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Commit 3b553c8c authored by Puxue Qiao's avatar Puxue Qiao
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correct spelling mistake

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...@@ -209,7 +209,7 @@ that are very fast, although not the most accurate approaches. ...@@ -209,7 +209,7 @@ that are very fast, although not the most accurate approaches.
#### Concensus clustering (more robustness, less computational speed) #### Consensus clustering (more robustness, less computational speed)
##### __Motivation (Two problems of $K$-means)__: \ ##### __Motivation (Two problems of $K$-means)__: \
- __Problem1:__ sensitive to initial partitions \ - __Problem1:__ sensitive to initial partitions \
...@@ -219,7 +219,7 @@ that are very fast, although not the most accurate approaches. ...@@ -219,7 +219,7 @@ that are very fast, although not the most accurate approaches.
  __Solution:__   __Solution:__
  Run $K$-means with a range of $K$'s.   Run $K$-means with a range of $K$'s.
##### __Algorithm of concensus clustering (simpliest version)__: ##### __Algorithm of consensus clustering (simpliest version)__:
```{r, eval = F, highlight = F} ```{r, eval = F, highlight = F}
for(k in the range of K){ for(k in the range of K){
for(each subsample of the data){ for(each subsample of the data){
...@@ -252,7 +252,7 @@ Say we partitioned four data points into 2 clusters. ...@@ -252,7 +252,7 @@ Say we partitioned four data points into 2 clusters.
<center>![](figures/concensus1.png){width=60%}</center> <center>![](figures/concensus1.png){width=60%}</center>
- __Step2:__ Concensus matrix: \ - __Step2:__ Consensus matrix: \
Average of all the partitions Average of all the partitions
<center>![](figures/concensus2.png){width=30%}</center> <center>![](figures/concensus2.png){width=30%}</center>
......
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