Become proficient in deriving insights from time-series data and analyzing a model's performanceKey Features: Explore popular and modern machine learning methods including the latest online and deep learning algorithmsLearn to increase the accuracy of your predictions by matching the right model with the right problemMaster time-series via real-world case studies on operations management, digital marketing, finance, and healthcareBook Description: Machine learning has emerged as a powerful tool to understand hidden complexities in time-series datasets, which frequently need to be analyzed in areas as diverse as healthcare, economics, digital marketing, and social sciences. These datasets are essential for forecasting and predicting outcomes or for detecting anomalies to support informed decision making.This book covers Python basics for time-series and builds your understanding of traditional autoregressive models as well as modern non-parametric models. You will become confident with
In 1918 the People’s Commissariat of Public Health began a quest to protect the health of all Soviet citizens, but health became more than a political platform or a tactical decision. The Sovie
The Medici State and the Ghetto of Florence is a work about Italian Jews, Christians, and the institutions and policies that organized their relationship. It sets the 1570 decision of the Medici gove
"Evaluates the how democratic presidential nominations are, using the historic race between Senators Obama and Clinton as a test case"--Provided by publisher.
By analyzing separate-opinion writing in the federal appeals courts, political scientists Hettinger (U. of Connecticut), Stefanie A. Lindquist (and law, Vanderbilt U.), and Wendy L. Martinek (State U.
"Evaluates the how democratic presidential nominations are, using the historic race between Senators Obama and Clinton as a test case"--Provided by publisher.
This book surveys the changing role of senior civil servants in Western Europe and explores whether they have kept their central role in government decision-making. Looking at these issues in comparat
In the 1990s, thousands of non-Jewish Latinos arrived in Israel as undocumented immigrants. Based on his fieldwork in South America and Israel, Barak Kalir follows these workers from their decision to
This book examines the social and cultural impact of the 'thaw' in Cold War relations, decision-making and policy formation in the Soviet Union under Nikita Khrushchev. It highlights the fact that man
This book examines the social and cultural impact of the 'thaw' in Cold War relations, decision-making and policy formation in the Soviet Union under Nikita Khrushchev. It highlights the fact that man
In the aftermath of mass conflict how is it possible to address violent and traumatic pasts, reconcile divided nations, and strengthen state institutions? This study explores the connections between transitional justice and visual art in order to answer that question. Garnsey argues that art can engage and shape ideas of justice. Art can be an inquiry into, and an alternative experience of, justice. Art embeds justice on different political levels - both local and global. Art becomes a radical form of political participation in times of transition. Arising out of extensive fieldwork at the Constitutional Court of South Africa and the South Africa Pavilion at the Venice Biennale, which included 130 interviews with key decision makers, the book provides the first substantive theoretical framework for understanding transitional justice and visual art, and develops novel conceptions of visual jurisprudence and cultural diplomacy as forms of transitional justice.
In the aftermath of mass conflict how is it possible to address violent and traumatic pasts, reconcile divided nations, and strengthen state institutions? This study explores the connections between transitional justice and visual art in order to answer that question. Garnsey argues that art can engage and shape ideas of justice. Art can be an inquiry into, and an alternative experience of, justice. Art embeds justice on different political levels - both local and global. Art becomes a radical form of political participation in times of transition. Arising out of extensive fieldwork at the Constitutional Court of South Africa and the South Africa Pavilion at the Venice Biennale, which included 130 interviews with key decision makers, the book provides the first substantive theoretical framework for understanding transitional justice and visual art, and develops novel conceptions of visual jurisprudence and cultural diplomacy as forms of transitional justice.
Scholars and citizens tend to assume that rationality guides the decision-making of our leaders. Brian C. Rathbun suggests, however, that if we understand rationality to be a cognitive style premised on a commitment to objectivity and active deliberation, rational leaders are in fact the exception not the norm. Using a unique combination of methods including laboratory bargaining experiments, archival-based case studies, quantitative textual analysis and high-level interviews, Rathbun questions some of the basic assumptions about rationality and leadership, with profound implications for the field of international relations. Case studies of Bismarck and Richelieu show that the rationality of realists makes them rare. An examination of Churchill and Reagan, romantics in international politics who sought to overcome obstacles in their path through force of will and personal agency, show what less rationality looks like in foreign policy making.
Scholars and citizens tend to assume that rationality guides the decision-making of our leaders. Brian C. Rathbun suggests, however, that if we understand rationality to be a cognitive style premised on a commitment to objectivity and active deliberation, rational leaders are in fact the exception not the norm. Using a unique combination of methods including laboratory bargaining experiments, archival-based case studies, quantitative textual analysis and high-level interviews, Rathbun questions some of the basic assumptions about rationality and leadership, with profound implications for the field of international relations. Case studies of Bismarck and Richelieu show that the rationality of realists makes them rare. An examination of Churchill and Reagan, romantics in international politics who sought to overcome obstacles in their path through force of will and personal agency, show what less rationality looks like in foreign policy making.
This book contradicts the dominant myth that incompetent, corrupt, and uncompromising Palestinian decision-makers are responsible for the lasting stalemate in the Middle-East Peace Process. It highlig
This book contradicts the dominant myth that incompetent, corrupt, and uncompromising Palestinian decision-makers are responsible for the lasting stalemate in the Middle-East Peace Process. It highlig
How has New Public Management influenced social policy reform in different developed welfare states? New managerialism is conceptualized as a paradigm, which not only shapes the decision-making proces
This handbook book examines the regional and international dynamics of the Middle East. It challenges the state society dichotomy to make sense of decision making and behaviour by ruling regimes. The
The judicial system in a liberal democracy is deemed to be an independent branch of government with judges free from political agendas or societal pressures. In reality, judges are often influenced by their economic and social backgrounds, gender, race, religion, and sexuality. This volume explores the representation of different identities in the judiciary in the United States. The contributors investigate the pipeline, ambition, institutional inclusion, retention, and representation of groups previously excluded from federal, state, and local judiciaries. This study demonstrates how diversity on the bench improves the quality of justice, bolsters confidence in the legitimacy of the courts, and provides a vital voice in decision-making power for formerly disenfranchised populations.