MINF4533: Business Networks Analysis and Applications00000000-408a-7877-ffff-ffffd638d253/... · "...

14
MINF4533: Business Networks Analysis and Applications Prof. Dr. Daning Hu Department of Informatics University of Zurich Sep 15th, 2014

Transcript of MINF4533: Business Networks Analysis and Applications00000000-408a-7877-ffff-ffffd638d253/... · "...

Page 1: MINF4533: Business Networks Analysis and Applications00000000-408a-7877-ffff-ffffd638d253/... · " 10.11 to 14.11: ... rmk rml rna rnbo rnt rnwk road robv rog roh roh184 roia rok

MINF4533: Business Networks Analysis and Applications

Prof. Dr. Daning Hu Department of Informatics University of Zurich Sep 15th, 2014

Page 2: MINF4533: Business Networks Analysis and Applications00000000-408a-7877-ffff-ffffd638d253/... · " 10.11 to 14.11: ... rmk rml rna rnbo rnt rnwk road robv rog roh roh184 roia rok

2

Daning Hu: A Network Perspective

Daning Hu studied at

advises

works at

advises

collaborates

Dr. J. Leon Zhao

Jiaqi Yan

John

collaborates

collaborates

Social Network Analysis Financial Intelligence

Jiaqi Jackie Yan, 29, Male, Chinese

?

Page 3: MINF4533: Business Networks Analysis and Applications00000000-408a-7877-ffff-ffffd638d253/... · " 10.11 to 14.11: ... rmk rml rna rnbo rnt rnwk road robv rog roh roh184 roia rok

3

Business Networks Analysis and Applications

n  Instructor: Prof. Dr. Daning Hu, BIN. 2.A.12 n  Co-Instructor: Dr. Jiaqi Yan, BIN. 2.B.24

n  Email: [email protected] (In all emails to me, please put MINF 4533 in the subject line. This can me get to you faster).

n  Credits: 5 ECTS credits

n  Class Schedule: http://www.ifi.uzh.ch/bi/teaching/fall2014/lecture.html

n  Language: English

n  Audience: Undergraduate and Master students

n  Office Hours: Email for appointment, Room 2.A.12.

Page 4: MINF4533: Business Networks Analysis and Applications00000000-408a-7877-ffff-ffffd638d253/... · " 10.11 to 14.11: ... rmk rml rna rnbo rnt rnwk road robv rog roh roh184 roia rok

4

Course Plan

n  This lecture mainly consists of two stages. ¨  15.09 to 19.09: the instructors will introduce the basics of network

modeling and analysis techniques. The students will gain hands on experiences in network analysis in tutorials.

¨  20.09 to 09.11: the students will work on and finish the midterm project (due 11:59 PM on Nov 09, 2014).

¨  10.11 to 14.11: the instructors will introduce various business network applications in marketing and finance.

¨  15.11 to 05.01.15: the students will work on and finish the final project (due 11:59PM on Jan 05, 2015).

Page 5: MINF4533: Business Networks Analysis and Applications00000000-408a-7877-ffff-ffffd638d253/... · " 10.11 to 14.11: ... rmk rml rna rnbo rnt rnwk road robv rog roh roh184 roia rok

5

Grading and Course Goals n  1. Two course projects. One midterm and one final project (each

taking 40%, total is 80%) n  2. Active participation and interaction during the lectures and

tutorials (20%)

n  The project report should include the following four major components: ¨ Network/Relational Data Collection (7.5%) ¨ Network Data Processing and Modeling (10%) ¨ Network Visualization (7.5%) ¨ Network Analysis (15%)

Page 6: MINF4533: Business Networks Analysis and Applications00000000-408a-7877-ffff-ffffd638d253/... · " 10.11 to 14.11: ... rmk rml rna rnbo rnt rnwk road robv rog roh roh184 roia rok

6

Example 1: Network Data Collection

n  Social Networks: Online communities, Social networking websites, Personal blogs and micro-bloggings, online video sharing websites. (e.g., Programmable Web)

n  E-Business: Amazon Web Service, Ebay Data API, Taobao.

n  Others: Financial, Education data sources: Stanford SNAP Portal

Page 7: MINF4533: Business Networks Analysis and Applications00000000-408a-7877-ffff-ffffd638d253/... · " 10.11 to 14.11: ... rmk rml rna rnbo rnt rnwk road robv rog roh roh184 roia rok

7

Example 2: Network Data Processing Modeling

n  Extract relations/links from raw data in database tables

n  Model such relations/links into network data. ¨  Node data ¨  Link data

Page 8: MINF4533: Business Networks Analysis and Applications00000000-408a-7877-ffff-ffffd638d253/... · " 10.11 to 14.11: ... rmk rml rna rnbo rnt rnwk road robv rog roh roh184 roia rok

