{ "_id": "6ab39d083d719c1f84091df7", "Package": "FSHybridPLS", "Title": "Hybrid Penalized Partial Least Squares for Mixed Data", "Version": "0.1.0", "Authors@R": "person(\"Jongmin\", \"Mun\", , \"jongmin.mun@marshall.usc.edu\",\nrole = c(\"aut\", \"cre\", \"cph\"))", "Description": "Fits Penalized Partial Least Squares (PLS) regression when\npredictors are hybrid objects that combine functional curves\n(infinite-dimensional 'fda' objects) and scalar covariates\n(finite-dimensional numeric matrices). The package treats a\nhybrid predictor as an element of a product Hilbert space\nformed by the functional and Euclidean components, and\nimplements the arithmetic (addition, scalar multiplication, and\ninner products, including roughness-penalized inner products)\nneeded to run penalized PLS directly in that space. The\nalgorithm extracts latent components that maximize covariance\nwith a scalar response while penalizing roughness of the\nestimated functional coefficient curves. Helpers are included\nfor constructing hybrid predictors, two-step within- and\nbetween-modality normalization, train/test splitting, synthetic\ndata generation, cross-validated component selection, and\nprediction. The method is described in Mun and Jang (2026)\n.", "License": "MIT + file LICENSE", "URL": "https://github.com/Jong-Min-Moon/FShybridPLS", "BugReports": "https://github.com/Jong-Min-Moon/FShybridPLS/issues", "Config/testthat/edition": "3", "Config/checktor/allow": "print_cat_usage", "Config/checktor/acronyms": "PLS", "Encoding": "UTF-8", "Roxygen": "list(markdown = TRUE)", "RoxygenNote": "7.3.3", "NeedsCompilation": "no", "VignetteBuilder": "knitr", "Packaged": { "Date": "2026-09-23 09:29:46 UTC", "User": "root" }, "Author": "Jongmin Mun [aut, cre, cph]", "Maintainer": "Jongmin Mun ", "Config/pak/sysreqs": "make", "Repository": "https://jong-min-moon.r-universe.dev", "Date/Publication": "2026-09-14 20:58:33 UTC", "RemoteUrl": "https://github.com/jong-min-moon/fshybridpls", "RemoteRef": "HEAD", "RemoteSha": "97563d00c5afc97c8bc96bcb3bd596db3a126c52", "_user": "jong-min-moon", "_type": "src", "_file": "FSHybridPLS_0.1.0.tar.gz", "_fileid": 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