Docsity
Log inSign up
Docsity
Prepare for your exams
Prepare for your exams

Study with the several resources on Docsity

Earn points to download
Earn points to download

Earn points by helping other students or get them with a premium plan

Guidelines and tips
Guidelines and tips
Sell on Docsity
Sell on Docsity
Log inSign up

Prepare for your exams

Study with the several resources on Docsity

Find documents

Prepare for your exams with the study notes shared by other students like you on Docsity

Search Store documents

The best documents sold by students who completed their studies

Search through all study resources
Docsity AINEW

Summarize your documents, ask them questions, convert them into quizzes and concept maps

Explore questions

Clear up your doubts by reading the answers to questions asked by your fellow students

Earn points to download

Earn points by helping other students or get them with a premium plan

Share documents
download point icon20 Points

For each uploaded document

Answer questions
download point icon5 Points

For each given answer (max 1 per day)

All the ways to get free points
Get points immediately

Choose a premium plan with all the points you need

Study Opportunities

Choose your next study program

Get in touch with the best universities in the world. Search through thousands of universities and official partners

Community

Ask the community

Ask the community for help and clear up your study doubts

University Rankings

Discover the best universities in your country according to Docsity users

Free resources

Our save-the-student-ebooks!

Download our free guides on studying techniques, anxiety management strategies, and thesis advice from Docsity tutors

From our blog

Exams and Study
Go to the blog

Proximity Measures for Binary and Ordinal Variables, Assignments of Data Mining

Abhilashi UniversityData Mining

How to calculate proximity measures for binary and ordinal variables using different methods. Examples for binary variables and demonstrates how to find the proximity measure for ordinal attributes. It also includes the manhattan distance formula for calculating distances between ordinal variables.

Typology: Assignments

2019/2020

Uploaded on 08/18/2020

rahul-sharma-51
rahul-sharma-51 🇮🇳

1 document

1 / 3

Toggle sidebar

This page cannot be seen from the preview

Don't miss anything!

bg1
2. Proximity measure for Binary Variables
If M and N are two binary variables, then we can four different cases
a{M:1 , N:1}M:1 , N:1}
b{M:1 , N:1}M:1, N:0}}
C{M:1 , N:1}M:0},N:1}
d{M:1 , N:1}M:0},N:0}}
dist(M,N)=b+c/a+b+c--------Asymmetric Binary Variables
dist(M,N)=b+c/a+b+c+d---Symmetric Binary Variables
Example
Name T1 T2 T3 T4 T5 T6
X10}10}0}0}
Y10}10}10}
Z110}0}0}0}
Find dist(X,Y),Dist(X,Z) and Dist(Y,Z)
Dist(X,Y)
a2
b0}
c1
d3
pf3

Partial preview of the text

Download Proximity Measures for Binary and Ordinal Variables and more Assignments Data Mining in PDF only on Docsity!

  1. Proximity measure for Binary Variables If M and N are two binary variables, then we can four different cases a{M:1 , N:1}M:1 , N:1} b{M:1 , N:1}M:1, N:0}} C{M:1 , N:1}M:0},N:1} d{M:1 , N:1}M:0},N:0}} dist(M,N)=b+c/a+b+c--------Asymmetric Binary Variables dist(M,N)=b+c/a+b+c+d---Symmetric Binary Variables Example Name T1 T2 T3 T4 T5 T X 1 0} 1 0} 0} 0} Y 1 0} 1 0} 1 0} Z 1 1 0} 0} 0} 0} Find dist(X,Y),Dist(X,Z) and Dist(Y,Z) Dist(X,Y) a 2 b0} c 1 d 3

dist(X,Y)=b+c/a+b+c=0}+1/2+0}+1=0}. a1,b1,c 1 dist(X,Z)=b+c/a+b+c=0}. dist(y,Z)=b+c/a+b+c b2,a1,C 1 =2+1/1+2+1=3/4=0}. 3.Finding Proximity measure Ordinal Attribute Objects T 1 High 2 Low 3 Me dium 4 High Step1: Find out total number for ordinal variables,Mf= 3 Step2:High1, Medium2, Low 3 Step3:Normalize the states into [0},1] Zif=rif-1/Mf- For high=1-1/3-1=0} For Medium=2-1/3-1=0}. For Low=3-1/3-1= High0},Medium0}.5 and Low 1