I have updated to QGIS 3.4 Madeira version.
However, I can't find MOLUSCE plugin for this new version.
Is it not available for newer versions?
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It seems the MOLUSCE plugin is not updated for more than one year and half which means it works only in QGIS 2.x and not yet updated to be compatible with QGIS 3.x. Please look at the version tab in the above link. If you need to use this plugin, then it is better to use QGIS 2.18 and wait until the plugin being updated for QGIS 3.x