formatting

print.mi_df

print.mild_df

Specialized print methods for the <code>mi_df</code>, <code>mild_df</code> classes. These return
helpful information such as the number of rows, columns, bags, and instances
(for <code>mild_df</code> objects).
These methods print the data frame based on the underlying subclass. This
allows for additional arguments that can be passed to <code>print.tbl()</code> when the
subclass is a tibble (<code>tbl_df</code>, <code>tbl</code>), documented below.

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.

Sean Kent

mildsvm

Multiple-Instance Learning with Support Vector Machines

Yifei Liou

formatting function

<dl><dt>x</dt>
<dd>Object to format or print.</dd>
<dt>...</dt>
<dd>Passed to other methods. See <code><a href="https://tibble.tidyverse.org/reference/formatting.html">tibble::print.tbl()</a></code> or details for more
information.</dd></dl>

Arguments

Printing multiple instance data frames — formatting

<dl>

<dt>x</dt>
<dd>Object to format or print.</dd>


<dt>...</dt>
<dd>Passed to other methods. See <code><a href='https://tibble.tidyverse.org/reference/formatting.html'>tibble::print.tbl()</a></code> or details for more
information.</dd>

</dl>

formatting: Printing multiple instance data frames

Description

Usage

Value

Arguments

Details

Examples