Understanding the information-processing capabilities of signal transduction networks, how those networks are disrupted in disease, and rationally designing therapies to manipulate diseased states require systematic and accurate reconstruction of network
The Big data concept refers to the theory and technologies that enable the processing of big volumes of data that cannot be processed with traditional tools due to size or complexity [1]. Big data is useful and valuable when it is possible to derive relevant information from the data and to...
Different from the network topology of peer-to-peer communication, both of the two FL settings are star network topologies. The center is a training manager, and the nodes are clients. Challenges They are all confronted with privacy and security challenges. Privacy leakage in cross-device FL ...
genes, genomes, or species. One of the first and most natural approaches to constructing phylogenetic networks is to build a network from a set of gene trees. In the absence of incomplete lineage sorting, the constructed network is naturally required to “display”, or embed, each of ...
The communication correlations of VMs and the network topologies of physical machines. The former includes the settings of VMs and the communication relationships between them. The latter includes the settings of physical machines and network distance between them. ...
Intrusion detection systems have been proposed for the detection of botnet attacks. Various types of centralized or distributed cloud-based machine learning and deep learning models have been suggested. However, the emergence of the Internet of Things (I
Vehicular ad hoc networks (VANETs) are going to be an important communication infrastructure in our moving life. The design of routing protocols in VANETs is a significant and necessary issue for supporting VANET-based applications. However, due to high
In the current industrial landscape, a significant number of sectors are grappling with the challenges posed by unstructured data, which incurs financial losses amounting to millions annually. If harnessed effectively, this data has the potential to subs
For more details, refer to the OCI cost estimator and OCI pricing list (PDF). 2. How is OCI Full Stack Disaster Recovery priced? OCI Full Stack DR is priced based on the number of OCPUs and ECPUs of compute and database resources added as members in both the primary and standby DR ...
However, existing PEA methods do not sufficiently integrate essential pathway features, including pathway crosstalk, molecular interactions, and network topologies, resulting in many risk pathways that remain uninvestigated. Methods To overcome these limitations, we develop a new crosstalk-based PEA method...