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LESSONS FROM STUDYING NONHUMAN ANIMAL COMMUNICATION

机译:学习非人类动物交流的课程

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Animal behavioral scientists have a long history studying nonhuman communication. There are many analogous issues involved in the potential decipherment of signals from nonhuman animals and an alien non-Earth civilization. How do we start the decoding process of another culture, especially one so different than us? A behavioral biologist often collects data from observations and analyzes physical sensory signal and metadata, preferably within a social or behavioral context to understand communication. In the past, thoroughly decoding animal communication sometimes took decades. With current machine learning techniques, both supervised and unsupervised, the process of data mining is rapid. These steps may be necessary to discover, identify, and categorize the patterns of modulation and encoding including the smallest unit of information, combined units, and grammar or order. In my own research project, we have been utilizing many different techniques for categorizing and interpreting dolphin communication signals (frequency modulated whistles and broadband clicks) utilizing clustering techniques, alignment-based learning, and context-free grammar. However, to accurately interpret these data it may also be necessary to overlay it carefully with relevant metadata (age, sex, relationships, behavioral context) of the society. This will also hold true in the data mining of an alien signal. Interpretation may rest in the metadata and contextual details used in the society itself. Techniques like information theory may reveal the complexity of a message, but interpretation and meaning will rest within the application of metadata. We might assume that an intentional signal sent by an alien civilization would include a key for deciphering and interpreting message content. Are there examples of nonhuman animals that have purposely included a primer into the message itself, to help a naive receiver interpret the message? Historically, research have been slow to recognize the im
机译:动物行为科学家们历史悠久地研究非人沟通。来自非人类动物的信号和外星非地球文明的信号潜在地解密存在许多类似的问题。我们如何开始另一种文化的解码过程,尤其是与我们不同的解码过程?行为生物学家通常收集来自观察的数据,并分析物理感官信号和元数据,优选地在社交或行为背景范围内来理解通信。过去,有时彻底地解读了动物沟通。利用当前机器学习技术,既监督和无人监督,数据挖掘过程都是快速的。这些步骤可能是发现,识别和分类调制和分类的模式,包括信息的最小信息,组合单元和语法或命令。在我自己的研究项目中,我们一直利用许多不同的技术来利用聚类技术,基于对齐的学习和无内容语法来分类和解释海豚通信信号(频率调制哨声和宽带点击)。但是,为了准确地解释这些数据,也可能有必要仔细覆盖社会的相关元数据(年龄,性,关系,行为背景)。在外星信号的数据挖掘中,这也将保持真实。解释可以在社会本身使用的元数据和上下文细节中休息。信息理论等技术可能揭示消息的复杂性,但解释和意义将在元数据的应用中休息。我们可能假设Alien文明发送的故意信号将包括解释和解释消息内容的关键。是否有明显地将底漆包括在消息本身中的非人类动物的例子,帮助天真的接收器解释消息?从历史上看,研究识别我的速度很慢

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