 2021-01-29 19:41:43 UTC; jdelahozmaestre

shinyjs, shinyWidgets, SnowballC, stringr, textmineR, tidyr,
Packaged: 2021-03-25 14:05:01 UTC; jdelahozmaestre

Title: Latent Dirichlet Allocation Coupled with Time Series Analyses
email = "juniper.simonis@weecology.org", role = c("aut", "cre"),
person(c("David", "J."), "Harris", role = c("aut"),
person(c("Renata", "M."), "Diaz", role = c("aut"),
person(c("Ethan", "P."), "White", role = c("aut"),
person(c("S.K.", "Morgan"), "Ernest", role = c("aut"),
Description: Combines Latent Dirichlet Allocation (LDA) and Bayesian multinomial
time series methods in a two-stage analysis to quantify dynamics in
high-dimensional temporal data. LDA decomposes multivariate data into
lower-dimension latent groupings, whose relative proportions are modeled
using generalized Bayesian time series models that include abrupt
changepoints and smooth dynamics. The methods are described in Blei
(2004) <doi:10.1093/pan/mph023>, Venables and Ripley
Imports: coda, digest, dplyr, extraDistr, graphics, grDevices, here,
lubridate, magrittr, memoise, methods, mvtnorm, nnet, progress,
Suggests: knitr, pkgdown, rmarkdown, testthat, vdiffr, clue, RCurl,
Author: Juniper L. Simonis [aut, cre] (<https://orcid.org/0000-0001-9798-0460>),
Erica M. Christensen [aut] (<https://orcid.org/0000-0002-5635-2502>),
Maintainer: Juniper L. Simonis <juniper.simonis@weecology.org>