论文标题
Anxolotl，焦虑伴侣应用 - 压力检测
Anxolotl, an Anxiety Companion App -- Stress Detection
论文作者
论文摘要
压力对人们的生活产生了很大的影响，无法低估。虽然它可能是好的，因为它可以帮助人类适应新的和不同的情况，因此当不正确处理时，它也可能是有害的，从而导致慢性压力。本文的目的是开发一种压力监测解决方案，该解决方案可以在现实生活中使用，同时能够以积极的方式应对这一挑战。 Smile数据集提供给了Team Anconolotl，所需的只是开发一个健壮的模型。我们开发了一种用于分类的监督学习模型，最终结果的准确性为64.1％，F1得分为54.96％。最终的解决方案进行了鲁棒性测试，在运行之间表现出较低的变化，这是将来可能在Anxolotl应用中集成的主要点。
Stress has a great effect on people's lives that can not be understated. While it can be good, since it helps humans to adapt to new and different situations, it can also be harmful when not dealt with properly, leading to chronic stress. The objective of this paper is developing a stress monitoring solution, that can be used in real life, while being able to tackle this challenge in a positive way. The SMILE data set was provided to team Anxolotl, and all it was needed was to develop a robust model. We developed a supervised learning model for classification in Python, presenting the final result of 64.1% in accuracy and a f1-score of 54.96%. The resulting solution stood the robustness test, presenting low variation between runs, which was a major point for it's possible integration in the Anxolotl app in the future.
