European Policy Analysis Volume 2, Number 1, Spring 2016 | Page 119

European Policy Analysis

References
Abedin, Jaynal. 2014. Data Manipulation
with R. Packt Publishing Ltd, Birmingham.
Berk, Richard A. 2006. “An Introduction
to Ensemble Methods for Data Analysis.”
Sociological Methods and Research 34 (3):
263–295.
Breiman, Leo. 2001. “Random Forests.”
Machine Learning 45 (1): 5–32.

2013. “Text as Sata: The Promise and Pitfalls
of Automatic Content Analysis Methods
for Political Rexts.” Political Analysis 21 (3):
267–297.
Hainmueller, Jens, and Chad Hazlett. 2014.
“Kernel Regularized Least Squares: Reducing
Misspecification Bias with a Flexible and
Interpretable Machine Learning Approach.”
Political Analysis 22 (2):143–168.

Hastie, Trevor, Robert Tibshirani, and
Jerome Friedman. 2009. The Elements
Cantú, Francisco, and Sebastián M. Saiegh. of Statistical Learning. 2 vol. New York:
2011. “Fraudulent Democracy? An Analysis Springer.
of Argentina’s Infamous Decade Using
Supervised Machine Learning.” Political Hegelich, Simon, Cornelia Fraune, and
David Knollmann. 2015. “Point Predictions
Analysis 19 (4): 409–433.
and the Punctuated Equilibrium Theory: A
Chen, Chao, Andy Liaw, and Leo Breiman. Data Mining Approach—US Nuclear Policy
2004. Using Random Forest to Learn as Proof of Concept.” Policy Studies Journal
Imbalanced Data. Berkeley: University of 43 (2): 228–256.
California.
Hill, Daniel W., and Zachary M. Jones. 2014.
Conway, Drew, and John White. 2012. “An Empirical Evaluation of Explanations
Machine Learning for Hackers. O'Reilly for State Repression.” American Political
Science Review 108 (03): 661–687.
Media, Inc., Sebastopol
Ergül, Özgür. 2013. Guide to Programming
and Algorithms Using R. Springer, New York.
Frohwein, Hendrik I., and James H.
Lambert. 2000. “Risk of Extreme Events in
Multiobjective Decision Trees Part 1. Severe
Events.” Risk Analysis 20 (1): 113–124.

Hopkins, Daniel J., and Gary King. 2010.
“A Method of Automated Nonparametric
Content Analysis for Social Science.”
American Journal of Political Science 54 (1):
229–247.

Jacoby, William G., and David A. Armstrong. 2014. “Bootstrap Confidence
Giles, Jim. 2012. “Making the Links.” Nature Regions for Multidimensional Scaling
Solutions.” American Journal of Political
488 (7412): 448–450.
Grabau, Martina, and Simon Hegelich. Science 58 (1): 264–278.
2016. “The Gas Game: Simulating DecisionMaking in the European Union’s External James, Gareth, Daniela Witten, Trevor
Natural Gas Policy.” Swiss Political Science Hastie, and Robert Tibshirani. 2013.
An Introduction to Statistical Learning.
Review. doi: 10.1111/spsr.12202.
Springer, New York.
Grimmer, Justin, and Brandon M. Stewart.
119