COM 5305 網路科學 Network Science

Prof. Cheng-Shang Chang

Institute of Communications Engineering

National Tsing Hua University

Hsinchu, Taiwan, R.O.C.

cschang@ee.nthu.edu.tw

News!!

1/12 W7, W8期末考試

期末project必須繳交: 程式碼以及報告一份(電子檔: 包含三個degree distribution和程式複雜度分析)
1/24前
email至hschueh@gibbs.ee.nthu.edu.tw
Note: 為了評分考量, 報告和程式複雜度會列入評分標準。

(1/11) Homework Solution更新

(1/8) 筆記, 課程錄音更新

(1/4) 筆記, 課程錄音更新

(12/30) 投影片, 軟體, 筆記, 課程錄音更新

(12/22) 課程錄音更新

(12/18) 第15章投影片更新

(12/15) Homework5及課程錄音更新

(12/10) 第14章筆記更新

(12/8) Ch13 Random Graph筆記和課程錄音更新


Instructor : Prof. Cheng-Shang Chang  張正尚教授

Office : EECS 817

Phone : (03) 571-5131 ext. 42579

Office Hours : Monday, 15:1017:00

Email : cschang@ee.nthu.edu.tw


Lecture Hour : M9 W7 W8

 

        Monday, 17:2018:10 Wednesday, 15:2017:10

 

Location : EECS Building 107


Teaching Assistants

·         TA : Ching-Min Lien  連卿閔 Hung-Shih Chueh  闕宏時

·         Office : EECS 607

·         Phone : (03) 571-5131 ext. 34130

·         Office Hours : Monday, 15:1017:00

·         Email : keiichi@gibbs.ee.nthu.edu.tw   hschueh@gibbs.ee.nthu.edu.tw


Handouts

Network Science

01. Overview   

02. Introduction  

03. Math_of_Networks_Part I  

04. Maximum Flow and Network Coding

05. Diffusion and Random Walk  

06. Distributed_Averaging_Concensus

07. Random Gossip Algorithms

08. Chapter7PartI-Centralities 

09. Chapter7PartII-Similarity

10. Chapter7PartIII-Homophily

11. Chapter8 The Large-scale Structure of Networks

12. Chapter9 Basic Concepts of Algorithms

13. Chapter11 Matrix Algorithms and Graph  Partitioning

14. Chapter12 Random Graphs

15. Cauchy_Integral

16. Chapter13 PartI-ConfigurationModel

17. Ch13 Random Graph with General Degree Distribution

18. Ch14PreferentialAttachment

19. Chapter15 Small World 

20. Chapter15 ExponentialRandomGraphs

21. Igraph Project

22. Network Science Project Software

23. Chapter16 Percolation 

24. Chapter17 Epidemics

25. 

26.

27.

28.

 

 

Voice 

Network Science

01. 2010_09_15 (W7) (W8)
W7: Introduction, Math_of_Networks_PartI (P1~P4)
W8:
 Math_of_Networks_PartI (P5~P19)

02. 2010_09_20 (M9)
M9:
Math_of_Networks_PartI (P4~P33)

03. 2010_09_27 (M9)

M9: Math_of_Networks_PartI (P29~P41)

Maximum Flow and Network Coding (P1~P8)

04. 2010_09_29 (W7) (W8)

W7: Maximum Flow and Network Coding (P1~P33)

W8: Maximum Flow and Network Coding (P33~P38)

        Diffusion and Random Walk (P1~P4)

05. 2010_10_04 (M9)

M9: Network Coding Example Illustration

Diffusion and Random Walk (P1~P7)

06. 2010_10_06 (W7)(W8)

W7: Diffusion and Random Walk (P4~P16)

W8: Distributed Averaging Concensus (P1~P16)

07. 2010_10_11 (M9)

M9: Distributed Averaging Concensus (P4~P26)

Random Gossip Algorithms (P1~P3)

08. 2010_10_13 (W7)(W8)

W7: Random Gossip Algorithms (P1~P12)

W8: Random Gossip Algorithms (P12~P15)

Chapter7PartI-Centralities (P1~P12)

09. 2010_10_18 (M9)

M9: Chapter7PartI-Centralities (P2~P25)

