网络从网络维度扩展到网络维度
Jack Murdoch Moore1,2, Michael Small3,4, Gang Yan1,2
1MOE Key Laboratory of Advanced Micro-Structured Materials, and School of Physical Science and Engineering, Tongji University, Shanghai 200092, People's Republic of China.
Physical review letters
|June 21, 2024
概括
本研究引入了一个新的网络相关性维度,以改进网络扩散模型. 与复杂的现有模型相比,这种方法为疾病传播等过程提供了更准确的早期预测.
科学领域:
- 网络科学 网络科学
- 流行病学 流行病学
- 复杂的系统复杂的系统.
背景情况:
- 连续状态网络扩散模型对于理解传输过程至关重要.
- 由于忽视全球网络相关性,现有的模型经常失败,导致预测错误.
研究的目的:
- 提出一个新的网络属性,网络相关性维度,以增强扩散模型.
- 为实证网络开发一个更准确,更不复杂的扩散模型.
主要方法:
- 使用网络相关性维度来描述网络结构.
- 将这个维度应用于易受感染恢复 (SIR) 的传播过程.
- 将新模型的预测准确性与既有模型进行比较.
主要成果:
- 拟议的模型提供了比复杂的现有模型更准确的早期传播预测.
- 网络相关性维度有效地捕捉了与扩散相关的全球网络属性.
- 该模型的基本复制号提供了对传播过程的最终状态的见解.
结论:
- 网络相关性维度是改进网络扩散模型的强大工具.
- 这种方法为分析流行病动态和其他网络现象提供了更简单但更准确的替代方案.
相关概念视频
Distribution and Dispersion
21.7K
To understand intra-specific interactions in populations, scientists measure the spatial arrangement of species individuals. This geographic arrangement is known as the species distribution or dispersion. Highly territorial species exhibit a uniform distribution pattern, in which individuals are spaced at relatively equal distances from one another. Species that are highly tied to particular resources, such as food or shelter, tend to concentrate around those resources, and thus exhibit a...
21.7K
Secondary Distribution
83
Secondary distribution systems provide electrical energy at the utilization voltage levels from distribution transformers to customer meters. Typical secondary voltages in the United States include 120/240 V for residential use, 208Y/120 V for residential and commercial use, and 480Y/277 V for industrial and high-rise commercial use.
In residential areas, 120/240 V single-phase, three-wire service is commonly used for lighting, outlets, and large appliances. Urban areas with high-density loads...
In residential areas, 120/240 V single-phase, three-wire service is commonly used for lighting, outlets, and large appliances. Urban areas with high-density loads...
83
Distributed Loads
528
Distributed loads are a common type of load that engineers and scientists encounter in various practical situations. Distributed loads often refer to a type of load spread over a surface or a structure and can be modeled as continuous force per unit area.
For example, consider a bookshelf filled with books stacked vertically adjacent to each other. The weight of the books is evenly distributed over the length of the shelf. As a result, the pressure at different locations on the surface of the...
For example, consider a bookshelf filled with books stacked vertically adjacent to each other. The weight of the books is evenly distributed over the length of the shelf. As a result, the pressure at different locations on the surface of the...
528
Intracellular Signaling Cascades
46.6K
Once a ligand binds to a receptor, the signal is transmitted through the membrane and into the cytoplasm. The continuation of a signal in this manner is called signal transduction. Signal transduction only occurs with cell-surface receptors, which cannot interact with most components of the cell, such as DNA. Only internal receptors can interact directly with DNA in the nucleus to initiate protein synthesis. When a ligand binds to its receptor, conformational changes occur that affect the...
46.6K
Propagation of Waves
2.3K
When a wave propagates from one medium to another, part of it may get reflected in the first medium, and part of it may get transmitted to the second medium. In such a case, the interface of the two mediums can be considered as a boundary that is neither fixed nor free.
Consider a scenario where a wave propagates from a string of low linear mass density to a string of high linear mass density. In such a case, the reflected wave is out of phase with respect to the incident wave, however the...
Consider a scenario where a wave propagates from a string of low linear mass density to a string of high linear mass density. In such a case, the reflected wave is out of phase with respect to the incident wave, however the...
2.3K
Interference: Path Lengths
1.3K
Consider two sources of sound, that may or may not be in phase, emitting waves at a single frequency, and consider the frequencies to be the same.
Two special sources may be considered when they are in phase. This can be easily achieved by feeding the two sources from the same source. An example would be synchronizing the two speakers by feeding them with the same source, such as the sound waves produced by a tuning fork. This setup ensures that the two sources have the same frequency and are...
Two special sources may be considered when they are in phase. This can be easily achieved by feeding the two sources from the same source. An example would be synchronizing the two speakers by feeding them with the same source, such as the sound waves produced by a tuning fork. This setup ensures that the two sources have the same frequency and are...
1.3K


