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Industry-Driven Visual Analytics for Understanding Financial Timeseries Models

机译:行业驱动的可视化分析,用于了解财务时间序列模型

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摘要

Timeseries models are used extensively in financial services, for example, to quantify risk and predict economics. However, analysts also need to comprehend the structure and behavior of these models to better understand and explain results. We present a methodology, derived from extensive industry experience, to aid explanation through integrated interactive visualizations that reveal model structure and behavior of constituent timeseries factors, thereby increasing understanding of the model, the domain and the sensitivities. Expert feedback indicates alignment with mental models.
机译:时间序列模型在金融服务中广泛使用,例如,用于量化风险和预测经济学。但是,分析人员还需要理解这些模型的结构和行为,以更好地理解和解释结果。我们提供了一种方法,该方法源于丰富的行业经验,可通过集成的交互式可视化帮助进行解释,该可视化可揭示组成时间序列因素的模型结构和行为,从而增加对模型,域和敏感度的理解。专家反馈表明与心理模型保持一致。

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