Unsupervised Model Construction in Continuous-Time.

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Tác giả: Sy-Miin Chow, Zachary F Fisher, Michael D Hunter, Peter C M Molenaar, Jonathan J Park, Michael Russell, Chad Shenk

Ngôn ngữ: eng

Ký hiệu phân loại: 003.3 Computer modeling and simulation

Thông tin xuất bản: United States : Structural equation modeling : a multidisciplinary journal , 2025

Mô tả vật lý:

Bộ sưu tập: NCBI

ID: 749086

 Many of the advancements reconciling individual- and group-level results have occurred in the context of a discrete-time modeling framework. Discrete-time models are intuitive and offer relatively simple interpretations for the resulting dynamic structures
  however, they do not possess the flexibility of models fitted in the continuous-time framework. We introduce ct-gimme, a continuous-time extension of the group iterative multiple model estimation (GIMME
  Gates & Molenaar, 2012) procedure which enables researchers to fit complex, high dimensional dynamic networks in continuous-time. Our results indicate that ct-gimme outperforms
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