<?xml version="1.0" encoding="UTF-8"?>
<oai_dc:dc xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
  <dc:title>Efficient eM-Algorithm for One-Shot Device Data Analysis</dc:title>
  <dc:title>R package OneShotEM version 0.1.0</dc:title>
  <dc:description>Implements the simple and efficient Expectation-Maximization (eM)
    algorithm proposed by Zhu, Li, Li, and Balakrishnan (2026)
    &lt;doi:10.1080/03610918.2025.2515193&gt; for parameter estimation in one-shot
    device accelerated life testing (ALT) data. Unlike traditional EM
    algorithms that impute exact failure times, this method treats failure
    counts between inspection intervals as missing data, resulting in faster
    convergence and enhanced numerical stability. Supports Exponential, Weibull,
    Lognormal, Gamma, and custom user-defined lifetime distributions under
    log-linear stress models. Standard errors, confidence intervals, model
    selection statistics (AIC, BIC, AICc, HQIC), residual diagnostics, and
    visualization tools are provided. References: Balakrishnan and Ling (2012)
    &lt;doi:10.1016/j.csda.2011.09.010&gt;, Fan, Balakrishnan, and Chang (2009)
    &lt;doi:10.1080/00949650802142592&gt;.</dc:description>
  <dc:type>Software</dc:type>
  <dc:relation>Depends: R (&gt;= 4.0.0)</dc:relation>
  <dc:relation>Imports: stats, graphics, grDevices, utils, methods, numDeriv</dc:relation>
  <dc:relation>Suggests: testthat (&gt;= 3.0.0), knitr, rmarkdown</dc:relation>
  <dc:creator>Shikhar Tyagi &lt;shikhar1093tyagi@gmail.com&gt;</dc:creator>
  <dc:publisher>Comprehensive R Archive Network (CRAN)</dc:publisher>
  <dc:contributor>Shikhar Tyagi [aut, cre] (ORCID:
    &lt;https://orcid.org/0000-0003-1606-0844&gt;),
  Arvind Pandey [aut],
  Bhupendra Singh [aut],
  Vrijesh Tripathi [aut]</dc:contributor>
  <dc:rights>GPL (&gt;= 3)</dc:rights>
  <dc:date>2026-08-21</dc:date>
  <dc:format>application/tgz</dc:format>
  <dc:identifier>https://CRAN.R-project.org/package=OneShotEM</dc:identifier>
  <dc:identifier>doi:10.32614/CRAN.package.OneShotEM</dc:identifier>
  <dc:language>en-US</dc:language>
</oai_dc:dc>
