You are asked to build a machine learning system to estimate someone's blood pressure (two numbers:...
Fantastic news! We've Found the answer you've been seeking!
Question:
Transcribed Image Text:
You are asked to build a machine learning system to estimate someone's blood pressure (two numbers: systolic and diastolic; consider them to be real-valued) based on the following inputs: the patient's sex, age, weight, average grams of fat consumed per day, number of servings of red meat per week, servings of fruits and vegetables per day, smoker or non-smoker. You are given a training data set of values for all of these variables and the blood pressure numbers for 10,000 patients. Answer (and explain) the following questions: (a) What kind of machine learning problem is this? (b) Is it a predictive task or a descriptive task? (c) Are you likely to use a geometric model, a probabilistic model, or a logical model? (d) Will your model be a grouping model or a grading model? (e) What is the label space for this problem? (f) What is the output space for this problem? You are asked to build a machine learning system to estimate someone's blood pressure (two numbers: systolic and diastolic; consider them to be real-valued) based on the following inputs: the patient's sex, age, weight, average grams of fat consumed per day, number of servings of red meat per week, servings of fruits and vegetables per day, smoker or non-smoker. You are given a training data set of values for all of these variables and the blood pressure numbers for 10,000 patients. Answer (and explain) the following questions: (a) What kind of machine learning problem is this? (b) Is it a predictive task or a descriptive task? (c) Are you likely to use a geometric model, a probabilistic model, or a logical model? (d) Will your model be a grouping model or a grading model? (e) What is the label space for this problem? (f) What is the output space for this problem?
Expert Answer:
Answer rating: 100% (QA)
Lets analyze the provided machine learning problem and answer each question in detail a The problem described here is a supervised learning problem In supervised learning you have inputoutput pairs an... View the full answer
Related Book For
Statistics For Business And Economics
ISBN: 9780132745659
8th Edition
Authors: Paul Newbold, William Carlson, Betty Thorne
Posted Date:
Students also viewed these algorithms questions
-
The Crazy Eddie fraud may appear smaller and gentler than the massive billion-dollar frauds exposed in recent times, such as Bernie Madoffs Ponzi scheme, frauds in the subprime mortgage market, the...
-
Identify the process evaluation article that you chose and explain why you selected this example. Describe the purpose of the evaluation, the informants, the questions asked, and the results of the...
-
After assembly, a finished TV is left turned on for one full day (24 h) to determine whether the product is reliable. On average, two TVs break down each day. Yesterday 500 TVs were produced. What is...
-
Evaluate the following argument: I would like to invest in the stock market, but I think that buying shares of stock in a corporation is too risky. Suppose I buy $10,000 of Twitter stock, and the...
-
For the set of scores at the right, find the value of each expression: b. (202 c. (X-3) d. (X-3)2
-
In using an ad hoc approach, do we apply project management principles to software development? Elaborate on your answer.
-
Santana Rey, owner of Business Solutions, realizes that she needs to begin accounting for bad debts expense. Assume that Business Solutions has total revenues of $44,000 during the first three months...
-
You want to be a millionaire when you retire in 40 years. You can earn A 12.5 percent annual return. How much more will you have to save each month if you wait 10 years to start saving versus if you...
-
Jay Gatsby categorizes wines into one of three clusters. The centroids of these clusters, describing the average characteristics of a wine in each cluster, are listed in the following table. Jay has...
-
Suppose that the term structure of interest rates is flat in both Japan and the United States. The Japanese rate is 5% per annum and the US rate is 10% per annum (both with continuous compounding)....
-
The Michealis Menten mechanism assumes that: The catalysed reaction is always zero order kinetics and the rate of the reaction does not depend on the concentration of the substrate ever. The...
-
How many moles of Ca(OH)2 are needed to completely react with 440.6mL of 0.5M HNO3 solution
-
The market for round trip airline travel from Madison to Cleveland over the Memorial Day holiday consists of two types of customers. Let X 1 denote the demand for airline tickets by students, and let...
-
firms market share % HHI <2100 HHI aftrer Lg &HTC merger HHI after huawei & nokia merger samsung 30 apple 24 huawei 16 LG 15 yota 5 htc 4 motorola 3 nokia 2 others 1 total 100 What is the value of...
-
The market for Brussels Sprouts in California is represented by the equations below. Q is measured in thousands of bushels. P = 9 Qd P = 2Qs PLEASE SHOW STEPS :) What is the equilibrium price and...
-
If the demand and supply functions in a competitive market are Qd = 50 0.2P Qs = 10 + 0.3P and the rate of adjustment of price when the market is out of equilibrium is dP /dt = 0.4(Qd Qs) derive...
-
What is your assessment of the negotiations process, given what you have studied? What are your recommendations for Mr. Reed? You must justify your conclusions
-
A random sample of 10 corporate analysts was asked to rate, on a scale from 1 (very poor) to 10 (very high), the prospects for their own corporations and for the economy at large in the current year....
-
A student feels that 70% of her college courses have been enjoyable and the remainder have been boring. This student has access to student evaluations of professors and finds out that professors who...
-
The data file Money UK contains observations from the United Kingdom on the quantity of money in millions of pounds (Y); income, in millions of pounds (X1); and the local authority interest rate...
-
Using what you learned in this chapter of Dessler Human Resource Management, build on the companys new system by recommending two more specific career development activities the hotel should...
-
Many hotel jobs are inherently dead end; for example, maids, laundry workers, and valets, either have no great aspirations to move up, or are just using these jobs temporarily, for instance, to help...
-
Should other employees (cleaner/spotters, counter people) be put on a similar plan? Why or why not? If so, how exactly?
Study smarter with the SolutionInn App