activity
20192026
most citedConstrained Classification and Policy Learning

27 citations · 31 across the 8 of their papers we have counts for

collaborators

8 papers

econ.EM2026

Prior-Free Sample Size Design for Test-and-Roll Experiments

Kentaro Kawato, Shosei Sakaguchi

This paper studies sample-size design for finite-population test-and-roll experiments, where a decision-maker first conducts an experiment on units and then assigns the remaini…

stat.ME2024

Policy Learning for Optimal Dynamic Treatment Regimes with Observational Data

Shosei Sakaguchi

Public policies and medical interventions often involve dynamic treatment assignments, in which individuals receive a sequence of interventions over multiple stages. We study the s…

econ.GN2022

Collaborative knowledge exchange promotes innovation

Tomoya Mori, Jonathan Newton, Shosei Sakaguchi

Considering collaborative patent development, we provide micro-level evidence for innovation through exchanges of differentiated knowledge. Knowledge embodied in a patent is proxie…

econ.GN2021

Paternalism, Autonomy, or Both? Experimental Evidence from Energy Saving Programs

Takanori Ida, Takunori Ishihara, Koichiro Ito +4

Identifying who should be treated is a central question in economics. There are two competing approaches to targeting - paternalistic and autonomous. In the paternalistic approach,…

econ.EM2021

Partial Identification and Inference in Duration Models with Endogenous Censoring

Shosei Sakaguchi

This paper studies identification and inference in transformation models with endogenous censoring. Many kinds of duration models, such as the accelerated failure time model, propo…

econ.EM2021★ 27 cited

Constrained Classification and Policy Learning

Toru Kitagawa, Shosei Sakaguchi, Aleksey Tetenov

Modern machine learning approaches to classification, including AdaBoost, support vector machines, and deep neural networks, utilize surrogate loss techniques to circumvent the com…

econ.EM2021★ 4 cited

Estimation of Optimal Dynamic Treatment Assignment Rules under Policy Constraints

Shosei Sakaguchi

Many policies involve dynamics in their treatment assignments, where individuals receive sequential interventions over multiple stages. We study estimation of an optimal dynamic tr…

econ.GN2019

Creation of knowledge through exchanges of knowledge: Evidence from Japanese patent data

Tomoya Mori, Shosei Sakaguchi

This study shows evidence for collaborative knowledge creation among individual researchers through direct exchanges of their mutual differentiated knowledge. Using patent applicat…