Susan A Murphy
Harvard SEAS CS · Mallinckrodt Professor of Statistics and of Computer Science; Associate Faculty, Kempner Institute
Research focus: statistical reinforcement learning · mobile health interventions · adaptive interventions · micro-randomized trials
针对 Susan A Murphy 的自动审核：请作为统计型 RL / 移动健康申请人：adaptive interventions、micro-randomized trials、因果推断、序列决策或 RL 进行医疗领域应用。
Who this advisor fits / 什么情况下适合你
- You want ML tied to real data and deployable problems (signal: statistical reinforcement learning · mobile health interventions).
- You care about faculty-track outcomes; public alumni rows include verifiable faculty placements.
- Applicants should show statistical learning, RL/sequential decision-making, causal/clinical-trial literacy, and motivation for real health interventions.
- 你想把 ML 接到真实数据与落地问题（当前信号：statistical reinforcement learning · mobile health interventions）。
- 你在意学术教职/教职轨去向，公开校友里有可核对的教职案例。
- 申请人应展示统计学习、RL/序列决策能力、因果/临床试验素养，以及推动真实健康干预的动机。
What to watch for / 什么情况下要慎重
- You want pure theory ML with little domain data or cross-disciplinary collaboration.
- 你要的是纯理论 ML、几乎不碰领域数据或跨学科合作。
Public evidence as of 2026-06-10
These are decision-support signals compiled from public evidence (faculty pages, publications, lab sites) to help you ask better questions — not a ranking, rating, or allegation about this advisor. / 以上为基于公开信息整理的择校参考，帮助你提出更好的问题，并非排名、评分或对该导师的指控。
Ask a verified 学长学姐 / 同校 .edu 认证点评
The thing applicants say only 师兄师姐 can tell you — current & former students of this lab, verified by their school .edu. Open the full dossier to read or add a verified note.