Robustness Evaluation of the Open Source Product Community Network Considering Different Influential Nodes

稳健性(进化) 计算机科学 中间性中心性 复杂网络 分布式计算 数据挖掘 计算机网络 数学 中心性 统计 生物化学 化学 万维网 基因
作者
Hongli Zhou,Siqing You,Mingxuan Yang
出处
期刊:Entropy [Multidisciplinary Digital Publishing Institute]
卷期号:24 (10): 1355-1355 被引量:1
标识
DOI:10.3390/e24101355
摘要

With the rapid development of Internet technology, the innovative value and importance of the open source product community (OSPC) is becoming increasingly significant. Ensuring high robustness is essential to the stable development of OSPC with open characteristics. In robustness analysis, degree and betweenness are traditionally used to evaluate the importance of nodes. However, these two indexes are disabled to comprehensively evaluate the influential nodes in the community network. Furthermore, influential users have many followers. The effect of irrational following behavior on network robustness is also worth investigating. To solve these problems, we built a typical OSPC network using a complex network modeling method, analyzed its structural characteristics and proposed an improved method to identify influential nodes by integrating the network topology characteristics indexes. We then proposed a model containing a variety of relevant node loss strategies to simulate the changes in robustness of the OSPC network. The results showed that the proposed method can better distinguish the influential nodes in the network. Furthermore, the network’s robustness will be greatly damaged under the node loss strategies considering the influential node loss (i.e., structural hole node loss and opinion leader node loss), and the following effect can greatly change the network robustness. The results verified the feasibility and effectiveness of the proposed robustness analysis model and indexes.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
更新
PDF的下载单位、IP信息已删除 (2025-6-4)

科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
刚刚
叶子完成签到 ,获得积分10
1秒前
loong完成签到,获得积分10
1秒前
Hello应助周城采纳,获得10
1秒前
今后应助Zox采纳,获得10
2秒前
2秒前
ju00完成签到,获得积分10
2秒前
3秒前
欢欢完成签到 ,获得积分10
4秒前
某某发布了新的文献求助10
4秒前
5秒前
苏紫梗桔发布了新的文献求助10
6秒前
6秒前
逆鳞完成签到,获得积分10
7秒前
7秒前
golf完成签到,获得积分10
8秒前
心灵美的修洁完成签到 ,获得积分10
8秒前
9秒前
9秒前
Akim应助hxm采纳,获得10
9秒前
IVENG发布了新的文献求助10
10秒前
布吉岛呀完成签到 ,获得积分10
10秒前
11秒前
12秒前
12秒前
jxnucky完成签到,获得积分10
12秒前
鸥羡完成签到,获得积分10
12秒前
Zox发布了新的文献求助10
14秒前
要减肥小小完成签到,获得积分10
14秒前
科研通AI6应助某某采纳,获得10
15秒前
wynifred完成签到,获得积分10
15秒前
16秒前
16秒前
研友_8Raw2Z发布了新的文献求助10
17秒前
量子星尘发布了新的文献求助10
17秒前
18秒前
科烟生完成签到,获得积分10
19秒前
紫婧完成签到,获得积分10
20秒前
20秒前
feng完成签到,获得积分10
21秒前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
Fermented Coffee Market 2000
PARLOC2001: The update of loss containment data for offshore pipelines 500
Critical Thinking: Tools for Taking Charge of Your Learning and Your Life 4th Edition 500
Phylogenetic study of the order Polydesmida (Myriapoda: Diplopoda) 500
A Manual for the Identification of Plant Seeds and Fruits : Second revised edition 500
Vertebrate Palaeontology, 5th Edition 340
热门求助领域 (近24小时)
化学 医学 生物 材料科学 工程类 有机化学 内科学 生物化学 物理 计算机科学 纳米技术 遗传学 基因 复合材料 化学工程 物理化学 病理 催化作用 免疫学 量子力学
热门帖子
关注 科研通微信公众号,转发送积分 5259353
求助须知:如何正确求助?哪些是违规求助? 4421049
关于积分的说明 13761672
捐赠科研通 4294788
什么是DOI,文献DOI怎么找? 2356585
邀请新用户注册赠送积分活动 1352976
关于科研通互助平台的介绍 1313938