高度异质网络的高重建性
1Tongji University, Tongji University, Shanghai Research Institute for Intelligent Autonomous Systems, and School of Physical Science and Engineering, Shanghai 200092, People's Republic of China and National Key Laboratory of Autonomous Intelligent Unmanned Systems, MOE Frontiers Science Center for Intelligent Autonomous Systems, and MOE Key Laboratory of Advanced Micro-Structured Materials, Shanghai 200092, People's Republic of China.
Physical review letters
|April 18, 2025
概括
在无尺度网络中,网络重建的准确性随着异质度的增加而提高. 这一发现也适用于实证网络,表明网络结构会影响数据驱动的重建成功.
科学领域:
- 网络科学 网络科学
- 数据分析 数据分析
- 复杂的系统复杂的系统.
背景情况:
- 从噪音数据中重建复杂的网络对于理解系统至关重要.
- 现有的方法忽视了网络属性与可重建性之间的联系.
研究的目的:
- 调查网络结构与重建精度之间的关系.
- 通过数学证明度分布如何影响网络重建.
主要方法:
- 开发了无尺度网络的数学证明.
- 分析了权力法度分布指数的影响.
- 使用经验网络数据验证的发现.
主要成果:
- 随着权力定律指数的下降,重建的准确性会增加.
- 异质度与更高的重建能力正相关.
- 经验网络的重建准确度明显高于随机网络.
结论:
- 异质度是提高网络重建能力的关键因素.
- 调查结果提供了从观测数据优化网络重建的见解.
更多相关视频
相关概念视频
Woodward–Hoffmann Selection Rules and Microscopic Reversibility
2.9K
Electrocyclic reactions, cycloadditions, and sigmatropic rearrangements are concerted pericyclic reactions that proceed via a cyclic transition state. These reactions are stereospecific and regioselective. The stereochemistry of the products depends on the symmetry characteristics of the interacting orbitals and the reaction conditions. Accordingly, pericyclic reactions are classified as either symmetry-allowed or symmetry-forbidden. Woodward and Hoffmann presented the selection criteria for...
2.9K
Network Function of a Circuit
236
Frequency response analysis in electrical circuits provides vital insights into a circuit's behavior as the frequency of the input signal changes. The transfer function, a mathematical tool, is instrumental in understanding this behavior. It defines the relationship between phasor output and input and comes in four types: voltage gain, current gain, transfer impedance, and transfer admittance. The critical components of the transfer function are the poles and zeros.
236
Vector Algebra: Graphical Method
11.5K
Vectors can be multiplied by scalars, added to other vectors, or subtracted from other vectors. The vector sum of two (or more) vectors is called the resultant vector or, for short, the resultant.
We use the laws of geometry to construct resultant vectors, followed by trigonometry to find vector magnitudes and directions. For a geometric construction of the sum of two vectors in a plane, we follow the parallelogram rule. Suppose two vectors are at arbitrary positions. Translate either one of...
We use the laws of geometry to construct resultant vectors, followed by trigonometry to find vector magnitudes and directions. For a geometric construction of the sum of two vectors in a plane, we follow the parallelogram rule. Suppose two vectors are at arbitrary positions. Translate either one of...
11.5K
Block Diagram Reduction
134
The process of deriving the transfer function of a control system often involves reducing its block diagram to a single block. This simplification can be achieved through a series of strategic operations, including relocating branch points and comparators. These operations preserve the overall function of the system while allowing for easier manipulation and combination of blocks.
The first step in this process is the identification and relocation of a branch point. A branch point, where a...
The first step in this process is the identification and relocation of a branch point. A branch point, where a...
134
Reconstruction of Signal using Interpolation
145
Signal processing techniques are essential for accurately converting continuous signals to digital formats and vice versa. When a continuous signal is sampled with a period T, the resulting sampled signal exhibits replicas of the original spectrum in the frequency domain, spaced at intervals equal to the sampling frequency. To handle this sampled signal, a zero-order hold method can be applied, which creates a piecewise constant signal by retaining each sample's value until the next...
145
Second Uniqueness Theorem
939
Consider a region consisting of several individual conductors with a definite charge density in the region between these conductors. The second uniqueness theorem states that if the total charge on each conductor and the charge density in the in-between region are known, then the electric field can be uniquely determined.
In contrast, consider that the electric field is non-unique and apply Gauss's law in divergence form in the region between the conductors and the integral form to the...
In contrast, consider that the electric field is non-unique and apply Gauss's law in divergence form in the region between the conductors and the integral form to the...
939


