TommyJones

textmineR

An aid for text mining in R, with a syntax that should be familiar to experienced R users. Provides a wrapper for several topic models that take similarly-formatted input and give similarly-formatted output. Has additional functionality for analyzing and diagnostics for topic models.

tidylda

Implements an algorithim for Latent Dirichlet Allocation using style conventions from the [tidyverse](https://style.tidyverse.org/) and [tidymodels](https://tidymodels.github.io/model-implementation-principles/index.html).

DocSummarizer

Functions for automatic document summary and keyword extraction

covid_fda_eua_tests

collecting data on FDA-approved COVID tests

DSDC-2022-06-14

Slides and Code for Data Science DC Meetup on tidylda/tLDA

marginal

Calculate marginal effects, similar to linear coefficients, for any predictive model. Also calculates and plots individual conditional expectation (ICE) curves. As of this writing, the concept is experimental. Caveat emptor!

mvrsquared

r-squared for n-dimensional outcomes

tmsamples

R package for simulating corpora from topic model parameters.

Activity-Recognition

Procedure to tidy the "Human Activity Recognition Using Smartphones Data Set"

comps

Code and such for my comprehensive exam

covid-test-db

dcr_2019

Code etc. for my 2019 presentation at DC R

dissertation

code and paper for my dissertation

dissertation_proposal

download_parallel_datasets

download_software_as_text

download GitHub repos as text corpora

jonesingfordata

my personal website made in blogdown

lda-transfer-learning

Research for my dissertation section on transfer learning for LDA

leo_war_peace

how much of war and peace did leo paste?

math640_final_project

r-squared-short-paper

Short paper of r-squared for multivariate outcomes

rsquared_topicmodels

Paper for a coefficient of determination for probabilistic topic models

rustsample

Example package using Rust compiled code

sbir-topics

simulate-doc-params

Simulations to find optimal LDA-DGP parameters

study_summer_2018

Documents and code for my summer 2018 independent study

tidylda-joss

Code and paper for JOSS submission of tidylda

TommyJones.github.io

Tommy's blog

topic-modeling-optimization-example

topicmodel_compare