As inductive decision-making procedures, the inferences made by machine learning programs are subject to underdetermination by evidence and bear inductive risk. One strategy for overcoming these challenges is guided by a presumption in philosophy of science that inductive inferences can and should be value-free. Applied to machine learning programs, the strategy assumes that the influence of values is restricted to data and decision outcomes, thereby omitting internal value-laden design choice points. In this paper, I apply arguments from feminist philosophy of (...) science to machine learning programs to make the case that the resources required to respond to these inductive challenges render critical aspects of their design constitutively value-laden. I demonstrate these points specifically in the case of recidivism algorithms, arguing that contemporary debates concerning fairness in criminal justice risk-assessment programs are best understood as iterations of traditional arguments from inductive risk and demarcation, and thereby establish the value-laden nature of automated decision-making programs. Finally, in light of these points, I address opportunities for relocating the value-free ideal in machine learning and the limitations that accompany them. (shrink)

On the work of Frank Ramsey, emphasizing topics most relevant to philosophy of science.

Contemporary epistemologists assume a view I call ‘comparabilism.’ They do not, however, argue for this view. I claim that noncomparabilism is a viable alternative. I further argue that noncomparabilism has advantages over comparabilism.

Dans cet article, nous proposons une analyse critique du nouveau consensus monétaire (NMC) d’un point de vue méthodologique, afin d’évaluer sa pertinence. Bien que les mantras du consensus ne soient pas contestables en tant que tels, nous soutenons l’idée que les fondements méthodologiques du NMC expliquent son échec paradigmatique à prévoir la crise financière de 2008, et à constituer une source d’inspiration fiable pour les politiques post-crise 2008. Nous mettons particulièrement l’accent sur la nature problématique des modèles pré-crise 2008. Nous (...) concluons que le nouveau consensus monétaire a cessé d’être pertinent plus de dix ans après le début de la crise mondiale. (shrink)

This book attempts to explicate and expand upon Frank Ramsey's notion of the realistic spirit. In so doing, it provides a systematic reading of his work, and demonstrates the extent of Ramsey's genius as evinced by both his responses to the Tractatus Logico-Philosophicus , and the impact he had on Wittgenstein's later philosophical insights.