25 citations · 91 across the 10 of their papers we have counts for
10 papers
From Cancer Drivers to Cancer Keepers: Paradigm Shift and Clinical Implications
Xizhe Zhang, Weixiong Zhang
Cancer research has traditionally focused on identifying driver genes, those with mutations that initiate tumorigenesis. The Cancer Driver Gene (CDG) paradigm, further supported by…
Adaptive control of dynamic networks
Chunyu Pan, Xizhe Zhang, Haoyu Zheng +3
Real-world network systems are inherently dynamic, with network topologies undergoing continuous changes over time. Previous works often focus on static networks or rely on complet…
Total controllability analysis discovers explainable drugs for Covid-19 treatment
Xinru Wei, Chunyu Pan, Xizhe Zhang +1
Network medicine has been pursued for Covid-19 drug repurposing. One such approach adopts structural controllability, a theory for controlling a network (the cell). Motivated to pr…
Control hubs of complex networks and a polynomial-time identification algorithm
Xizhe Zhang, Chunyu Pan, Weixiong Zhang
Unveiling the underlying control principles of complex networks is one of the ultimate goals of network science. We introduce a novel concept, control hub, to reveal a cornerstone…
Altering control modes of complex networks based on edge removal
Xizhe Zhang, Qian Li
Controlling a complex network is of great importance in many applications. The network can be controlled by inputting external control signals through some selected nodes, which ar…
Altering nodes types in controlling complex networks
Xizhe Zhang, Yuyan Zhu, Yongkang Zhao
Controlling a complex network towards a desired state is of great importance in many applications. A network can be controlled by inputting suitable external signals into some sele…
An efficient algorithm for finding all possible input nodes for controlling complex networks
Xizhe Zhang, Jianfei Han, Weixiong Zhang
Understanding structural controllability of a complex network requires to identify a Minimum Input nodes Set (MIS) of the network. It has been suggested that finding an MIS is equi…
Robustness of indispensable nodes in controlling protein-protein interaction network
Xizhe Zhang, Huaizhen Wang, Yunyi Yang
Recently, the structural controllability theory has been introduced to analyze the Protein-Protein Interaction (PPI) network. The indispensable nodes, which their removal increase…
Efficient target control of complex networks based on preferential matching
Xizhe Zhang, Huaizhen Wang, Tianyang Lv
Controlling a complex network towards a desire state is of great importance in many applications. Existing works present an approximate algorithm to find the driver nodes used to c…
Input graph: the hidden geometry in controlling complex networks
Xizhe Zhang, Tianyang Lv, Yuanyuan Pu
The ability to control a complex network towards a desired behavior relies on our understanding of the complex nature of these social and technological networks. The existence of n…