Chapter7PartII-Similarity (P1~P4)

10. 2010_10_20 (W7)(W8)

W7: Chapter7PartII-Simiarity (P2~P20)

W8: Chapter7PartII-Simiarity (P21~P33)

Chapter7PartIII-Homophily (P1~P6)

11. 2010_10_27 (W7)(W8)

W7: Chapter7PartIII-Homophily (P2~P14)

Chapter8 The Large-scale Structure of Networks (P1~P12)

W8: Chapter8 The large-scale Structure of Networks (P12~P42)

12. 2010_11_01 (M9)

M9: Chapter8 The large-scale Structure of Networks (P24~P62)

Chapter9 Basic Concepts of Algorithms (P1~P25)

13. 2010_11_03 (W7)(W8)

W7: Chapter9 Basic Concepts of Algorithms (P22~P33)

Chapter11 Matrix Algorithms and Graph Partitioning (P1~P19)

W8: Chapter11 Matrix Algorithms and Graph Partitioning (P20~P48)

14. 2010_11_08 (M9)

M9: Chapter12 Random Graphs (P1~P18)

15. 2010_11_10 (W7)(W8)

W7: Chapter12 Random Graphs (P10~P35)

W8: Cauchy Integral (Ching-Min Lien)

Chapter12 Random Graphs (P35~P44)

Chapter13 PartI-Configuration Model (P1~P9)

16. 2010_11_15 (M9)

M9: Chapter13 PartI-Configuration Model (P10~P22)

Ch13 Random Graphs with Given Expected Degree

Excess Degree Distribution

17. 2010_11_24 (W7)(W8)

18. 2010_11_29 (M9)

19. 2010_12_01 (W7)(W8)

W7: Answers for the midterm

W8: Size Distribution for Samll Componenets

Average Size of a Small Component

Complete Distribution of Small Component Sizes

20. 2010_12_06 (M9)

M9: Complete Distribution of Small Component Sizes

Power-law Degree Distribution
Ch14. Preferential Attachment

21. 2010_12_08 (W7) (W8)

W7: Ch14. Preferential Attachment Price's Model, Master Equation

W8: Beta and Gamma Functions,

Computer Simulation

22. 2010_12_13 (M9)

M9:The Model of Barabasi and Albert

Degree Distribution as a Function of Time of Creation

23. 2010_12_15 (W7)(W8)

W7: Size of In-componenets

Addition of Extra Edges

W8: Removal of Edges

Non-linear Preferential Attachment

24. 2010_12_20 (M9)

M9: Vertices of Varying Quality or Attractiveness

Vertex Copying Models

25. 2010_12_22 (W7)(W8)

W7: Chapter15 Small World (P1~P22)

15.2 Exponential Random Graphs
W8: 15.2 Exponential Random Graphs

26. 2010_12_27 (M9)

M9: 15.2 Exponential Random Graphs

        Simple Examples

        Reciprocity Model

27. 2010_12_29 (W7)(W81, W82)

W7: Two-star Model

W8: Igraph Project

        16.1 Percolation

        16.2Uniform Random Removal of Vertices

28. 2011_01_03 (M9)

M9: 16.2 Uniform Random Removal of Vertices

16.3 Non-Uniform Random Removal of Vertices

17 Epidemics on Neworks SI model

29. 2011_01_05 (W7)(W8)

W7: 17 Epidemics on Networks

        SIR model, SIS model, SIRS model,

W8: 17.7 Late-time Property

        SIR Model and the Configuration model

        17.9 Time-dependent Properties

30.

Homework

·           Homework #1 (Due on Oct. 18, 2010)  Homework #1 Solution

·           Homework #2 (Due on Nov. 1, 2010) Homework#2 Solution

·           Homework #3 (Due on Nov. 22, 2010) Homework#3 Solution

·           Homework #4 (Due on Dec. 15, 2010) Homework#4 Solution

·           Homework #5 (Due on Dec. 29, 2010) Homework#5 Solution

Exams

Grading

·           5% Class participation

·         20% Problem sets (Roughly 4-6 problem sets will be assigned.)

·         25% Midterm Exam

·         30% Final Exam

·         10% Projects

·         10% Presentations

              Last update : 2011/1/11