Algorithm selection guide

This page provides a quick overview of the available algorithms in iMML and the supported input modalities. Use this table to choose an appropriate method for your task and check whether additional modules or dependencies are required.

Task	Algorithm	Input modalities	Module	Extra dependencies
Classification	M3Care	Numeric | Image | Text	deep
Classification	MUSE	Numeric | Text | Time series	deep
Classification	RAGPT	Image & Text	deep
Clustering	DAIMC	Numeric
Clustering	EEIMVC	Numeric
Clustering	IMSCAGL	Numeric	octave	octave
Clustering	IMSR	Numeric
Clustering	IntegrAO	Numeric	deep
Clustering	LFIMVC	Numeric
Clustering	MKKMIK	Numeric	octave	octave
Clustering	MONET	Numeric
Clustering	MRGCN	Numeric	deep
Clustering	NEMO	Numeric
Clustering	OMVC	Numeric	octave	octave
Clustering	OPIMC	Numeric	octave	octave
Clustering	OSLFIMVC	Numeric	octave	octave, octave-statistics
Clustering	PIMVC	Numeric	octave	octave
Clustering	SIMCADC	Numeric
Clustering	SUMO	Numeric
Decomposition	DFMF	Numeric
Decomposition	MOFA	Numeric
Decomposition	JNMF	Numeric	r	R, nnTensor
Feature selection	JNMFFeatureSelector	Numeric	r	R, nnTensor
Impute	DFMFImputer	Numeric
Impute	MOFAImputer	Numeric
Impute	JNMFImputer	Numeric	r	R, nnTensor
Retrieve	MCR	Image & Text	deep
Statistics	pid	Numeric

How to install an additional module

See our page on how to install a module.

How to install extra dependencies

Extra dependencies when using "octave" module

In order to use 'octave' as an engine, you will need to have Octave in your machine. In linux, you can install it using the following commands:

sudo apt install octave

For other platforms, please refer to the official guides.

Additionally, to install extra dependencies, execute the following commands in a terminal:

sudo apt install octave-control
sudo apt install octave-statistics

Extra dependencies when using "r" module

In order to use 'r' as an engine, you will need to have R in your machine. In linux, you can install it using the following commands:

sudo apt install r-base r-base-dev -y

For other platforms, please refer to the official guides.

Additionally, to install extra dependencies, execute the following commands in R:

install.packages("nnTensor")