54 citations · 54 across the 3 of their papers we have counts for
3 papers
cs.AI2023
Causal Discovery with Stage Variables for Health Time Series
Bharat Srikishan, Samantha Kleinberg
Using observational data to learn causal relationships is essential when randomized experiments are not possible, such as in healthcare. Discovering causal relationships in time-se…
cs.AI2012★ 54 cited
The Temporal Logic of Causal Structures
Samantha Kleinberg, Bud Mishra
Computational analysis of time-course data with an underlying causal structure is needed in a variety of domains, including neural spike trains, stock price movements, and gene exp…
q-fin.ST2010
Investigating Causal Relationships in Stock Returns with Temporal Logic Based Methods
Samantha Kleinberg, Petter N. Kolm, Bud Mishra
We describe a new framework for causal inference and its application to return time series. In this system, causal relationships are represented as logical formulas, allowing us to…