Social Media Mining
1. Introduction
41:30
2016-06-21Introduction - Part 147:34
2016-06-21Introduction - Part 2
2. Graph Essentials
11:15
2016-03-18Types of Graphs11:32
2016-03-24Special Graphs and Special Subgraphs
3. Network Measures
28:23
2016-06-19Centrality27:57
2016-06-19Normalization and EigenVector15:46
2016-06-20Eigenvector Centrality08:02
2016-06-20Katz Centrality18:23
2016-06-20Betweenness Centrality08:10
2016-06-20Closeness Centrality08:59
2016-06-20Group Centrality20:56
2016-06-20Transitivity09:11
2016-06-20Reciprocity23:03
2016-06-20Structural Equivalence10:38
2016-06-24Regular Equivalence
4. Network Models
10:11
2016-06-22Network Models21:01
2016-06-22Power Law Distribution10:24
2016-06-22Clustering Coefficient16:50
2016-06-22Average Path Length12:10
2016-06-22Random Graphs33:14
2016-06-23Evolution of Random Graphs
5. Data Mining Essentials
18:30
2016-06-21Data Mining Essentials16:57
2016-06-23Data (Part 2)11:51
2016-06-23Data (Part 3)17:26
2016-06-23Data (Part 4)28:41
2016-06-24Supervised Learning Algorithm16:59
2016-06-24Unsupervised Learning Algorithm
6. Community Analysis
13:34
2016-06-24Community Analysis