Graph-Theory-Based Degree Centrality Combined with Machine Learning Algorithms Can Predict Response to Treatment with Antipsychotic Medications in Patients with First-Episode Schizophrenia.

Wenming LiuPeng FangFan GuoYuting QiaoYuanqiang Zhu Huaning Wang

Published in: Disease markers (2022)

Our study confirmed that graph-theory-based measures, combined with machine-learning algorithms, can provide crucial insights into pathophysiological mechanisms and the effectiveness of antipsychotic medications.

Keyphrases

machine learning
artificial intelligence
big data
deep learning
convolutional neural network
bipolar disorder
randomized controlled trial
systematic review
neural network
combination therapy
replacement therapy
smoking cessation