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ABCD-Strategy: Budgeted Experimental Design for Targeted Causal Structure Discovery [article]

Raj Agrawal, Chandler Squires, Karren Yang, Karthik Shanmugam, Caroline Uhler
2019 arXiv   pre-print
Given that randomized experiments are usually expensive to perform, we propose a general framework and theory based on optimal Bayesian experimental design to select experiments for targeted causal discovery  ...  Determining the causal structure of a set of variables is critical for both scientific inquiry and decision-making. However, this is often challenging in practice due to limited interventional data.  ...  Concluding Remarks We proposed Active Budgeted Causal Design Strategy (ABCD-Strategy), an experimental method based on optimal Bayesian experimental design with provable guarantees on approximation quality  ... 
arXiv:1902.10347v1 fatcat:jymndt3qlfamdfdxavciiigh5q

Asset-based community development for health promotion in culturally defined communities

Sara Kimi Stevens
2003
For these same reasons, ABCD also shows potential as a health promotion strategy [...]  ...  The specific research question is: Is ABCD a suitable strategy for promoting health in culturally defined communities?  ...  and energy to follow through with an ABCD strategy.  ... 
doi:10.14288/1.0090879 fatcat:mv5y2wdbwndohflyowra42b4va

Intra-vulnerabilities: An Artistic Strategy for Co-creating Culture and Policy with Communities, Funders and Artists

Carolyn Defrin
2021
Funding arts and cultural activity for socially and economically vulnerable communities in the UK carries a deeply embedded practice of culture as compensation.  ...  It does so specifically through artistic practice as research (PaR)- interrogating a participatory, transdisciplinary installation practice as a productive site for embodying new relationships between  ...  Citing her influence with 'asset based community development' (ABCD) strategies (Kretzmann, McKnight, 1993) where service providers work to support and enhance the strengths already in place in communities  ... 
doi:10.18744/lsbu.8y1xq fatcat:jkmzokf6qvdlliwg5me2jjf2yu