degenerate node

简明释义

退化结点

英英释义

例句

1.In a neural network, a degenerate node 退化节点 can lead to overfitting if not properly managed.

在神经网络中，如果管理不当，退化节点 degenerate node 可能会导致过拟合。

2.When analyzing network traffic, identifying a degenerate node 退化节点 can help in optimizing data flow.

在分析网络流量时，识别一个退化节点 degenerate node 可以帮助优化数据流。

3.The performance of the algorithm was affected by the presence of a degenerate node 退化节点 in the input data.

算法的性能受到输入数据中存在的退化节点 degenerate node 的影响。

4.In the context of a graph structure, a degenerate node 退化节点 can be defined as a node that has fewer connections than expected.

在图结构的上下文中，退化节点 degenerate node 可以定义为连接数少于预期的节点。

5.In a decision tree, a degenerate node 退化节点 may occur when there are no further splits possible.

在决策树中，当没有进一步的分裂可能时，可能会出现退化节点 degenerate node。

作文

In the realm of computer science and network theory, the term degenerate node refers to a specific type of node that exhibits reduced functionality or capability within a given system. Understanding this concept is crucial for anyone involved in network design, optimization, or analysis. A degenerate node typically arises in various contexts, such as graph theory, where it may represent a point that connects multiple paths but does not contribute effectively to the overall performance of the network. For instance, consider a social network where users are represented as nodes. If one user has very few connections compared to others, this user could be classified as a degenerate node, as their limited interactions do not enhance the network's connectivity or robustness. This example illustrates how degenerate nodes can negatively impact the efficiency and effectiveness of a network.Moreover, in the context of data structures, a degenerate node might refer to a situation where a node in a tree structure has fewer children than expected, or in some cases, no children at all. In binary trees, for instance, a leaf node is inherently a degenerate node since it does not have any offspring. However, the term can also apply when discussing nodes that do not provide additional value to the tree's traversal or searching capabilities. The presence of degenerate nodes can lead to inefficiencies in algorithms that rely on traversing these data structures. For example, if an algorithm is designed to find the shortest path in a network, encountering a degenerate node may result in unnecessary computations, ultimately slowing down the process. This is why identifying and addressing degenerate nodes is a critical task for network engineers and computer scientists.Another area where degenerate nodes come into play is in the field of telecommunications. In a communication network, each node represents a device or a point of connection. A degenerate node in this context may signify a device that fails to relay information effectively due to poor configuration or limited bandwidth. Such nodes can create bottlenecks in the network, causing delays and reducing overall performance.To mitigate the issues caused by degenerate nodes, network designers often implement strategies such as redundancy and load balancing. By ensuring that there are alternative pathways for data transmission, they can minimize the impact of degenerate nodes on the system's performance. This proactive approach helps maintain a robust and efficient network, capable of handling varying loads and preventing single points of failure.In conclusion, the concept of a degenerate node is vital across various domains within computer science and network analysis. Whether in social networks, data structures, or telecommunications, understanding the implications of degenerate nodes allows professionals to enhance system performance and optimize resource allocation. As technology continues to evolve, the significance of recognizing and addressing degenerate nodes will only grow, underscoring the need for ongoing research and development in this area.

在计算机科学和网络理论领域，术语degenerate node指的是在给定系统中表现出功能或能力降低的特定类型的节点。理解这一概念对于任何参与网络设计、优化或分析的人来说都是至关重要的。degenerate node通常出现在各种上下文中，例如图论，在这里它可能代表一个连接多个路径但未能有效促进网络整体性能的点。例如，考虑一个社交网络，其中用户被表示为节点。如果一个用户的连接非常少，相比于其他用户，这个用户可以被归类为degenerate node，因为他们有限的互动并没有增强网络的连接性或健壮性。这个例子说明了degenerate nodes如何对网络的效率和有效性产生负面影响。此外，在数据结构的上下文中，degenerate node可能指的是树结构中一个节点具有比预期更少的子节点，或者在某些情况下根本没有子节点。在二叉树中，例如，叶子节点本质上是一个degenerate node，因为它没有任何后代。然而，当讨论不为树的遍历或搜索能力提供额外价值的节点时，该术语也可以适用。degenerate nodes的存在可能导致依赖于遍历这些数据结构的算法效率低下。例如，如果一个算法旨在找到网络中的最短路径，遇到degenerate node可能会导致不必要的计算，最终减慢处理速度。这就是为什么识别和解决degenerate nodes是网络工程师和计算机科学家的关键任务。另一个与degenerate nodes相关的领域是电信领域。在通信网络中，每个节点代表一个设备或连接点。在这种情况下，degenerate node可能意味着由于配置不当或带宽有限，设备未能有效传递信息。这些节点可能在网络中造成瓶颈，从而导致延迟并降低整体性能。为了缓解degenerate nodes造成的问题，网络设计师通常实施冗余和负载均衡等策略。通过确保数据传输有替代路径，他们可以最小化degenerate nodes对系统性能的影响。这种主动的方法有助于维持一个强大而高效的网络，能够处理不同的负载，并防止单点故障。总之，degenerate node的概念在计算机科学和网络分析的各个领域都是至关重要的。无论是在社交网络、数据结构还是电信中，理解degenerate nodes的影响使专业人士能够提高系统性能并优化资源分配。随着技术的不断发展，认识和解决degenerate nodes的重要性只会增加，强调了在这一领域持续研究和发展的必要性。