I already have the answer, but I don't know how 's the answer comes from.Please help me explan the question step by step thank you! 2.Given the following data set, we apply a naïve Bayesian (NB) classifier to predict the Health status.Each patient is described by Temp={H,N}, BP={H,N}, Test1={P,N} and Test2={P,N}. The class is Health={D,H}.IDTempВРTest1Test2Health1234HH.N6754HNNPD2345NHPP2457HH.PND3567NHP7532NH.NNH1456NNNH1468HNNNH8989HNNPH9876HNNNHFor a new patient, ID 9999, with Temp=H, BP=H, Test1=N, Test2=P, is he/she Healthy (H) or Diseased (D)?Show (a) the value of each term in your NB classifier, and (b) your prediction.Answer:P_temp(H/D)=3/5, P_temp(N/D)=2/5P_temp(H/H)=3/5, P_temp(N/H)=2/5P_BP(H/D)=4/5, P_BP(N/D)=1/5P_BP(H/H)=1/5, P_BP(N/H)=4/5P_Test1(P/D)=4/5, P_Test1(N/D)=1/5P_Test1(P/H)=0/5, P_Test1(N/H)=5/5P_Test2(P/D)=3/5, P_Test2(N/D)=2/5P_Test2(P/H)=1/5, P_Test2(N/H)=4/5new patient A: Temp=H, BP=H, Test1=N, Test2=PS((H,H,N,P),D) = 3/5 * 4/5 * 1/5 * 3/5 = 0.0576S((H,H,N,P),H) = 3/5 * 1/5 * 5/5 * 1/5 = 0.024S((H,H,N,P),D) > S((H,H,N,P),H)So predict A as class D.

Given Data : The dataset where Heath is the class variable. To find : Given the data row = {ID…

2. Given the following data set, we apply a naïve Bayesian (NB) classifier to predict the Health status. Each patient is described by Temp={H,N}, BP={H,N}, Test1=(P,N} and Test2=(P,N}. The class is Health={D,H). ID Temp BP Testl Test2 Health 1234 H P N D 6754 H P. D. 2345 N H P. D. 2457 H. N D 3567 N H P D 7532 1456 N N 1468 N 8989 H N H. 9876 H N N N H. For a new patient, ID 9999, with Temp=H, BP=H, Test1=N, Test2=P, is he/she Healthy (H) or Diseased (D)? Show (a) the value of each term in your NB classifier, and (b) your prediction. Answer: P_temp(H/D)=3/5, P_temp(N/D)=2/5 P_temp(H/H)=3/5, P_temp(N/H)=2/5 P_BP(H/D)=4/5, P_BP(N/D)=1/5 P_BP(H/H)=1/5, P_BP(N/H)=4/5 P_Test1(P/D)=4/5, P_Test1(N/D)=1/5 P_Test1(P/H)=0/5, P_Test1(N/H)=5/5 P_Test2(P/D)=3/5, P_Test2(N/D)=2/5 P_Test2(P/H)=1/5, P_Test2(N/H)=4/5 new patient A: Temp=H, BP=H, Test1=N, Test2=P S((H,H,N, P),D) = 3/5 * 4/5 * 1/5 * 3/5 = 0.0576 S((H,H,N,P),H) = 3/5 * 1/5 * 5/5 * 1/5 = 0.024 S((H,H,N,P),D) > S((H,H,N,P),H) So predict A as class D. %D

