We now review the topic of model validation: (a) Explain how validation set approach is implemented. What are its main disadvantages? (b) Explain how the leave-one-out cross-validation is implemented (LOOCV). How does it improve on validation set approach? (c) What is the main disadvantage of LOOCV approach? Hint: Imagine we have 10000 observations and 20 variables. (d) Could we use validation set & LOOCV for any supervised learning approach? Or only for KNN? Please read the question and answer througly in complete sentences into words.
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We now review the topic of model validation:
(a) Explain how validation set approach is implemented. What are its main disadvantages?
(b) Explain how the leave-one-out cross-validation is implemented (LOOCV). How
does it improve on validation set approach?
(c) What is the main disadvantage of LOOCV approach? Hint: Imagine we have
10000 observations and 20 variables.
(d) Could we use validation set & LOOCV for any supervised learning approach?
Or only for KNN?
Please read the question and answer througly in complete sentences into words.
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- A work team is looking at a current product in the LUML catalog --- the L555X fixture. The L555X was introduced about 2 years ago; is a pretty good seller; seems to meet customer needs (virtually no complaints and few returns); and should be in production for several more years. No major changes in capability are planned. However, LUML is interested in improving the profits from the product. Marketing opines that the L555X is fairly priced given the competition and L555X’s capabilities. One option to try to increase profits is to raise the price (revenue) while holding the production expenses constant. Marketing believes that the L555X has a typical demand curve; and an increase in price will lead to a decrease in sales volume and lower overall revenue. On January 13, the team analyzed the current design and identified 63 parts in the L555X. On January 27 and 28, the team met with the industrial engineering department. Together they were able to identify 108 interfaces in the L555X.…Which is larger, Ws or Wq? Explain.SCENARIO 2: Misleading for Good Purpose Vince is the inspector in charge of their local police station. The police station building is in direct need of repairs, but hasn’t received any grants from the government for years. One day, a typhoon hits a nearby area that damages most of the houses and shops. Although Vince’s police station gets partially damaged, most of the structure remains intact. Due to the incident, the government will send a disaster assessment team to ascertain the level of damage and will provide relief money for the affected areas. The Deputy Superintendent Mr. Simon, orders Vince and says: “Hire some laborers and destroy the remaining structure of the police station building. When the disaster assessment team comes, tell them that the building collapsed because of the typhoon, and ask them to give priority in funding the rehabilitation of our police station. After all, it is one of the most important public offices in town.” Vince wants to do the right thing and…
- Book pdf : https://drive.google.com/file/d/1ojDaUwQu0gxTIn7oJnINvLmeqv5_FMz7/view?usp=drivesdk Question as in the attached photo from page 218 Question 5 Note: Give full explanation with clear indication to the problem’s aspect. Use information provided in table 7.8 , 7.7 (*) Use the weighted-point evaluation system to cal- culate weighted performance scores for each of the software firms. Would the results change if each dimension had a weight of one-third? (**) In Chapter 2, we described order qualifiers as per- formance dimensions on which customers demand a minimum level of performance. Basically, if a supplier fails to meet the minimum requirements on any of the qualifiers, that supplier would be eliminated from contention. How would you incorporate the concept of order qualifiers into the weighted-point evaluation system?Value Proposition at Brenco GPS Security Solution A value proportion defines the product or service that an enterprise is producing with the aims at resolving customer pain or fulfilling a need of a customer segment. Brenco is a security and GPS service providers, reputable in the deployment of digital tracking devices. Brenco has proposed to produce and distribute a small GPS tracking device that you can attach to your bicycle, cars, luggage or other valuables and in the event of loss of theft it will locate the items. The value proposition we offer is the ability to track your valuable objects. Requires: As a senior business analyst at Brenco, you are required to identify and explain the set of features embedded in the value proposition of GPS tracking deviceDiscuss how one might test for cointegration between variables using the Engle-Granger (EG) 2-step approach and discuss the drawbacks of EG’s approach.
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