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Mining For Psycho-Social Dimensions through Socio-Linguistics

机译:通过社会语言学进行心理社会方面的挖掘

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Communication is social by nature, and reveals psychosocial dimensions about an actor's perceptions of themself and others. While grammar and spell-check can help polish the presentation of communication, it does not reflect the way that a message will be received in a particular social space. A means to analyze the communication for actor beliefs can help the author and others understand the underlying social climate and message that is being transmitted. NASA has identified the need to monitor individual behavioral health and team dynamics as crucial to ensuring high performance and mission success. We describe an application that integrates theories from sociolinguistics with natural language processing techniques to successfully detect individual moods, attitudes, and team dynamics relevant to long duration exploration class missions. The methods were used to analyze data gathered from human subject experiments at three diverse analog studies, with results showing high correlation with subject self-reports and third party observations. We discuss preliminary results and implications for the tool's potential wide-spread use.
机译:通信是社会的自然界,揭示了演员对自己和他人的看法的心理社会层面。虽然语法和拼写检查可以帮助波兰语演示,但它没有反映在特定社交空间中收到消息的方式。分析演员信仰的沟通的手段可以帮助作者和其他人了解正在传播的潜在的社会气候和信息。美国宇航局已经确定了需要监测单独的行为健康和团队动态,以确保高性能和使命成功至关重要。我们描述了一个应用程序,将来自社会语言学的理论与自然语言处理技术集成,以成功地检测与长期探索类特派团相关的单个情绪,态度和团队动态。该方法用于分析三种不同的模拟研究中从人对象实验收集的数据,结果表现出与受试者自我报告和第三方观察结果高的相关性。我们讨论初步结果和对工具潜在的广泛使用的影响。

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