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IT 241 Information Architecture Exam 3 Page 1 December 2, 2009 Name _____________________________ This exam is open book and on-line but no contact with a live person. Be careful with your time! 1. In the Juniata.edu website distinguish between the global and local navigation systems. [5 pts] 2. Describe how you would stress test a website regarding navigation? [5 pts] 2. Assume we have a set of documents in our web site and a search results in a 20% recall ratio and an 80% precision ratio. [10 pts] a.) If there were 100 relevant documents possible, how many relevant documents were actually retrieved in the search? _______________ b.) How many documents were retrieved? ___________________ c.) Explain why it is difficult to have both a high recall ratio and precision ratio. IT 241 Information Architecture Exam 3 Page 2 3. What is a continuous interaction type application and give an example. [5 pts] 4. Distinguish between stepped and manual interaction modes by giving an example of each from the Weather Channel site www.weather.com. [5 pts] 5. Distinguish between exploratory and involuntary intentions of interaction by giving an example of from the Arch. [5 pts] 6. Why are residue and scent something to strive for in a web site? [5 pts] 7. How can clustering be used as an early step in the data mining and discovery process? What do clusters tell you? [5 pts] IT 241 Information Architecture Exam 3 Page 3 [7 pts] 8. Given the decision tree rule for the above dataset IF Sex=Female && IncomeRange=30-40K THEN CreditCardInsurance=Yes Determine its accuracy = ___________% and its coverage = ____________ % Along with these two rules IF Sex=Male THEN CreditCardInsurance=No IF Sex=Female && IncomeRange != 30-40K THEN CreditCardInsurance=No Draw a decision tree to correspond with these three production rules. 9. Given the confusion matrix. [8 pts] a. b. c. d. Cat Dog Rabbit Cat 12 6 0 Dog 4 6 2 Rabbit 0 4 16 Number of cats total= ____________ Number of cats classified as a dog = _______ Number of dogs incorrectly classified = ________ Percent classified correctly (all three categories) = ________ IT 241 Information Architecture Exam 3 Page 4 10. When determining the attributes to be organized into a decision tree, describe the process and criterion used to choose the first attribute and then those that follow on the next level. [5 pts] 11. Explain what or why one might do these preprocessing activities to prepare a raw dataset for datamining. [15 pts] a. Noisy data correction-- b. Dealing with missing data -- c. Normalization (not database) -- d. Data type conversion -- e. Attribute creation -- 12. True/false. [10 pts] _____ A browser’s navigation features should be leveraged for most web sites. _____ Icons are discouraged in navigation systems unless complemented with textual labels. _____ Searchable web page content should be limited to the metatext only and ignore tag contents. _____ Research shows that navigating a menu system with limited options is more accurate than a deeper one with many options per level. _____.Visual transitions in interactive displays help combat the change and inattentional blindness phenomena. _____.A data cube for data mining is created by multiple joins of tables from the operational and/or archival database. _____ A datacube should not contain repetitive data. _____.Linear regression requires all attributes to be numerical. IT 241 Information Architecture Exam 3 Page 5 _____.Linear regression modeling can be used as an attribute selection process. _____.Norman’s Action Cycle is useful to evaluate interaction models. _____ Brute force algorithms for attribute selection are limited to small sets of attributes because of exponential growth. 13. Briefly describe what results from applying each of these operations (separately) on the pivot table or data cube below. [10 pts] a. Rollup on the region b. Drill down on Travel-Q4-Region One c. Slice on Retail