4 papers
Dynamic Prediction of Alternating Recurrent Events via Neural Network
Abigail Loe, Susan Murry, Zhenke Wu
Alternating recurrent events -- event-times of a specific nature that trigger a secondary refractory period -- occur in a wide-range of fields, including behavioral science, crimin…
Neural Networks as Linear Regression: An Introduction for Statisticians
Abigail Loe, Susan Murray, Zhenke Wu
Neural networks are a commonly used prediction tool in computer science and statistics. However, the barrier to entry of this interesting field remains high, particularly for class…
A Random Forest Inverse Probability Weighted Pseudo-Observation Framework for Alternating Recurrent Events
Abigail Loe, Susan Murray, Zhenke Wu
Alternating recurrent events, where subjects experience two potentially correlated event types over time, are common in healthcare, social, and behavioral studies. Often there is a…
Random Forest for Dynamic Risk Prediction or Recurrent Events: A Pseudo-Observation Approach
Abigail Loe, Susan Murray, Zhenke Wu
Recurrent events are common in clinical, healthcare, social and behavioral studies. A recent analysis framework for potentially censored recurrent event data is to construct a cens…