首页> 外文会议>International conference on decision and game theory for security >A Game Theoretical Analysis of Lemonizing Cybercriminal Black Markets
【24h】

A Game Theoretical Analysis of Lemonizing Cybercriminal Black Markets

机译:遏制网络犯罪黑市的博弈论分析

获取原文

摘要

It is known that cybercriminal black markets that trade in illicit digital goods and services belong to markets for lemons due to the information asymmetry of quality of goods and services between sellers and buyers. Based on the seminal work of Akerlof [1], Franklin et al. [3] suggests that "Lemonizing the Market" be an effective way to crack down the well-developed cybercriminal underground market. In our work, we provide a game theoretical framework to analyze whether cybercriminal black markets can be effectivitely lemonized. First, we investigate if signaling quality through an extra provision, such as the offer of trial periods or a money-back guarantee, observed in this marketplace (see the Panda security report [6]) provides cybercriminals selling real illicit data (i.e., the peach group) with a solution to address the lemon market problem. We also study the relation between the market lemonization and the cost constraint on seller's implementation of signaling of quality. We find that, because of the effectiveness of resolving quality uncertainty through perfect signaling of quality, law enforcement cannot clamp down the operation of this underground economy through "Lemonizing the Market" by joining the group of "pure lemons", that is, joining the group of sellers with no crime products offered to sell (i.e., ripoff sellers). If no information of quality is disclosed, the market demand shrinks increasingly as lemons in the market increases. However, to secure the market demand, cybercriminals with real illicit data for sale always attempt to implement quality signaling to single out their quality products, accepting a higher amount of cost constraints on applying quality signaling as the portion of lemons in the market escalates. Recognizing that lemonizing the market through magnifying the group of ripoff sellers could not effectively shut down these underground economic activities, we extend our model to consider that law enforcement: (1) joins the "peach group" to add "noisiness" to quality signals, and (2) takes advantage of transactions with buyers of crime products to locate these cybercriminals for arrest. To make quality signaling noisy, law enforcement produces quality fake data with the same extra provision, such as trial periods, offered by cybercriminals selling real illicit data to lure buyers; however, once the deal proceeds further, buyers get nothing. We call law enforcement playing "fake peaches" in this scenario. We find that the presence of "fake peaches" makes quality signaling imperfect, which in turn disincentivizes sellers' use of quality signaling to secure demand for staying in business. When incorporating the possibility of arresting buyers of crime products, we find that the market demand decreases as a result of buyers' fear of getting arrested, leading to declines in sellers' profits. Therefore, playing "fake peaches" coupled with effectively tracing buyers for arrest is the most efficient way for law enforcement to make the signaling strategy ineffective for sellers of crime products, leading the market to resort to markets for lemons.
机译:众所周知,由于买卖双方之间商品和服务质量的信息不对称,从事非法数字商品和服务交易的网络犯罪黑市属于柠檬市场。基于阿克洛夫[1]的开创性工作,富兰克林等人。 [3]建议“市场化”是打击发达的网络犯罪地下市场的有效途径。在我们的工作中,我们提供了一个博弈论框架来分析网络犯罪黑市是否可以有效地陷入困境。首先,我们调查在这个市场上是否通过额外条款(例如提供试用期或退款保证)来表明质量(请参阅熊猫安全报告[6])是否提供了销售真实非法数据(例如,桃集团)提供解决柠檬市场问题的解决方案。我们还研究了市场混乱与卖方实施质量信号的成本约束之间的关系。我们发现,由于通过完美的质量信号解决质量不确定性的有效性,执法部门无法通过加入“纯柠檬”团体(即加入“柠檬市场”)来“地下化市场”来遏制地下经济的运作。没有提供要出售的犯罪产品的卖方组(即盗版卖方)。如果没有披露质量信息,则随着市场中柠檬的增加,市场需求将日益萎缩。但是,为了确保市场需求,拥有真正非法数据出售的网络犯罪分子总是试图实施质量信号,以挑选出自己的优质产品,随着柠檬在市场中的比例不断上升,接受质量信号的成本较高。认识到通过扩大盗版者群体来占领市场并不能有效地关闭这些地下经济活动,因此我们将模型扩展为考虑到执法:(1)加入“桃子组”以在质量信号中添加“嘈杂”, (2)利用与犯罪产品购买者的交易来定位这些网络犯罪分子以进行逮捕。为了使信号质量更好,执法部门会以相同的额外条款(例如,试用期)来产生高质量的伪造数据,这些伪造数据是由网络犯罪分子提供的,他们出售真实的非法数据以吸引购买者;但是,一旦交易继续进行,买家将一无所获。在这种情况下,我们称执法部门扮演“假桃子”。我们发现,“假桃子”的存在使质量信号不完善,从而抑制了卖方使用质量信号来确保持续营业的需求。考虑到逮捕犯罪产品买家的可能性,我们发现市场需求由于买家担心被逮捕而减少,从而导致卖家利润下降。因此,扮演“假桃子”并有效地追踪买家被捕是执法部门使信号策略对犯罪产品的卖家无效的最有效方法,从而导致市场诉诸柠檬市场。

著录项

相似文献

  • 外文文献
  • 中文文献
  • 专利
获取原文

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号