Search Results for author: Xizhe Zhang

Found 8 papers, 2 papers with code

Exploring the relationship between response time sequence in scale answering process and severity of insomnia: a machine learning approach

no code implementations13 Oct 2023 Zhao Su, Rongxun Liu, Keyin Zhou, Xinru Wei, Ning Wang, Zexin Lin, Yuanchen Xie, Jie Wang, Fei Wang, Shenzhong Zhang, Xizhe Zhang

The relationship between symptom severity and response time was explored, and a machine learning model was developed to predict the presence of insomnia.

Attention-Based Acoustic Feature Fusion Network for Depression Detection

1 code implementation24 Aug 2023 Xiao Xu, Yang Wang, Xinru Wei, Fei Wang, Xizhe Zhang

To rectify this, we present the novel Attention-Based Acoustic Feature Fusion Network (ABAFnet) for depression detection.

Depression Detection

Adaptive control of dynamic networks

no code implementations20 Feb 2023 Chunyu Pan, Zhao Su, Haoyu Zheng, Changsheng Zhang, Weixiong Zhang, Xizhe Zhang

However, the efficacy of the incumbent MDS may diminish as the network topologies evolve.

NetMoST: A network-based machine learning approach for subtyping schizophrenia using polygenic SNP allele biomarkers

no code implementations31 Jan 2023 Xinru Wei, Shuai Dong, Zhao Su, Lili Tang, Pengfei Zhao, Chunyu Pan, Fei Wang, Yanqing Tang, Weixiong Zhang, Xizhe Zhang

Subtyping neuropsychiatric disorders like schizophrenia is essential for improving the diagnosis and treatment of complex diseases.

Identification of cancer-keeping genes as therapeutic targets by finding network control hubs

no code implementations13 Jun 2022 Xizhe Zhang, Chunyu Pan, Xinru Wei, Meng Yu, Shuangjie Liu, Jun An, Jieping Yang, Baojun Wei, Wenjun Hao, Yang Yao, Yuyan Zhu, Weixiong Zhang

One of the recent approaches is based on network structural controllability that focuses on finding a control scheme and driver genes that can steer the cell from an arbitrary state to a designated state.

Response to: Significance and stability of deep learning-based identification of subtypes within major psychiatric disorders. Molecular Psychiatry (2022)

no code implementations10 Jun 2022 Xizhe Zhang, Fei Wang, Weixiong Zhang

They questioned the generalizability of our methods and the statistical significance, stability, and overfitting of the results, and proposed a pipeline for disease subtyping.

BIG-bench Machine Learning Misconceptions

Total controllability analysis discovers explainable drugs for Covid-19 treatment

no code implementations7 Jun 2022 Xinru Wei, Chunyu Pan, Xizhe Zhang, Weixiong Zhang

One such approach adopts structural controllability, a theory for controlling a network (the cell).

An efficient algorithm for finding all possible input nodes for controlling complex networks

1 code implementation2 Mar 2017 Xizhe Zhang, Jianfei Han, Weixiong Zhang

The main idea is to modify a maximum matching algorithm to make it efficient for finding all possible input nodes by computing only one MIS.

Discrete Mathematics Social and Information Networks Physics and Society

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