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Papers

The Effects of Political Martyrdom on Election Results: The Assassination of Abe

2023-05-29 · Miu Nicole Takagi

In developed nations assassinations are rare and thus the impact of such acts on the electoral and political landscape is understudied. In this paper, we focus on Twitter data to examine the effects of Japan's former Primer Minister Abe's assassination on the Japanese House of Councillors elections in 2022. We utilize sentiment analysis and emotion detection together with topic modeling on over 2 million tweets and compare them against tweets during previous election cycles. Our findings indicate that Twitter sentiments were negatively impacted by the event in the short term and that social media attention span has shortened. We also discuss how "necropolitics" affected the outcome of the elections in favor of the deceased's party meaning that there seems to have been an effect of Abe's death on the election outcome though the findings warrant further investigation for conclusive results.

📄 PDF Abstract BibTeX arXiv:2305.18004

Code (1)

mint-talltree/abe-assassination-election-tweet 공식 구현

Tasks

Sentiment Analysis

Methods 이 논문이 사용한 방법론

Attention 설명 없음
Softmax The Softmax output function transforms a previous layer's output into a vector of probabilities. It is commonly used for multiclass classification. Given an input vector $x$…
Depthwise Convolution Depthwise Convolution is a type of convolution where we apply a single convolutional filter for each input channel. In the regular 2D…
Dense Connections Dense Connections, or Fully Connected Connections, are a type of layer in a deep neural network that use a linear operation where every input is connected to every output…
Multi-DConv-Head Attention 설명 없음
Squared ReLU Squared ReLU is an activation function used in the Primer architecture in the feedforward block of the…
Primer Primer is a Transformer-based architecture that improves upon the…
Focus 설명 없음

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