Bubble Terminator

开发者工具插件大小: 6.33MiB版本: v 1.0.0更新时间: 2021-12-21
大小:6.33MiB版本:v 1.0.0更新时间:2021-12-21

Inspiration In the age of personalized searches and algorithmic recommendation, the filter bubble is increasingly becoming a social…

Bubble Terminator 的使用方法详解,最全面的教程


Bubble Terminator 描述:

用户数:14

分类:开发者工具插件

扩展大小:6.33 MiB

最后更新时间:2021-12-21

版本:v 1.0.0


Bubble Terminator 插件简介:

这是来自Chrome商店的 Bubble Terminator 浏览器插件,您可以在当前页面下载它的最新版本安装文件,并安装在Chrome、Edge等浏览器上。


Bubble Terminator插件下载方法/流程:

点击下载按钮,关注“扩展迷Extfans”公众号并获取验证码,在网页弹窗中输入验证码,即可下载最新安装文件。


Bubble Terminator插件安装教程/方法:

(1)将扩展迷上下载的安装包文件(.zip)解压为文件夹,其中类型为“crx”的文件就是接下来需要用到的安装文件

(2) 从设置->更多工具->扩展程序 打开扩展程序页面,或者地址栏输入 Chrome://extensions/ 按下回车打开扩展程序页面

(3) 打开扩展程序页面的“开发者模式”

(4) 将crx文件拖拽到扩展程序页面,

完成安装如有其它安装问题,

请扫描网站底部二维码与客服联系如有疑问请参考:

https://www.extfans.com/installation/
Inspiration In the age of personalized searches and algorithmic recommendation, the filter bubble is increasingly becoming a social and political problem. The term filter bubble, coined by Internet activist Eli Pariser, refers to a state of intellectual isolation as a result of a recommendation algorithm selectively guesses what content a user would like to see based on information about the user, such as location, past click-behavior and search history. In consequence, users become separated from information that disagrees with their viewpoints, effectively isolating them in their own cultural or ideological bubbles(To learn more about filter bubble, please refer to this link). “Contrasting views also deserve to be recommended in such cases”. With this idea, we designed this clustering and recommendation system with completely different recommendation principles. In contrast to traditional recommendation algorithm which regards entertaining and engaging users as the first principle, Bubble Terminator would help users understand the position he/she stands in the big picture of a problem/topic and brings users a brand new perspective, aiming to encourage having deeper awareness of a problem and exchange of different ideologies. What it does Real-time analysis of a text input (twitters) about its political biases (could be extended to more dimensions in the future) and reflect the prediction result. Display warning when a political bias is detected in the current twitter page (To be developed) Real-time analysis on a Twitter user’s political leaning. (To be developed) Recommend contrasting views of a topic to users. How we built it There are two parts to this project: CHROME EXTENSION The chrome extension is written in Javascript, using libraries such as React and Ant Design. We use content script to read and make changes to a twitter page. BACKEND SERVER This is where prediction of political leaning happens. Using Keras with Theano backend, we built a recurrent neural network that takes a tweet (or more generally a string) as input, then outputting a number between 0 and 1 indicating the political leaning of it. The 5-layer neural network, base on a paper by researchers from Lithium Technologies, is a LSTM with dropout. We use flask, a light-weight python web framework, to handle requests from the extension. The server is hosted on a AWS EC2 instance. Challenges we ran into First, of course, is to get the machine learning model up and running. Generally, we find that the model tent to predict sentences as a Democrat. Second, is to build the extension. No one from our team had experience building a chrome extension from scratch before the hackathon, so we had done a lot of exploration and experiments in the past 24 hours. Also, chrome imposes strict checks on network requests that its extensions make: they must be over HTTPS and with a trusted host. It took us some time to figure out how to make a self-signed SSL certificate work in chrome. Because of this restriction, it’s impossible for us to upload our extension to Chrome Web Store as we don’t own an SSL certificate endorsed by a trusted third party. Accomplishments that we're proud of Building a chrome extension Building a machine learning model and have it working. Making an attempt to solve an important social problem; ) What we learned Building a chrome extension with React How to build a machine learning model with Keras SSL certification request What's next for BubbleTerminator Introduce other classifiers, such as leaning liberal/conservative Give recommendation of contents outside of the current filter bubble when biased information is detected.

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