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.Q:
Tracking confidence of clustering when NAs are present
I am using a SAS macro to cluster training data using k-means. It’s working fine except that if any observations are missing, the “out-of-cluster” observations are treated as members of the “out-of-cluster” cluster. However, I want to track the confidence of each observation in the cluster. If the “out-of-cluster” observations are more likely due to the cluster, then I don’t want them to be assigned to the cluster.
I have an idea of how to do this by calculating the cluster mean and dividing the distance between each observation and the mean by the standard deviation of the cluster. Then, if that ratio is greater than some threshold, the observation is assigned to the cluster. Is this a good way to track the confidence?
As a sample data set, I’m using 5 clusters and 4 observations per cluster.
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A:
Your idea to score clustering output by computing ratios of distances to mean is not a
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A Shallow Victory For Obama
Courtesy of China Daily
The six-week long G20 summit in Brisbane was a long shot for President Obama to win a consensus on the world’s most pressing and complicated international issue: an emerging world economy.
But that’s exactly what he did. By the end of the conference, most of the world’s leaders had signed onto a landmark deal to freeze their currencies, prompt new lending and promote trade to help the banks. A raft of other agreements then followed, including stopping countries trading with Iran.
It’s a positive and important first step. But it’s a far cry from what Obama could have achieved in the past six weeks.
The Obama administration could have achieved more than this if it had tried, though it did manage to push back against the siren song of protectionism, stopping the practice of individual nations running protectionist trade policies. But it could also have done more to let people understand how its economic policies fit the emerging world.
It could have thought harder about the global distribution of resources, trying to make countries with booming economies pay their way and help the poorer countries by flowing more aid, instead of setting the poorer countries up to fail by denying them access to banks or the chance to trade.
It could have told the leaders of emerging economies more plainly that the practice of developing countries doing trade deals with the advanced economies will in future be more difficult
