Contextual Similarity-based Multi-level Second-order Attention Network for Semi-supervised Few-shot Learning

2021 ◽  
Author(s):  
Wenjing Li ◽  
Tingting Ren ◽  
Fang Li ◽  
Jun Zhang ◽  
Zhongcheng Wu
2009 ◽  
Vol 15 (2) ◽  
pp. 219-240 ◽  
Author(s):  
Charlie Jeffery ◽  
Dan Hough

In this article, we explore the electoral dynamics of multi-level political systems for the case of the United Kingdom (Scotland and Wales) through a comparison with multi-level voting behaviour in Germany, Spain and Canada. The analysis suggests that sub-state elections can be `second order' in relation to state-wide elections, but that this `second orderness' is reduced when more powers are decentralized to the sub-state level (and, thus, more is at stake in sub-state elections), and if sub-state identities and parties are stronger. Consequently, elections in Scotland and Wales are unlikely to be or become only `second order' to Westminster elections, and British state-wide parties will continue to face challenges and pressures to adapt their organizations and programmes to the devolution of the British state.


Author(s):  
Sona N. Golder ◽  
Ignacio Lago ◽  
André Blais ◽  
Elisabeth Gidengil ◽  
Thomas Gschwend

The goal of this book has been to examine in detail the micro mechanisms underlying the aggregate patterns described by the second-order election model commonly used to study multi-level elections. The book builds on existing work showing that the incentives provided by multiple arenas affect political behaviour and show that these effects are heterogeneous across parties and voters and across regions and countries. Multi-level governance complicates the study of elections but it also creates greater variation, and this variation allows richer theories about party and voter behaviour to be tested. As the importance of electoral arenas beyond the national level increases across ever more countries, it is imperative that those theories help us to understand the implications not just for parties and voters but for the quality of electoral democracy.


Author(s):  
Sona N. Golder ◽  
Ignacio Lago ◽  
André Blais ◽  
Elisabeth Gidengil ◽  
Thomas Gschwend

National-level elections receive more attention from scholars and the media than elections at other levels, even though in many European countries the importance of both regional and European levels of government has grown in recent years. The growing importance of multiple electoral arenas suggests that scholars should be cautious about examining single levels in isolation. Taking the multi-level structure of electoral politics seriously requires a re-examination of how the incentives created by electoral institutions affect the behaviour of voters and party elites. The standard approach to analysing multi-level elections is the second-order election model, in which national elections are considered to be first-order elections while other elections are second order. However, this model does not provide micro mechanisms that determine how elections in one arena affect those in another, or explain variations in individual voting behaviour. The objective of this book is to explain how party and voter behaviour in a given election is affected by the existence of multiple electoral arenas. This book uses original qualitative and quantitative data to examine European, national, and subnational elections in France, Germany, and Spain from 2011 to 2015. Party mobilization efforts across multiple electoral arenas are examined, as well as decisions by individual voters with respect to turnout, strategic voting, and accountability. This book provides the first systematic analysis of multi-level electoral politics at three different levels across multiple countries.


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