Other packages > Find by keyword >

LDATS  

Latent Dirichlet Allocation Coupled with Time Series Analyses
View on CRAN: Click here


Download and install LDATS package within the R console
Install from CRAN:
install.packages("LDATS")

Install from Github:
library("remotes")
install_github("cran/LDATS")

Install by package version:
library("remotes")
install_version("LDATS", "0.3.0")



Attach the package and use:
library("LDATS")
Maintained by
Juniper L. Simonis
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2019-08-01
Latest Update: 2023-09-19
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 et al. (2003) , Western and Kleykamp (2004) , Venables and Ripley (2002, ISBN-13:978-0387954578), and Christensen et al. (2018) .
How to cite:
Juniper L. Simonis (2019). LDATS: Latent Dirichlet Allocation Coupled with Time Series Analyses. R package version 0.3.0, https://cran.r-project.org/web/packages/LDATS. Accessed 06 Aug. 2026.
Previous versions and publish date:
0.2.4 (2019-08-01 11:50), 0.2.6 (2020-03-03 10:00), 0.2.7 (2020-03-19 12:10), (2026-07-09 08:08)
Other packages that cited LDATS R package
View LDATS citation profile
Other R packages that LDATS depends, imports, suggests or enhances
Complete documentation for LDATS
Functions, R codes and Examples using the LDATS R package
Some associated functions: AICc . LDATS . LDA_TS . LDA_TS_control . LDA_msg . LDA_set . LDA_set_control . TS . TS_control . TS_diagnostics_plot . TS_on_LDA . TS_summary_plot . autocorr_plot . check_LDA_models . check_changepoints . check_control . check_document_covariate_table . check_document_term_table . check_formula . check_formulas . check_nchangepoints . check_seeds . check_timename . check_topics . check_weights . count_trips . diagnose_ptMCMC . document_weights . ecdf_plot . est_changepoints . est_regressors . expand_TS . iftrue . jornada . logLik.LDA_VEM . logLik.TS_fit . logLik.multinom_TS_fit . logsumexp . memoise_fun . messageq . mirror_vcov . modalvalue . multinom_TS . multinom_TS_chunk . normalize . package_LDA_TS . package_LDA_set . package_TS . package_TS_on_LDA . package_chunk_fits . plot.LDA_TS . plot.LDA_VEM . plot.LDA_set . plot.TS_fit . posterior_plot . prep_LDA_control . prep_TS_data . prep_chunks . prep_cpts . prep_ids . prep_pbar . prep_proposal_dist . prep_ptMCMC_inputs . prep_saves . prep_temp_sequence . print.LDA_TS . print.TS_fit . print.TS_on_LDA . print_model_run_message . proposed_step_mods . rho_lines . rodents . select_LDA . select_TS . set_LDA_TS_plot_cols . set_LDA_plot_colors . set_TS_summary_plot_cols . set_gamma_colors . set_rho_hist_colors . sim_LDA_TS_data . sim_LDA_data . sim_TS_data . softmax . step_chains . summarize_etas . summarize_rhos . swap_chains . trace_plot . verify_changepoint_locations . 
Some associated R codes: LDA.R . LDATS.R . LDA_TS.R . LDA_TS_plots.R . LDA_plots.R . TS.R . TS_on_LDA.R . TS_plots.R . data.R . multinom_TS.R . ptMCMC.R . simulate.R . utilities.R .  Full LDATS package functions and examples
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

SAMBA  
Selection and Misclassification Bias Adjustment for Logistic Regression Models
Health research using data from electronic health records (EHR) has gained popularity, but miscla ...
Download / Learn more Package Citations See dependency  
r2resize  
In-Text Resize for Images, Tables and Fancy Resize Containers in 'shiny', 'rmarkdown' and 'quarto' Documents
Automatic resizing toolbar for containers, images and tables. Various resizable or expandable contai ...
Download / Learn more Package Citations See dependency  
RRedshiftSQL  
R Interface to the 'Redshift' Database
Superclasses 'PostgreSQL' connection to help enable full 'dplyr' functionality on 'Redshift'. ...
Download / Learn more Package Citations See dependency  
TMDb  
Access to TMDb API
Provides an R-interface to the TMDb API (see TMDb API on < ...
Download / Learn more Package Citations See dependency  
lsmeans  
Least-Squares Means
Obtain least-squares means for linear, generalized linear, and mixed models. Compute contrasts or l ...
Download / Learn more Package Citations See dependency  

28,083

R Packages

239,283

Dependencies

74,457

Author Associations

28,084

Publication Badges

© Copyright since 2022. All right reserved, rpkg.net.  Based in Cambridge, Massachusetts, USA