Type: Package
Package: mildsvm
Title: Multiple-Instance Learning with Support Vector Machines
Version: 0.4.1.9000
Authors@R: c(
    person("Sean", "Kent", , "skent259@gmail.com", role = c("aut", "cre"),
           comment = c(ORCID = "0000-0001-8697-9069")),
    person("Yifei", "Liou", role = "aut")
  )
Description: Weakly supervised (WS), multiple instance (MI) data lives
        in numerous interesting applications such as drug discovery,
        object detection, and tumor prediction on whole slide images.
        The 'mildsvm' package provides an easy way to learn from this
        data by training Support Vector Machine (SVM)-based
        classifiers. It also contains helpful functions for building
        and printing multiple instance data frames. The core methods
        from 'mildsvm' come from the following references: Kent and Yu
        (2024) <doi:10.1214/24-AOAS1876>; Xiao, Liu, and Hao (2018)
        <doi:10.1109/TNNLS.2017.2766164>; Muandet et al. (2012)
        <https://proceedings.neurips.cc/paper/2012/file/9bf31c7ff062936a96d3c8bd1f8f2ff3-Paper.pdf>;
        Chu and Keerthi (2007) <doi:10.1162/neco.2007.19.3.792>; and
        Andrews et al. (2003)
        <https://papers.nips.cc/paper/2232-support-vector-machines-for-multiple-instance-learning.pdf>.
        Many functions use the 'Gurobi' optimization back-end to
        improve the optimization problem speed; the 'gurobi' R package
        and associated software can be downloaded from
        <https://www.gurobi.com> after obtaining a license.
License: MIT + file LICENSE
URL: https://github.com/skent259/mildsvm
BugReports: https://github.com/skent259/mildsvm/issues
Depends: R (>= 3.5.0)
Imports: dplyr, e1071, kernlab, magrittr, mvtnorm, pillar, pROC, purrr,
        rlang, stats, tibble, tidyr, utils
Suggests: covr, gurobi, Matrix, testthat
Config/testthat/edition: 3
Encoding: UTF-8
LazyData: true
Roxygen: list(markdown = TRUE)
RoxygenNote: 7.3.2
Config/pak/sysreqs: libicu-dev
Repository: https://skent259.r-universe.dev
Date/Publication: 2025-09-05 02:13:59 UTC
RemoteUrl: https://github.com/skent259/mildsvm
RemoteRef: HEAD
RemoteSha: 9c57fe05ddfdd8d28be756a75d1f750ee123f5d8
NeedsCompilation: no
Packaged: 2026-07-02 09:07:28 UTC; root
Author: Sean Kent [aut, cre] (ORCID: <https://orcid.org/0000-0001-8697-9069>),
  Yifei Liou [aut]
Maintainer: Sean Kent <skent259@gmail.com>