Complex Network : Theory and Application

Lessons

1. Complex Network Module 01
2. Complex Network Module 02
3. Complex Network Module 03
4. Complex Network Module 07
5. Complex Network Module 04
6. Complex Network Module 08
7. Complex Network Module 06
8. Complex Network Module 05
9. Complex Network Module 10
10. Complex Network Module 09
11. Complex Network Module 11
12. Complex Network Module 12
13. Complex Network Module 13
14. Complex Network Module 17
15. Complex Network Module 16
16. Complex Network Module 19
17. Complex Network Module 18
18. Complex Network Module 14
19. Complex Network Module 20
20. Complex Network Module 21
21. Complex Network Module 15
22. Examples of Complex system and What is the different perspectives of Complex system?
23. Where do fit complex networks in complex systems and Historical Background of Complex system as a network
24. Why we are interested in Complex networks ?
25. Examples of Complex networks structure (Part-1)
26. Examples of Complex networks structure (Part-2)
27. What is Degree Distribution and Law of Scientific Productivity?
28. Decay Behavior of degree distribution and Cumulative degree distribution
29. What do mean by a function being scale-free and check a power-law function is a scale-free function or not?
30. What is Self-similar topologies?
31. Example of degree distribution
32. What is Clustering coefficient ?
33. How to measure the Clustering coefficient for the different real world networks ?
34. What is the concept of Small world and the 6 degrees of separation?
35. What is Centrality and Degree Centrality of a node?
36. What is Centralization of network?
37. What is Betweenness Centrality?
38. What is Flow Betweenness?
39. What is Eigenvector Centrality?
40. Recap of Eigenvector Centrality
41. What are the Problem when try to convert the definition of eigenvector centrality for directed networks and what could be a solution?
42. What is World Wide Web graph and how to rank the web pages in a World Wide Web graph ?
43. What are the Quantitative measure for the page rank?
44. What is Page Rank algorithm and how to reinterpret the idea of Page Rank formula as a random process of web surfing?
45. What is the idea of Hubs and authorities.
46. How to express Hubs and authorities in mathematically or quantitatively?
47. What is Co-citation Index?
48. What is Bib-liographic Coupling?
49. What is Reciprocity and Rich-club co-efficient?
50. What is Entropy of the degree distribution and Maching index?
51. What is Assortativity or Homophily ?
52. How to Quantify Assortativity?
53. What is the concept of Mixing to quantify Assortativity?
54. What is Signed Graph?
55. What is Structural holes?
56. What is Cohesiveness and K-cliques?
57. What is K-clan and its example and how to relax the maximality condition from K-clan
58. What is K-plex and k-core and its example?
59. What is Social Roles and how to quantify the notions of relationships?
60. How to quantify the Structural equivalence? (Part-1)
61. How to quantify the Structural equivalence? (Part-2)
62. How to quantify the Structural equivalence? (Part-3)
63. What is Automorphic equivalence and Isomorphism of graph?
64. How to represent automorphism using cycle notation?
65. How to define Automorphic equivalence?
66. What is Regular equivalence and how to define it?
67. How to compute Regular equivalence?
68. What are the problem with community detection and how to handle this?
69. What are the crucial steps in devising a clustering algorithm or a community detection algorithm?
70. What is Agglomerative method for devising a clustering algorithm?
71. What are the different forms of Linkage?
72. How Agglomerative clustering works and problem with Agglomerative clustering algorithm?
73. What is Local algorithm based on agglomeration?
74. What we have in Bisective approach?
75. How can make the Bisective method efficient by reducing some computation?(Part-1)
76. How can make the Bisective method efficient by reducing some computation?(Part-2)
77. How can make the Bisective method efficient by reducing some computation?(Part-3)
78. How to define the notion of Modularity for defining Quality function?
79. What is Problem with Modularity function and how to overcome that problem?
80. How to use quality function as a metric to identify community structures?(Part-1)
81. How to use quality function as a metric to identify community structures?(Part-2)
82. What is Incidence matrix and Laplacian Matrix?
83. How to construct Incidence and Laplacian Matrix for a undirected graph?
84. What are the spectral properties which allows to do a partitioning of the graph?
85. Prove some of the Spectral properties (Part-1)
86. Prove some of the Spectral properties (Part-2)
87. What is Spectral Bisection algorithm?
88. How to do Citation analysis? (Part-1)
89. How to do Citation analysis? (Part-2)
90. What is Interdiscipinary studies and how to quantify the concept of Interdiscipinary? (Part-1)
91. How to quantify the concept of Interdiscipinary? (Part-2)
92. Evolution of Interdisciplinarity
93. Why we go for Interdisciplinarity research in computer science?
94. What is a Citation profile of a paper?
95. How citation profile of a paper can be categorized and properties of its categories?
96. How to do core periphery analysis?
97. What is Citation prediction model for predicting the future impact of a paper?
98. What is Stratification model for predicting the future impact of a paper??
99. Compare the performance of Citation prediction and Stratification model
100. What is the idea of count x and Cite words in papers and how these features enhance the task of citation prediction?
101. What is the citation behavior of Ancient paper in the community?(Part-1)
102. What is the citation behavior of Ancient paper in the community?(Part-2)