Consider the following Bayesian Network that we induced in class. At places, a variable is referred to by the first letter or the first letters of each word in the variable name or other obvious mnemonic (e,g., "D" for "Diet" or "HD" for "Heart Disease" or "Hb" for "Heartburn"). E- YES D-Healthy 0.7 0.25 Eerdise Diet H- YES D- HEALTHY D-UNHEALTHY 0.2 HD- YES E-YES, D-HEALTHY 0.25 Heart E-YES, D-UNHEALTHY E-NO, D-HEALTHY Heartburn 0.45 Disease ass CP-VES HD - YES H- YES HD - VES HbNO HD - NO YES HD - NO H- NO E-NO, D-UNHEALTHY 0.8 0.75 0.6 Blood Pressure Chest Pain HIGH 04 HD - YES HD - NO 0.85 02 01 If an individual has High Blood Pressure, has a Healthy Diet and Exercises regularly, what is the probability the per son has Heart Disease. Is it (a) 0.25, (b) 0.5215, (c) 0.5862, (d) 0.7165, (e) None of these choices.

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
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1. Consider the following Bayesian Network that we induced in class. At
places, a variable is referred to by the first letter or the first letters of each
word in the variable name or other obvious mnemonic (e,g., "D" for "Diet"
or "HD" for "Heart Disease" or “Hb" for "Heartburn").
E- YES
07
D- Healthy
0.25
HD - YES
Exercise
Diet
D- HEALTHY
0.2
HD- YES
D- UNHEALTHY
0.85
E- YES,
D- HEALTHY
0.25
Heart
E- YES,
D- UNHEALTHY
E- NO,
D- HEALTHY
E- NO,
D- UNHEALTHY
Heartburn
0.45
Disease
0.55
CP- YES
HD- YES
HD - YES
HD - YES
0.8
0.75
0.6
Blood
Chest
- NO
Pressure
BP - HIGH
Pain
HD - NO
04
HD - YES
HD - NO
- YES
0.85
02
HD- NO
0.1
HD- NO
If an individual has High Blood Pressure, has a Healthy Diet and Exercises
regularly, what is the probability the person has Heart Disease. Is it (a)
0.25, (b) 0.5215, (c) 0.586 2, (d) 0.7165, (e) None of these choices.
Transcribed Image Text:1. Consider the following Bayesian Network that we induced in class. At places, a variable is referred to by the first letter or the first letters of each word in the variable name or other obvious mnemonic (e,g., "D" for "Diet" or "HD" for "Heart Disease" or “Hb" for "Heartburn"). E- YES 07 D- Healthy 0.25 HD - YES Exercise Diet D- HEALTHY 0.2 HD- YES D- UNHEALTHY 0.85 E- YES, D- HEALTHY 0.25 Heart E- YES, D- UNHEALTHY E- NO, D- HEALTHY E- NO, D- UNHEALTHY Heartburn 0.45 Disease 0.55 CP- YES HD- YES HD - YES HD - YES 0.8 0.75 0.6 Blood Chest - NO Pressure BP - HIGH Pain HD - NO 04 HD - YES HD - NO - YES 0.85 02 HD- NO 0.1 HD- NO If an individual has High Blood Pressure, has a Healthy Diet and Exercises regularly, what is the probability the person has Heart Disease. Is it (a) 0.25, (b) 0.5215, (c) 0.586 2, (d) 0.7165, (e) None of these choices.
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