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To cite mvs/staplr in publications use:
van Loon W, Fokkema M, Szabo B, de Rooij M (2020). “Stacked penalized logistic regression for selecting views in multi-view learning.” Information Fusion, 61, 113-123. doi:10.1016/j.inffus.2020.03.007.
To cite hierarchical mvs/staplr in publications also use:
van Loon W, de Vos F, Fokkema M, Szabo B, Koini M, Schmidt R, de Rooij M (2022). “Analyzing hierarchical multi-view MRI data with StaPLR: an application to Alzheimer's disease classification.” Frontiers in Neuroscience, 16, 830630. doi:10.3389/fnins.2022.830630.
For meta-level missing value imputation please cite:
van Loon W, Fokkema M, de Vos F, Koini M, Schmidt R, de Rooij M (2024). “Imputation of missing values in multi-view data.” Information Fusion, 111, 102524. doi:10.1016/j.inffus.2024.102524.
Corresponding BibTeX entries:
@Article{, title = {Stacked penalized logistic regression for selecting views in multi-view learning}, author = {Wouter {van Loon} and Marjolein Fokkema and Botond Szabo and Mark {de Rooij}}, journal = {Information Fusion}, year = {2020}, volume = {61}, pages = {113-123}, doi = {10.1016/j.inffus.2020.03.007}, }
@Article{, title = {Analyzing hierarchical multi-view {MRI} data with {StaPLR}: an application to {A}lzheimer's disease classification}, author = {Wouter {van Loon} and Frank {de Vos} and Marjolein Fokkema and Botond Szabo and Marisa Koini and Reinhold Schmidt and Mark {de Rooij}}, journal = {Frontiers in Neuroscience}, year = {2022}, volume = {16}, pages = {830630}, doi = {10.3389/fnins.2022.830630}, }
@Article{, title = {Imputation of missing values in multi-view data}, author = {Wouter {van Loon} and Marjolein Fokkema and Frank {de Vos} and Marisa Koini and Reinhold Schmidt and Mark {de Rooij}}, journal = {Information Fusion}, year = {2024}, volume = {111}, pages = {102524}, doi = {10.1016/j.inffus.2024.102524}, }
These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.