`o - ucsbwilliam/papers/icorating... · 2018-03-17 · 3/16/2018 研究人员利用ai 与ico...

3/16/2018 研究人员利用AI与ICO骗局作斗争|骗局|机器学习|研究人员_新浪科技_新浪网

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2018年03月14日 08:41 cnBeta

目前还没有明确的方法可以确定首次代币发行(ICO)是否是一种骗局，但基于机器学习的研究方法可以更

容易地避免最明显的诈骗。一家名为香侬科技（Shannon.AI）的中国创业公司与斯坦福大学、加州大学

圣塔芭芭拉分校和密歇根大学的研究人员合作，最近发布了一份白皮书，详细介绍了一种旨在嗅探加密货

币骗局的AI。

当谈到加密货币投资时，只有一种可靠的方法可以避免被骗：不要这样做。研究人员在他们的白皮书中指

出：

尽管ICO能够提供公平合法的投资机会，但众筹的便利为不择手段的企业使用ICO执行“泵送和转储”计划

创造了机会和激励机制，ICO发起人在这些计划中推动了众筹的价值加密货币，然后迅速“转储”货币以获

取利润。

迪士尼业务部门大

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三文娱

机器翻译简史：八

类就是要再造巴别

量子位

火币前CTO张健荣，尚需5到10年

一本财经

01 你喜欢喝酒吗?研究表明饮危害

02 区块链垂直媒体泡沫狂欢估值1.5亿

创事记

研究人员利用AI与ICO骗局作斗争

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关键词 : 骗局机器学习研究人员我要反馈

那么如何将这些骗局与合法的竞争者区分开来呢？香侬科技研究团队在白皮书概述了一种将合法项目与诈

骗分开的机器学习方法：

通过分析2251个ICO项目，我们将数字货币的生命周期和价格变动与其各种级别的ICO信息（包括其白皮

书、创始团队、GitHub存储库及网站等）相关联。为了获得最佳设置，能够以0.83的精确度和0.80的F1

得分识别ICO项目骗局。

这是令人鼓舞的，即使它不是革命性的。这篇特别的文章展示了一个基于算法的系统，该系统基本上将精

明的投资者已经在做的事情进行自动化，通过找出公开可用的信息来绘制货币的全貌。正如团队指出的那

样，这个系统存在一些优势：

与人性化评分系统相比，ICORATING具有两个关键优势。（1）客观性：机器学习模型涉及较少的关于世

界的先验知识，而是从数据中学习因果关系。需要人类专家大量参与的人类设计系统不可避免地引入了偏

见，而这些系统则可以避免。（2）不法者操纵的困难：信用评级结果是通过“黑匣子”培训从机器学习模型

输出的。这个过程需要较少的人员参与和干预。

03 电信员工将20多个亲友电

04 Model 3产能大限压顶特斯

05 乔布斯影响力不减求职信高价

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`o - ucsbwilliam/papers/icorating... · 2018-03-17 · 3/16/2018 研究人员利用ai 与ico...

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