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Creative Data Mining : Documentation of the teaching results from the Spring Semester 2017

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2. Cluster<br />

Figure 4 cluster analysis<br />

Due to <strong>the</strong> limitation <strong>of</strong> <strong>the</strong> amount <strong>of</strong> data set, <strong>the</strong> <strong>results</strong> <strong>of</strong> cluster analysis are not very<br />

significant. But we can still get <strong>the</strong> similar semi-quantitative result that low side walk fraction<br />

will result in more negative feeling, while <strong>the</strong> pedestrian is more likely to have a positive<br />

Figure<br />

evaluation<br />

4 cluster<br />

for those<br />

analysis<br />

points which have high side walk fraction.<br />

Due In additional, to <strong>the</strong> limitation <strong>the</strong>re is <strong>of</strong> also <strong>the</strong> amount some obvious <strong>of</strong> data cluster set, <strong>the</strong> between <strong>results</strong> <strong>of</strong> parking cluster lane analysis fraction are not and very secure. significant. It<br />

But<br />

seems<br />

we<br />

that<br />

can<br />

higher<br />

still get<br />

parking<br />

<strong>the</strong> similar<br />

lane<br />

semi-quantitative<br />

fraction leads to<br />

result<br />

an insecure<br />

that low<br />

feeling<br />

side walk<br />

for pedestrian.<br />

fraction will result in more<br />

negative feeling, while <strong>the</strong> pedestrian is more likely to have a positive evaluation for those points<br />

which If <strong>the</strong> experiment have high side could walk have fraction. more participants and cover more streets, cluster analysis will<br />

have more credible conclusion.<br />

In additional, <strong>the</strong>re is also some obvious cluster between parking lane fraction and secure. It seems<br />

that higher parking lane fraction leads to an insecure feeling for pedestrian. If <strong>the</strong> experiment could<br />

have more participants and cover more streets, cluster analysis will have more credible conclusion.<br />

<strong>Creative</strong> <strong>Data</strong> <strong>Mining</strong> | <strong>Spring</strong> <strong>2017</strong> | Final Projects 5<br />

30<br />

New Methods in <strong>Creative</strong> <strong>Data</strong> <strong>Mining</strong> | Final project documentation

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