keyATM 0.5.4
- Adding the refine_keywords()function to refine
keywords by dropping topics that do not have any occurrence in the
documents (#222)
keyATM 0.5.3
Bug fix
- Fixing the semantic coherence function (#220)
keyATM 0.5.2
Minor changes
- Updating the paper information
- Deleting the save()function (thank you @AMindToThink for repoting this
error in #214)
keyATM 0.5.1
Minor changes
- Adding options to set the hyperparameters eta.
- Documentation updates to pass CRAN checks.
keyATM 0.5.0
Major changes
- Migrating to C++17 to follow the
new CRAN check. We edited shuffled_indexes()that
internally usedstd::random_shuffle(). This change does not
guarantee backward compatibility across all platforms.
- Using the package cliinstead of the base Rmessage()andwarning()functions.
- A new feature to resume the iteration.
- Stopped support for the labelmodel inkeyATM()(it was an experimental feature).
Minor changes
- Supporting tidyselect
1.2.0. Updating some internal functions.
- Including the state information of HMM in the
plot_timetrend()output (thank you @WenHanGao for the suggestion in #188).
Bug fix
- A bug fix in summary.keyATM_docs().
keyATM 0.4.2
Major changes
- Adding the plot_topicprop()function.
- Implementation of semantic coherence diagnostics from Mimno et
al. (2011) via the semantic_coherence()function (thanks to
Seo-young Silvia Kim for your suggestion).
Minor changes
- Pure R text loading to address issues related to UTF-8 encoding in
Windows (#189)
keyATM 0.4.1
Minor changes
- Remove an unused argument (width) in theplot_timetrend()function.
- Use Rcpp::message()ifverbose = TRUE.
- Completely remove parallel::mclapply.
Bug fix
- by_strata_DocTopic()takes the correct arguments (#180, thank you
@pmeiners for reporting this!).
keyATM 0.4.0
Major changes
- Implementation of Polya-Gamma covariate keyATM.
- Use future.applyinstead ofparallel(no
backward compatibility if you use theinit_paralleloption).
- The keyATM_read()function returns a list of objects
(e.g., text and document index).
- An option to store document names in a quanteda dfm object. The
keep_docnamesoption in thekeyATM_read()function (thank you Morgan
‘Les’ DeBusk-Lane for the suggestion!).
- An option to split a dfm to choose keywords with an unsupervised
topic model.
Bug fix
- Using just first 58 speeches of inaugural corpus in test (thank you
Ken Benoit for catching
this!).
keyATM 0.3.1
Major changes
- Changes related to release of dplyr 1.0.1.
keyATM 0.3.0
Major changes
- Use the Highest Density Interval as a default
(method = "hdi") inplot.strata_doctopic(),plot_timetrend(), andplot_pi(). The previous
version uses the Equal-tailed Interval
(method = "eti").
- Add read_keywordsfor reading dictionary files
(e.g. YAML, LIWC).
- Add the predict()function for the covariate keyATM
(thank you Sanja
Hajdinjak for the suggestion!).
- Detailed options for standardization in the covariate keyATM:
- The standardizeoption inmodel_settingsargument of thekeyATM()function now takes one of"all","none", or"non-factor"(default).
- "all"standardizes all covariates (except the
intercept),- "none"does not standardize any covariates, and- "non-factor"standardizes non-factor covariates.
- In previous versions, this option takes either TRUE(default, standardizing all covariates) orFALSE.
 
- A bug fix in the by_strata_DocTopic()function.
- The output of the keyATM()includes the index of
documents used for fitting (this will be useful if the input includes
documents with zero length).
- Add a progress_baroption in thekeyATM_read()function (thank you Jae Yeon Kim for the
suggestion!).
Bug fix
- Fix checking time index input (thank you Jae Yeon Kim for pointing out this
issue!).
keyATM 0.2.2
Major changes
- Updates for dplyr 1.0.0.
- Update tests.
keyATM 0.2.1
Major changes
- Temporary update test-Initialization.Rto deal with
some errors.
keyATM 0.2.0
Major changes
- Update the by_strata_DocTopic()function.
- Make examples runnable (thank you Chung-hong Chan for the
suggestion!).
- Speed up (about 15% faster).
- save_fig()function.
- Automatically drops documents with length 0, raising a warning
(thank you Francesco
Grossetti for the suggestion!).
- Update plot.strata_doctopic(): showing by topic by
default (thank you Soichiro
Yamauchi for the suggestion!).
Bug fix
- weightedLDA()without specifying the number of
iterations (Chung-hong
Chan independently reported this bug, thank you!).
- Log-likelihood of dynamic models.
- Saving figures
- Topic labels when there is no keyword topic.
- summary.strata_doctopic(): the last topic is removed
when the number of no-keyword topic is 0 (thank you Emma Ebowe
for pointing out this issue!).
keyATM 0.1.0
Major changes
- The first CRAN version.
- Organize functions into a package.
- Add keyATM Label.
- Replace hashmapwithfastmap.
- Thank you Santiago
Olivella for finding several bugs!
keyATM 0.0.7
Major changes
- We have a new syntax (this version does not support objects made in
older keyATM).
- Faster read functions.
- Memory efficiency.
keyATM 0.0.6
Major changes
keyATM 0.0.5
Major changes
keyATM 0.0.4
Major changes
keyATM 0.0.3
Major changes
- This is the first stable version.
keyATM 0.0.2
Major changes
- This version implements weighted model.
keyATM 0.0.1
Major changes
- This is the first release of keyATM.
- It includes the Base model and the first version of the Covariate
model.