Remove 2015 Remove Interactive Remove Knowledge Discovery Remove Optimization
article thumbnail

Experiment design and modeling for long-term studies in ads

The Unofficial Google Data Science Blog

This is essentially the same as finding a truly useful objective to optimize. Recently, we presented some basic insights from our effort to measure and predict long-term effects at KDD 2015 [1]. Depending on the average ad quality the different cohorts are exposed to, their willingness to interact with our ads changes over time.

article thumbnail

Explaining black-box models using attribute importance, PDPs, and LIME

Domino Data Lab

The need for interaction – complex decision making systems often rely on Human–Autonomy Teaming (HAT), where the outcome is produced by joint efforts of one or more humans and one or more autonomous agents. 2015) for additional details. Conference on Knowledge Discovery and Data Mining, pp. See Wei et al.

Modeling 139