TY - JOUR
T1 - Binding the Person-Specific Approach to Modern AI in the Human Screenome Project
T2 - Moving past Generalizability to Transferability
AU - Ram, Nilam
AU - Haber, Nick
AU - Robinson, Thomas N.
AU - Reeves, Byron
N1 - Publisher Copyright:
© Copyright © 2023 Society of Multivariate Experimental Psychology.
PY - 2024
Y1 - 2024
N2 - Advances in ability to comprehensively record individuals’ digital lives and in AI modeling of those data facilitate new possibilities for describing, predicting, and generating a wide variety of behavioral processes. In this paper, we consider these advances from a person-specific perspective, including whether the pervasive concerns about generalizability of results might be productively reframed with respect to transferability of models, and how self-supervision and new deep neural network architectures that facilitate transfer learning can be applied in a person-specific way to the super-intensive longitudinal data arriving in the Human Screenome Project. In developing the possibilities, we suggest Molenaar add a statement to the person-specific Manifesto–“In short, the concerns about generalizability commonly leveled at the person-specific paradigm are unfounded and can be fully and completely replaced with discussion and demonstrations of transferability.”.
AB - Advances in ability to comprehensively record individuals’ digital lives and in AI modeling of those data facilitate new possibilities for describing, predicting, and generating a wide variety of behavioral processes. In this paper, we consider these advances from a person-specific perspective, including whether the pervasive concerns about generalizability of results might be productively reframed with respect to transferability of models, and how self-supervision and new deep neural network architectures that facilitate transfer learning can be applied in a person-specific way to the super-intensive longitudinal data arriving in the Human Screenome Project. In developing the possibilities, we suggest Molenaar add a statement to the person-specific Manifesto–“In short, the concerns about generalizability commonly leveled at the person-specific paradigm are unfounded and can be fully and completely replaced with discussion and demonstrations of transferability.”.
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U2 - 10.1080/00273171.2023.2229305
DO - 10.1080/00273171.2023.2229305
M3 - Article
C2 - 37439508
AN - SCOPUS:85165235816
SN - 0027-3171
VL - 59
SP - 1211
EP - 1219
JO - Multivariate Behavioral Research
JF - Multivariate Behavioral Research
IS - 6
ER -