The Generation and Use of Political Event Data

Released on by John Beieler
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  • The Generation and Use of Political Event Data Book Detail

  • Author : John Beieler
  • Release Date : 2016
  • Publisher :
  • Genre :
  • Pages :
  • ISBN 13 :
  • File Size : 23,23 MB
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The Generation and Use of Political Event Data by John Beieler PDF Summary

Book Description: The generation and use of political event data has become a fundamental part of modern political science research. Improving both parts of this equation, methods for generating and using event data, are crucial to advance the state of the art within political science. This dissertation endeavors to improve uponboth of these areas. The first two substantive chapters focus on generating event data in a real-time, open manner. The underlying algorithms to perform this coding are both parser-based, as seen in chapter two, and based on supervised learning and deep neural networks shown in chapter three. Finally, chapter four presents methods for using political data to forecast events of interest. This chapter deals with forecasting under conditions or rare, or unbalanced, outcome events. This final chapter proposes the use of synthetic sampling and various assessment metrics to improve forecasting performance.

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