2. Given the following data set, we apply a naïve Bayesian (NB) classifier to predict the Health status. Each patient is described by Temp={H,N}, BP={H,N}, Test1=(P,N} and Test2=(P,N}. The class is Health={D,H). ID Temp BP Testl Test2 Health 1234 H P N D 6754 H P. D. 2345 N H P. D. 2457 H. N D 3567 N H P D 7532 1456 N N 1468 N 8989 H N H. 9876 H N N N H. For a new patient, ID 9999, with Temp=H, BP=H, Test1=N, Test2=P, is he/she Healthy (H) or Diseased (D)? Show (a) the value of each term in your NB classifier, and (b) your prediction. Answer: P_temp(H/D)=3/5, P_temp(N/D)=2/5 P_temp(H/H)=3/5, P_temp(N/H)=2/5 P_BP(H/D)=4/5, P_BP(N/D)=1/5 P_BP(H/H)=1/5, P_BP(N/H)=4/5 P_Test1(P/D)=4/5, P_Test1(N/D)=1/5 P_Test1(P/H)=0/5, P_Test1(N/H)=5/5 P_Test2(P/D)=3/5, P_Test2(N/D)=2/5 P_Test2(P/H)=1/5, P_Test2(N/H)=4/5 new patient A: Temp=H, BP=H, Test1=N, Test2=P S((H,H,N, P),D) = 3/5 * 4/5 * 1/5 * 3/5 = 0.0576 S((H,H,N,P),H) = 3/5 * 1/5 * 5/5 * 1/5 = 0.024 S((H,H,N,P),D) > S((H,H,N,P),H) So predict A as class D. %D

Database System Concepts

7th Edition

ISBN:9780078022159

Author:Abraham Silberschatz Professor, Henry F. Korth, S. Sudarshan

Publisher:Abraham Silberschatz Professor, Henry F. Korth, S. Sudarshan

Chapter1: Introduction

Section: Chapter Questions

Problem 1PE

See similar textbooks

Related questions

Q: What pictures come to mind when you think about email? How does an email travel after being sent?…

A: When we think about emails, we see an interface on our computer or smartphone screen where we can…

Q: If you could give me an illustration of how the process of waiting in line is supposed to go, I…

A: Sure, here is an illustration of how the process of waiting in line typically goes:

Q: You can't really answer that question unless you know what one is. Please elaborate in a few…

A: The data dictionary is an extremely essential component of effective database administration. The…

Q: I'm interested in how cleaning up data helps with computer science.

A: In the field of computer science, data plays a vital role in various applications and analyses.…

Q: Can you provide an example that illustrates the differences between knowledge, information, and…

A: 1) Knowledge is the understanding, awareness, or expertise that an individual or entity possesses…

Q: What does it help in genetics to look ahead?

A: The use of scientific procedures or expertise in the investigation of crimes or the review of…

Q: Touching each other means what?

A: iMessage on the iPhone is intended to transmit handwritten and digital touch messages. However, you…

Q: Do you think the development of advanced robots and AI algorithms have had a positive or negative…

A: There are certain positive and negative impacts of development of advanced robots and AI algorithms…

Q: It is ONE question. why are you answering all my questions incomplete? Please I am using up my…

A: I apologize for the inconvenience you faced due to some other experts... ? The complete Python code…

Q: Is this anything like a dictionary of IT jargon?

A: Summarize like a play's plot. Describe Shakespeare's "Hamlet" by saying. A young Danish prince…

Q: I think your answer is for another question, this one is different, it's not asking for distances

A: Determining whether an undirected graph contains a cycle is a basic problem in graph theory. By…

Q: http://www.philosophypages.com/lg/e01.htm Read the linked page of the website and define the…

A: 1) Proposition: A proposition is a declarative statement that expresses a claim or assertion about…

Q: How do the circumstances of our upbringing influence the weight that we give to certain experiences…

A: What is upbringing: Upbringing refers to the environment, experiences, and upbringing that a person…

Q: Is computer gaming having a net good or bad effect on human health?

A: Further research shows that gaming disorders can also be linked with anxiety, depression, obesity,…

Q: Is there anything you can do to differentiate fact from fiction on the internet?

