Jesus didn't come to this earth to provide you with a comfortable life. Jesus didn't call you to safety. He called you to sacrifice. He didn't call you to compromise. He called you to courage. Whose voice is most important to you? Your parents, your friends, all their expectations? Or have you began to hone into Jesus' voice and living life on mission for him? That doesn't necessarily mean that you need to pack up all your stuff and head to a third world country in order to be a missionary. But it does mean submitting your daily life to him and pursuing opportunities where you can be a witness for him and serve the people around you.  Follow for more Christ-centered content and help support my mission on Patreon.


We have developed a novel multi-view CNN model to improve the accuracy of sleep staging classification. The model incorporates a margin-aware factor that takes into account the relative sample sizes of both frequent and minority classes to reduce overfitting of minority classes. This factor increases the regularization strength of minority classes without changing their sample size, thereby maximizing the decision margins of minority classes. Additionally, we have introduced two new losses, margin-aware complement entropy and margin-aware cross entropy, to further improve the performance of the model. These losses can be used together or separately to achieve different goals. Our experiments show that our proposed algorithm outperforms existing methods on three public sleep datasets, demonstrating its effectiveness in improving the accuracy of sleep staging classification. This article was authored by Fahue Miao, Li Yao, and Sio Jiexiao. We are article.tv. Links in the description below.