These codes are associated with the paper "A prediction and behavioural analysis of machine learning methods for modelling travel mode choice", which was published in "Transportation Research Part C: ...
A fully local, offline chatbot running on the M5Stack Cardputer ADV (ESP32-S3FN8, 512 KB SRAM, 8 MB flash, no PSRAM). It also runs on the original M5Stack Cardputer — the firmware ships both keyboard ...
Direct multinomial outcome modeling would eliminate these conversion steps, providing more transparent and efficient probabilistic predictions of categorical match results. Fourth, current models ...
Modeling strategy: we first estimated an exploratory multinomial logistic model (Supplementary Table S6), but due to sparse outcome categories, unstable coefficients, and occasional convergence issues ...
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