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Christopher Crawford

@cmcrawford.bsky.social

Quant psych PhD student at UNC | musician | cat parent πŸ³οΈβ€πŸŒˆ

104 Followers  |  209 Following  |  8 Posts  |  Joined: 22.09.2023  |  1.343

Latest posts by cmcrawford.bsky.social on Bluesky

Very cool! Looking forward to checking this out.

29.10.2024 23:43 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0

Thanks, Katie!

25.09.2024 15:08 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0

Reposting for the morning crowd. Check out our new preprint if you’re interested in methods for modeling ILD πŸ‘‡

25.09.2024 14:40 β€” πŸ‘ 5    πŸ” 1    πŸ’¬ 1    πŸ“Œ 0

Many thanks to my wonderful coauthors: @jonathanpark.bsky.social, Sy-Miin Chow, Anja Ernst, Vladas Pipiras, and @fishingwithzack.bsky.social.

24.09.2024 21:00 β€” πŸ‘ 2    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0

We conducted a simulation study to evaluate the performance of subgrouping multi-VAR across a range of factors and found that it performs well with respect to model/subgroup recovery and quality of estimates. Performance was also assessed in the context of an empirical example.

24.09.2024 20:58 β€” πŸ‘ 3    πŸ” 0    πŸ’¬ 1    πŸ“Œ 0

What's nice about this?

The competing penalty terms govern both the sparsity and heterogeneity of the solution. This allows for the flexible approximation of commonly encountered scenarios (e.g., minimal heterogeneity, subgroup-specific heterogeneity, etc.).

24.09.2024 20:58 β€” πŸ‘ 2    πŸ” 0    πŸ’¬ 1    πŸ“Œ 0

Subgrouping multi-VAR accommodates both quantitative and qualitative heterogeneity in the estimation of group-, subgroup-, and individual-level effects.

Notably, these dynamics are estimated simultaneously using a structured regularization approach.

24.09.2024 20:58 β€” πŸ‘ 2    πŸ” 0    πŸ’¬ 1    πŸ“Œ 0
Preview
Penalized Subgrouping of Heterogeneous Time Series Interest in the study and analysis of dynamic processes in the social, behavioral, and health sciences has burgeoned in recent years due to the increased availability of intensive longitudinal...

We have a new preprint!

I'm excited to share recent work related to modeling multiple-subject, multivariate time series.

We extend the multi-VAR framework to allow for data-driven identification and penalized estimation of subgroup-specific dynamics.

arxiv.org/abs/2409.03085

24.09.2024 20:57 β€” πŸ‘ 8    πŸ” 2    πŸ’¬ 1    πŸ“Œ 2
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My lab is recruiting graduate students for Fall 2024. If you're interested in doing research at the intersection of modeling time-dependent systems, statistical programming, and developmental science come work with me and the amazing scientists at Penn State! quantdev.ssri.psu.edu

27.09.2023 13:46 β€” πŸ‘ 15    πŸ” 8    πŸ’¬ 0    πŸ“Œ 0

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