activity
20192023
most citedTargeted Estimation of Heterogeneous Treatment Effect in Observational Survival Analysis

20 citations · 35 across the 12 of their papers we have counts for

collaborators
Showing 2021Show all

6 papers · 1 filter

stat.ME2021★ 6 cited

Assessing the effectiveness of empirical calibration under different bias scenarios

Hon Hwang, Juan C Quiroz, Blanca Gallego

Background: Estimations of causal effects from observational data are subject to various sources of bias. One method of adjusting for the residual biases in the estimation of a tre…

stat.ML2021

Continuous Treatment Recommendation with Deep Survival Dose Response Function

Jie Zhu, Blanca Gallego

We propose a general formulation for continuous treatment recommendation problems in settings with clinical survival data, which we call the Deep Survival Dose Response Function (D…

cs.LG2021★ 2 cited

Incorporating Uncertainty in Learning to Defer Algorithms for Safe Computer-Aided Diagnosis

Jessie Liu, Blanca Gallego, Sebastiano Barbieri

Deep neural networks are increasingly being used for computer-aided diagnosis, but erroneous diagnoses can be extremely costly for patients. We propose a learning to defer with unc…

cs.PF2021

Comparing Broadband ISP Performance using Big Data from M-Lab

Xiaohong Deng, Yun Feng, Thanchanok Sutjarittham +3

Comparing ISPs on broadband speed is challenging, since measurements can vary due to subscriber attributes such as operation system and test conditions such as access capacity, ser…

stat.ML2021★ 2 cited

Dynamic prediction of time to event with survival curves

Jie Zhu, Blanca Gallego

With the ever-growing complexity of primary health care system, proactive patient failure management is an effective way to enhancing the availability of health care resource. One…

stat.ML2021★ 2 cited

Causal inference for observational longitudinal studies using deep survival models

Jie Zhu, Blanca Gallego

Causal inference for observational longitudinal studies often requires the accurate estimation of treatment effects on time-to-event outcomes in the presence of time-dependent pati…