KReSIT Logo Kanwal Rekhi School of Information Technology
IITB Logo
IIT Bombay
 
 Academics
 Programmes
 Courses
 Courses in Autumn Sem
 Courses in Spring Sem
 Groupwise Courses
 Course Contents
 Credit Requirement
 Academic Calendar
 Time-Table
 

Home > Academics > Courses 

Course Contents



Notice: Uninitialized string offset: 0 in /home/activities/webteam/web/academics/courses/coursecontents.php on line 22

Notice: Uninitialized string offset: 0 in /home/activities/webteam/web/academics/courses/coursecontents.php on line 22

Notice: Uninitialized string offset: 0 in /home/activities/webteam/web/academics/courses/coursecontents.php on line 22

Notice: Uninitialized string offset: 0 in /home/activities/webteam/web/academics/courses/coursecontents.php on line 22

Notice: Uninitialized string offset: 0 in /home/activities/webteam/web/academics/courses/coursecontents.php on line 22

Notice: Uninitialized string offset: 0 in /home/activities/webteam/web/academics/courses/coursecontents.php on line 22

Notice: Uninitialized string offset: 0 in /home/activities/webteam/web/academics/courses/coursecontents.php on line 22

Notice: Uninitialized string offset: 0 in /home/activities/webteam/web/academics/courses/coursecontents.php on line 22

Notice: Uninitialized string offset: 0 in /home/activities/webteam/web/academics/courses/coursecontents.php on line 22

Notice: Uninitialized string offset: 0 in /home/activities/webteam/web/academics/courses/coursecontents.php on line 22

Notice: Uninitialized string offset: 0 in /home/activities/webteam/web/academics/courses/coursecontents.php on line 22

Notice: Uninitialized string offset: 0 in /home/activities/webteam/web/academics/courses/coursecontents.php on line 22

Notice: Uninitialized string offset: 0 in /home/activities/webteam/web/academics/courses/coursecontents.php on line 22

Notice: Uninitialized string offset: 0 in /home/activities/webteam/web/academics/courses/coursecontents.php on line 22

Notice: Uninitialized string offset: 0 in /home/activities/webteam/web/academics/courses/coursecontents.php on line 22

Notice: Uninitialized string offset: 0 in /home/activities/webteam/web/academics/courses/coursecontents.php on line 22

Notice: Uninitialized string offset: 0 in /home/activities/webteam/web/academics/courses/coursecontents.php on line 22

Notice: Uninitialized string offset: 0 in /home/activities/webteam/web/academics/courses/coursecontents.php on line 22

Notice: Uninitialized string offset: 0 in /home/activities/webteam/web/academics/courses/coursecontents.php on line 22

Notice: Uninitialized string offset: 0 in /home/activities/webteam/web/academics/courses/coursecontents.php on line 22

Notice: Uninitialized string offset: 0 in /home/activities/webteam/web/academics/courses/coursecontents.php on line 22

Notice: Uninitialized string offset: 0 in /home/activities/webteam/web/academics/courses/coursecontents.php on line 22

Notice: Uninitialized string offset: 0 in /home/activities/webteam/web/academics/courses/coursecontents.php on line 22

Notice: Uninitialized string offset: 0 in /home/activities/webteam/web/academics/courses/coursecontents.php on line 22

Notice: Uninitialized string offset: 0 in /home/activities/webteam/web/academics/courses/coursecontents.php on line 22

Notice: Uninitialized string offset: 0 in /home/activities/webteam/web/academics/courses/coursecontents.php on line 22

Notice: Uninitialized string offset: 0 in /home/activities/webteam/web/academics/courses/coursecontents.php on line 22



Notice: Uninitialized string offset: 0 in /home/activities/webteam/web/academics/courses/coursecontents.php on line 22

Notice: Uninitialized string offset: 0 in /home/activities/webteam/web/academics/courses/coursecontents.php on line 22

Notice: Uninitialized string offset: 0 in /home/activities/webteam/web/academics/courses/coursecontents.php on line 22

Notice: Uninitialized string offset: 0 in /home/activities/webteam/web/academics/courses/coursecontents.php on line 22

Notice: Uninitialized string offset: 0 in /home/activities/webteam/web/academics/courses/coursecontents.php on line 22

Notice: Uninitialized string offset: 0 in /home/activities/webteam/web/academics/courses/coursecontents.php on line 22

Notice: Uninitialized string offset: 0 in /home/activities/webteam/web/academics/courses/coursecontents.php on line 22

Notice: Uninitialized string offset: 0 in /home/activities/webteam/web/academics/courses/coursecontents.php on line 22

Notice: Uninitialized string offset: 0 in /home/activities/webteam/web/academics/courses/coursecontents.php on line 22

Notice: Uninitialized string offset: 0 in /home/activities/webteam/web/academics/courses/coursecontents.php on line 22
Course ID:IT655
Course: Advanced Topics in Datamining
Instuctor: Prof.Sunita Sarawagi
Prerequesites: IT608 Data warehousing and data mining.
Contents:
  • Introduction and basics (1 class) : Probability basics-joint distribution, conditional independence, graph representations, Types of graphical models, History and applications : 
  • Representation and semantics (2 classes) : Undirected graphical models including Markov Random Fields, Conditional Random Fields, Directed graphical models aka Bayesian networks : 
  • Exact inference (2 classes) : Message passing on trees, Junction trees: 
  • Approximate inference (3 classes) : Loopy belief propagation, Sampling: MCMC, Variational inference : 
  • Learning (3 classes) : Completely and partially observed models, Parameter estimation: maximum likelihood, Bayesian, max-margin, Optimization methods: gradient algorithms, EM Structure learning : 
  • Active and Semi-supervised learning (2 class): 
  • Common models (1 class) : Hidden Markov Models, Kalman filters, Associative Markov Networks : 
  • Applications (2 class) : Information extraction, Image segmentation, Temporal applications, Biology : 
  • References::
  • Proceedings of the ACM SIG Conference on Knowledge Discovery in Databases: 
  • Proceedings of the International Conference on Machine Learning: 




  • Printer friendly    Comment
      Copyright © 2004 KReSIT, IIT Bombay. All rights reserved sitemap    
      Kanwal Rekhi School of Information Technology, Indian Institute of Technology Bombay, Powai, Mumbai - 400 076.
    +91-22-2576 7901/02. Fax: +91-22-2572 0022
    Designed by Kamlesh