Urganch Davlat Univеrsitеti Fizika-matеmatika fakultеti «5111018-Kasb ta’limi: Informatika va axborot texnologiyalari» yo‘nalishi

O‘ZBЕKISTОN RЕSPUBLIKASI ОLIY VA O‘RTA MAХSUS TA’LIM VAZIRLIGI


Urganch Davlat Univеrsitеti
Fizika-matеmatika fakultеti

«5111018-Kasb ta’limi: Informatika va axborot texnologiyalari» yo‘nalishi
182-guruh talabasi Saidov Murodbekning
bakalavr darajasini olish uchun

BITIRUV-MALAKAVIY ISHI

Bitiruv-malakaviy ish mavzusi: “Distance based clustering of class association rules to produce accurate and compact model”.

Urganch 2022-yil.

Mundarija

Indroduction…………………………………………………………

1. 
   Data Cleaning.................................................................................
   
   1. 
      Missing values……………………………………………………..
      
   2. 
      Data Transformation and Data Discretization ……………………
      

1.2.1 Data Transformation Strategies Overview………………….
1.2.2 Data Transformation by Normalization………………………
1.2.3 Discretization by Binning……………………………………..
1.2.4 Discretization by Histogram Analysis ………………………..
1.2.5 Discretization by Cluster, Decision Tree, and Correlation Analyses ……………………………………………………………………

3. 
   Outlier Analysis ….………………..……………………...……..
   

1.3.1 What Are Outliers? ……………………………………….
1.3.2 Types of Outliers …………………………………………..
1.3.3 Challenges of Outlier Detection …………………………...

2. 
   Clustering...…………………………………………………………...
   

1. 
   
2. 
   
   1. 
      K-means………………………………...
      
   2. 
      Earxik…..………………….....
      
   3. 
      Dasturdan foydalanish bo‘yicha yo‘riqnoma………………….........