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1. VacAdvisor
Fred N. Kiwanuka
Fellow Insight Data Science
July 22, 2015
Fred N. Kiwanuka Fellow Insight Data Science VacAdvisor

2. What are my options for vacation with a specified budget ?
Fred N. Kiwanuka Fellow Insight Data Science VacAdvisor

3. The Data
Fred N. Kiwanuka Fellow Insight Data Science VacAdvisor

4. The Data
Fred N. Kiwanuka Fellow Insight Data Science VacAdvisor

5. The Data
Fred N. Kiwanuka Fellow Insight Data Science VacAdvisor

6. The Data
Fred N. Kiwanuka Fellow Insight Data Science VacAdvisor

7. Features
Flight cost from New York to 720 cities in the US
Average cost of hotels for 3143 counties
Average daily expenses including car
Location of city [east, west, central, south, north]
City specifics like beaches, museum, national parks
Fred N. Kiwanuka Fellow Insight Data Science VacAdvisor

8. Conceptual Framework
Fred N. Kiwanuka Fellow Insight Data Science VacAdvisor

9. Algorithm: Clustering
Fred N. Kiwanuka Fellow Insight Data Science VacAdvisor

10. Algorithm: Clustering
Fred N. Kiwanuka Fellow Insight Data Science VacAdvisor

11. Algorithm: Clustering
Fred N. Kiwanuka Fellow Insight Data Science VacAdvisor

12. Mobile Malaria Diagnosis
Fred N. Kiwanuka Fellow Insight Data Science VacAdvisor

13. Cluster Validation
Table: (Cluster Validation)
Number of Clusters WSS(105) City Similarity
2 10.32 Seattle Detroit, Charlotte, South Bend
3 9.93 Seattle Boston, Phoenix, Detroit
4 9.91 Seattle Charlotte, South Bend, Minneapolis
5 8.40 Seattle Detroit, Charlotte, South Bend
7 9.62 Seattle Detroit, Charlotte, South Bend
10 9.63 Seattle Sacrameto, San Jose, Colombus
12 9.52 Seattle Sacrameto, San Jose, Colombus
Fred N. Kiwanuka Fellow Insight Data Science VacAdvisor

14. Cluster Initialization and Validation
Table: (Cluster Initialization and Validation)
Alg Time(s) homo compl v-meas ARI AMI silhouette
k-means 0.03 0.971 0.971 0.971 0.988 0.970 0.389
VQ 0.04 1.000 1.000 1.000 1.000 1.000 0.388
After PCA 0.00 1.000 1.000 1.000 1.000 1.000 0.388
Mean Shift 0.24 1.000 0.970 0.972 0.980 0.972 0.386
Fred N. Kiwanuka Fellow Insight Data Science VacAdvisor

15. Fred N. Kiwanuka
PhD(Groningen), MSC(London), MIT(Fellow)
Fred N. Kiwanuka Fellow Insight Data Science VacAdvisor

16. Mobile Malaria Diagnosis
Fred N. Kiwanuka Fellow Insight Data Science VacAdvisor

17. Classification Challenge
Fred N. Kiwanuka Fellow Insight Data Science VacAdvisor

18. Results
Fred N. Kiwanuka Fellow Insight Data Science VacAdvisor