A: Critically appraising informationWhen Alice scrolls through her social media feed, she's stopped in…

Q: Is the internet the only highly regarded technological advancement of our time? Every assertion you…

A: No, the Internet is not the only much-admired technological advancement of our time. In fact, there…

Q: Given the early innovations of the 19th century and the telegraph, what was the significance of this…

A: The telegraph was a significant invention that changed long-distance communication in the 19th…

Q: When it comes to using computers and other forms of technology, what are some of the benefits of…

A: Computer literacy: Those who are tech aware may utilize computers for personal purposes and to…

Q: In today’s technologically advanced society, is there really privacy? Based on your own personal…

A: Looking at the current technological landscape, where nearly every type of personal information is…

Concept explainers

Fundamentals of Robotics

Robotics is a branch of computer science and engineering that deals with designing, constructing, functioning, and use of robots. The objective of robotics is to create machines that assist humans. Robotics engineering incorporates several engineering fields such as mechanical, electrical, computer, control, software, and bioengineering.

Question

I already have the answer, but I don't know how 's the answer comes from.

Please help me explan the question step by step

thank you!

2.
Given the following data set, we apply a naïve Bayesian (NB) classifier to predict the Health status.
Each patient is described by Temp={H,N}, BP={H,N}, Test1={P,N} and Test2={P,N}. The class is Health={D,H}.
ID
Temp
ВР
Test1
Test2
Health
1234
H
H.
N
6754
H
N
N
P
D
2345
N
H
P
P
2457
H
H.
P
N
D
3567
N
H
P
7532
N
H.
N
N
H
1456
N
N
N
H
1468
H
N
N
N
H
8989
H
N
N
P
H
9876
H
N
N
N
H
For a new patient, ID 9999, with Temp=H, BP=H, Test1=N, Test2=P, is he/she Healthy (H) or Diseased (D)?
Show (a) the value of each term in your NB classifier, and (b) your prediction.
Answer:
P_temp(H/D)=3/5, P_temp(N/D)=2/5
P_temp(H/H)=3/5, P_temp(N/H)=2/5
P_BP(H/D)=4/5, P_BP(N/D)=1/5
P_BP(H/H)=1/5, P_BP(N/H)=4/5
P_Test1(P/D)=4/5, P_Test1(N/D)=1/5
P_Test1(P/H)=0/5, P_Test1(N/H)=5/5
P_Test2(P/D)=3/5, P_Test2(N/D)=2/5
P_Test2(P/H)=1/5, P_Test2(N/H)=4/5
new patient A: Temp=H, BP=H, Test1=N, Test2=P
S((H,H,N,P),D) = 3/5 * 4/5 * 1/5 * 3/5 = 0.0576
S((H,H,N,P),H) = 3/5 * 1/5 * 5/5 * 1/5 = 0.024
S((H,H,N,P),D) > S((H,H,N,P),H)
So predict A as class D.

Expert Solution

This question has been solved!

Explore an expertly crafted, step-by-step solution for a thorough understanding of key concepts.

SEE SOLUTION Check out a sample Q&A here

Introduction :

VIEW

Solution :

VIEW

Step by step

Solved in 2 steps

SEE SOLUTION Check out a sample Q&A here

Knowledge Booster

Learn more about

Need a deep-dive on the concept behind this application? Look no further. Learn more about this topic, computer-science and related others by exploring similar questions and additional content below.

Similar questions

Can you think of any assumptions you've made about email? What path does information follow as it travels from one place to another? Create a bullet point list of your newfound knowledge. The first question to answer is what causes the differences. Think about how distinct models have varying levels of complexity (or abstraction).
Hello. Thanks for the answer. Does this answer cover 5 entitities or is it 3? Thanks.
Is the internet bringing to more or worse harmony in society? Why did you act in the manner that you did?
Is there anything you can do to differentiate fact from fiction on the internet?
It is difficult to answer without first having some background knowledge. Could you kindly clarify this in a few words?
What are some of the numerous ways that one could conceive of new ideas? When coming up with ideas as a group, constructive criticism is not permitted. Could you perhaps explain the reasoning behind this?