Other packages > Find by keyword >

ODT  

Optimal Decision Trees Algorithm
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("ODT", "1.0.0")



Attach the package and use:
library("ODT")
Maintained by
Katyna Sada Del Real
[Scholar Profile | Author Map]
First Published: 2024-10-18
Latest Update: 2024-10-18
Description:
Implements a tree-based method specifically designed for personalized medicine applications. By using genomic and mutational data, 'ODT' efficiently identifies optimal drug recommendations tailored to individual patient profiles. The 'ODT' algorithm constructs decision trees that bifurcate at each node, selecting the most relevant markers (discrete or continuous) and corresponding treatments, thus ensuring that recommendations are both personalized and statistically robust. This iterative approach enhances therapeutic decision-making by refining treatment suggestions until a predefined group size is achieved. Moreover, the simplicity and interpretability of the resulting trees make the method accessible to healthcare professionals. Includes functions for training the decision tree, making predictions on new samples or patients, and visualizing the resulting tree. For detailed insights into the methodology, please refer to Gimeno et al. (2023) <doi:10.1093/bib/bbad200>.
How to cite:
Katyna Sada Del Real (2024). ODT: Optimal Decision Trees Algorithm. R package version 1.0.0, https://cran.r-project.org/web/packages/ODT. Accessed 17 Feb. 2025.
Previous versions and publish date:
No previous versions
Other packages that cited ODT R package
View ODT citation profile
Other R packages that ODT depends, imports, suggests or enhances
Complete documentation for ODT
Functions, R codes and Examples using the ODT R package
Full ODT package functions and examples
Downloads during the last 30 days
01/1801/1901/2001/2101/2201/2301/2401/2501/2601/2701/2801/2901/3001/3102/0102/0202/0302/0402/0502/0602/0702/0802/0902/1002/1102/1202/1302/1402/1502/16Downloads for ODT024681012141618202224TrendBars
Get rewarded with contribution points by helping add
Reviews / comments / questions /suggestions ↴↴↴

Today's Hot Picks in Authors and Packages

RecordTest  
Inference Tools in Time Series Based on Record Statistics
Statistical tools based on the probabilistic properties of the record occurrence in a sequence of i ...
Download / Learn more Package Citations See dependency  
officedown  
Enhanced 'R Markdown' Format for 'Word' and 'PowerPoint'
Allows production of 'Microsoft' corporate documents from 'R Markdown' by reusing formatting define ...
Download / Learn more Package Citations See dependency  
mcmcse  
Monte Carlo Standard Errors for MCMC
Provides tools for computing Monte Carlo standard errors (MCSE) in Markov chain Monte Carlo (MCMC) ...
Download / Learn more Package Citations See dependency  
vrtest  
Variance Ratio Tests and Other Tests for Martingale Difference Hypothesis
Acollection of statistical tests for martingale difference hypothesis, including automatic portmante ...
Download / Learn more Package Citations See dependency  
quickcode  
Quick and Essential 'R' Tricks for Better Scripts
The NOT functions, 'R' tricks and a compilation of some simple quick plus often used 'R' codes to im ...
Download / Learn more Package Citations See dependency  

23,712

R Packages

205,795

Dependencies

64,332

Author Associations

23,631

Publication Badges

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