تقرير
Should you make your decisions on a WhIM? Data-Driven Decision making using a What-If Machine for Evaluation of Hypothetical Scenarios
| العنوان: | Should you make your decisions on a WhIM? Data-Driven Decision making using a What-If Machine for Evaluation of Hypothetical Scenarios |
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| المؤلفون: | Echterhoff, Jessica Maria, Sen, Bhaskar, Ren, Yifei, Gopal, Nikhil |
| سنة النشر: | 2023 |
| المجموعة: | Computer Science |
| مصطلحات موضوعية: | Computer Science - Human-Computer Interaction |
| الوصف: | What-if analysis can be used as a process in data-driven decision making to inspect the behavior of a complex system under some given hypothesis. We propose a What-If Machine that creates hypothetical realities by resampling the data distribution and comparing it to the an alternate baseline to measure the impact on a target metric. Our What-If Machine enables both a method to confirm/reject manually developed intuitions of practitioners as well as give high-impact insights on a target metric automatically. This can support data-informed decision making by using historical data to infer future possibilities. Our method is not bound by a specific use-case and can be used on any tabular data. Compared to previous work, our work enables real-time analysis and gives insights into areas with high impact on the target metric automatically, moving beyond human intuitions to provide data-driven insights. |
| نوع الوثيقة: | Working Paper |
| URL الوصول: | http://arxiv.org/abs/2309.17364 |
| رقم الأكسشن: | edsarx.2309.17364 |
| قاعدة البيانات: | arXiv |
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