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解读问题赌徒的信号:赌场企业的决策模型

Decoding Problem Gamblers' Signals: A Decision Model for Casino Enterprises.

作者信息

Ifrim Sandra

机构信息

Department of Finance, Heinrich-Heine-University Düsseldorf, Universitätsstraße 1, 40225, Düsseldorf, Germany.

出版信息

J Gambl Stud. 2015 Dec;31(4):1671-93. doi: 10.1007/s10899-014-9478-x.

Abstract

The aim of the present study is to offer a validated decision model for casino enterprises. The model enables those users to perform early detection of problem gamblers and fulfill their ethical duty of social cost minimization. To this end, the interpretation of casino customers' nonverbal communication is understood as a signal-processing problem. Indicators of problem gambling recommended by Delfabbro et al. (Identifying problem gamblers in gambling venues: final report, 2007) are combined with Viterbi algorithm into an interdisciplinary model that helps decoding signals emitted by casino customers. Model output consists of a historical path of mental states and cumulated social costs associated with a particular client. Groups of problem and non-problem gamblers were simulated to investigate the model's diagnostic capability and its cost minimization ability. Each group consisted of 26 subjects and was subsequently enlarged to 100 subjects. In approximately 95% of the cases, mental states were correctly decoded for problem gamblers. Statistical analysis using planned contrasts revealed that the model is relatively robust to the suppression of signals performed by casino clientele facing gambling problems as well as to misjudgments made by staff regarding the clients' mental states. Only if the last mentioned source of error occurs in a very pronounced manner, i.e. judgment is extremely faulty, cumulated social costs might be distorted.

摘要

本研究的目的是为赌场企业提供一个经过验证的决策模型。该模型使这些用户能够对问题赌徒进行早期检测,并履行其将社会成本降至最低的道德责任。为此,对赌场顾客非语言交流的解读被理解为一个信号处理问题。德尔法布罗等人(《在赌博场所识别问题赌徒:最终报告》,2007年)推荐的问题赌博指标与维特比算法相结合,形成一个跨学科模型,有助于解码赌场顾客发出的信号。模型输出包括与特定客户相关的心理状态历史路径和累积社会成本。对问题赌徒和非问题赌徒群体进行了模拟,以研究该模型的诊断能力及其成本最小化能力。每个组由26名受试者组成,随后扩大到100名受试者。在大约95%的情况下,能够正确解码问题赌徒的心理状态。使用计划对比的统计分析表明,该模型对于面临赌博问题的赌场顾客所进行的信号抑制以及工作人员对客户心理状态的误判具有相对较强的鲁棒性。只有当最后提到的错误来源以非常明显的方式出现,即判断极其错误时,累积社会成本才可能被扭曲。

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