Package: MLmorph Type: Package Title: Integrating Morphological Modeling and Machine Learning for Decision Support Version: 0.1.1 Authors@R: person(given = "Oskar", family = "Kosch", email = "contact@oskarkosch.com", role = c("aut", "cre", "cph"), comment = c(ORCID = "0000-0003-2697-1393")) Description: Integrating morphological modeling with machine learning to support structured decision-making (e.g., in management and consulting). The package enumerates a morphospace of feasible configurations and uses random forests to estimate class probabilities over that space, bridging deductive model exploration with empirical validation. It includes utilities for factorizing inputs, model training, morphospace construction, and an interactive 'shiny' app for scenario exploration. License: MIT + file LICENSE URL: https://github.com/theogrost/MLmorph BugReports: https://github.com/theogrost/MLmorph/issues Encoding: UTF-8 Depends: R (>= 4.3.0) Imports: bslib (>= 0.9.0), caret (>= 6.0.94), dplyr (>= 1.1.4), ggplot2 (>= 3.5.1), htmltools (>= 0.5.8.1), jsonlite (>= 1.8.8), magrittr, openxlsx (>= 4.2.5.2), plotly (>= 4.10.4), randomForest (>= 4.7.1.1), reactable (>= 0.4.4), shiny (>= 1.10.0), shinyFiles (>= 0.9.3), shinyjs (>= 2.1.0), stats (>= 4.3.0), tidyr (>= 1.3.1), utils (>= 4.3.0) Roxygen: list(markdown = TRUE) RoxygenNote: 7.3.2 Suggests: testthat (>= 3.0.0) Config/testthat/edition: 3 Language: en-US Config/pak/sysreqs: cmake make libicu-dev libuv1-dev libssl-dev zlib1g-dev Repository: https://theogrost.r-universe.dev Date/Publication: 2025-11-09 20:08:29 UTC RemoteUrl: https://github.com/theogrost/mlmorph RemoteRef: HEAD RemoteSha: 48c1bbf86edb83a77d4f7e27fbcd02ecdbbebc5f NeedsCompilation: no Packaged: 2026-10-05 09:33:16 UTC; root Author: Oskar Kosch [aut, cre, cph] (ORCID: ) Maintainer: Oskar Kosch