最近在学习贝叶斯网络,当用K2算法建立了贝叶斯网络结构之后,用R语言工具可以很清楚地实现网络可视化。

例如,在泰坦尼克号数据集中,最后生成的贝叶斯网络结构如下:

age, sex
portembarked, sex
numparentschildren, age
numparentschildren, sex
passengerclass, age
passengerclass, portembarked
passengerclass, fare
passengerclass, sex
passengerclass, numsiblings
passengerclass, survived
sex, survived
numsiblings, age
numsiblings, numparentschildren
numsiblings, sex

利用R语言的networdD3包,可以有效地实现网络可视化。

关于networkD3包的介绍http://christophergandrud.github.io/networkD3/#simple

实现上文的网络框架的代码:

# Load package
library(networkD3)

# Create fake data
src <- c("passengerclass","passengerclass", "passengerclass", "passengerclass","passengerclass","passengerclass",
"numsiblings","numsiblings","numsiblings",
"numparentschildren","numparentschildren",
"age","portembarked","sex")
target <- c("age","portembarked","fare","sex","numsiblings","survived",
"age","numparentschildren","sex",
"age","sex",
"sex","sex","survived")
networkData <- data.frame(src, target)

# Plot
simpleNetwork(networkData)

最终实现的网络图如下:

【数据可视化】R语言实现网络可视化



sugar~



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