Weapons of Math Destruction: How Big Data Increases Inequality and Threatens Democracy
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How Big Data Increases Inequality and Threatens Democracy
Cathy O'Neil
簡介
We live in the age of the algorithm. Increasingly, the decisions that affect our lives--where we go to school, whether we can get a job or a loan, how much we pay for health insurance--are being made not by humans, but by machines. In theory, this should lead to greater fairness: Everyone is judged according to the same rules.
But as mathematician and data scientist Cathy O'Neil reveals, the mathematical models being used today are unregulated and uncontestable, even when they're wrong. Most troubling, they reinforce discrimination--propping up the lucky, punishing the downtrodden, and undermining our democracy in the process.
contents
本书所获赞誉
前言
第一章 盲点炸弹 不透明、规模化和毁灭性
第二章 操纵与恐吓 弹震症患者的醒悟
第三章 恶意循环 排名模型的特权与焦虑
第四章 数据经济 掠夺式广告的赢家
第五章 效率权衡与逻辑漏洞 大数据时代的正义
第六章 筛选 颅相学的偏见强化
第七章 反馈 辛普森悖论的噪声
第八章 替代变量和间接损害 信用数据的陷阱
第九章 “一般人”公式 沉溺与歧视
第十章 正面的力量 微目标的出发点
结论
致谢