8

Example 3: Network Visualization

AA

AAPL

AAUK

ABI

ABN

ABT

ABX

ACF

ACKHQ.OBACLS

ACTR.OB

ACV

ADI

AEE

AET

AFG

AGF

AGL

AGN

AGRA

AHC

AIB

AICO

AIG

AIQUY

AIR

AKZOY

AL

ALA

ALB

ALD

ALK

ALL

ALL14

ALN

AM

AMATAMCC

AMFI

AMGN

AMH

AMR

AMTD

AMZN

AN

AOC

AOL

AOT

APCC

APD

APH

APOL

ARG

ASD

ASH

ASN

ASO

ASPT

ASPX

ASTE

AT

ATG

ATH

ATI

ATK

ATW

AV

AVA

AVE

AVID

AVP

AVT

AVX

AVY

AVZ

AW

AWE

AWK.X

AWR

AWRE

AXA

AXE

AXL

AXP

AXTI

AYE

AZ

AZN

AZO

AZPN

AZR

B

BA

BAC

BAESY

BAMM

BAN25

BAN26

BAN29

BAN30

BARZ

BAX

BAY34BAYZY

BBA

BBBY

BBDB

BBI

BBOX

BBQCY

BBR

BBT

BBV35

BBY

BC

BCC

BCE

BCF

BCGI

BCM

BCP37

BCR

BCS

BDG

BDK

BDX

BE

BEAS

BEAV

BEC

BELFB

BELM

BEN

BER

BEV

BEZ

BF

BFAM

BFB

BGEN

BGG

BGP

BHE

BHI

BHMSQ.X

BHP

BID

BIR.X

BJ

BJS

BK

BKH

BKI

BKS

BLC

BLI

BLK

BLL

BLS

BMC

BMET

BMHC

BMM

BMO

BMS

BMW40

BMY

BN

BNE

BNI

BNK

BNP41

BNS

BOBE

BOH

BOKF

BOL

BORL

BOW

BP

BPOP

BR

BRC

BRCD

BRCM

BRE

BRG

BRKS

BRKT

BRL

BRO

BSC

BSET

BSG

BSX

BSY

BT

BTGC

BTH

BTI

BTU

BUD

BVC

BVSN

BW

BWA

BWC

BWG

BWS

BXP

BXS

C

CA

CAG

CAH

CAI

CAJ

CAKE

CAL

CAM

CANI

CAP54

CAR55

CAS

CASY

CAT

CATY

CB

CBB

CBCF

CBE

CBH

CBM

CBR

CBRL

CBSH

CBSS

CBT

CC

CCBL

CCC

CCE

CCK

CCL

CCMP

CCRD

CCU

CD

CDCO.OB

CDI

CDIS

CDN

CDT

CDWC

CDX

CE

CEC

CECO

CEG

CEI

CELG

CELL

CEM.X

CEN

CEN56

CEN57

CEPH

CERN

CEY

CF

CFB

CFBX

CFC

CFFN

CFR

CFWEQ.OB

CG

CGC

CGN58

CGNX

CGO

CGX

CHB

CHD

CHEUY

CHG

CHIR

CHL

CHP

CHRS

CHRW

CHS

CHTR

CHU

CHU62

CHUX

CHZ

CI

CIEN

CIN

CINF

CK

CKFR

CKH

CKP

CKR

CL

CLC

CLE

CLF

CLI

CLX

CMA

CMC

CMCSA

CMGI

CMH

CMIN

CMLS

CMOS

CMS

CMVT

CMX

CNA

CNB

CNCEQ.OB

CNET

CNF

CNL

CNMD

CNP

CNT

CNX

CNXT

COA

COC.X

COE

COF

COG

COH

COHR

COHU

COKE

COL

COLM

COLT

COM66

COMS

COO

COP

CORS

CORV

COST

COX

CPB

CPC

CPN

CPO

CPRT

CPS

CPST

CPT

CPWM

CPWR

CPY

CQB

CR

CRA

CRE

CRE67

CRL

CRS

CRUS

CRY

CRZBY

CSAR

CSC

CSCO

CSG

CSGS

CSK

CSL

CSR

CSTR

CSX

CTAS

CTB

CTG

CTL

CTR

CTS

CTV

CTX

CTXS

CUM

CUNO

CURE

CUZ

CV

CVC

CVD

CVG

CVH

CVS

CVX

CWP

CXR

CY

CYGN

CYH

CYMI

CYN

CYT

CYTC

CZN

D

DA

DAL

DAN73DB

DBD

DBRN

DBS74

DCI

DCM

DCN

DCX

DD

DDIC

DDR

DDS

DE

DEL

DELLDEO

DEU79

DEX81

DF

DFG

DFS

DG

DGII

DGX

DHI

DHR

DIS

DISH

DJ

DL

DLP

DLTR

DLX

DMN

DNA

DNB

DNEX

DNPCY

DNY

DNZOY

DO

DOL.P

DON.X

DOV

DOW

DP

DPH

DPL

DPMI

DQE

DRE

DRI

DRL

DRQ

DRS

DRSDY

DRTE

DRYR

DSCP

DSECY

DSL

DSPG

DSS

DST

DT

DTE

DUK

DV

DVA

DVN

DXYN

DY

DYN

E

EAD85

EAGL

EAS

EAS86

EAT

EBAY

EC

ECL

ED

EDGW

EDMC

EDS

EFX

EGLS

EGN

EIX

EK

EL

ELE88

ELK

ELN

ELX

ELY

EMC

EMMS

EMN

EMR

EN

ENC

END89

ENGSY

ENR

ENRNQ

ENZ

EOG

EON

EOP

EP

EPIC

EPRE

EQR

EQT

ERG93

ERICD

ERIE

ERTS

ESA

ESIO

ESL

ESRX

ESST

ESV

ET

ETH

ETM

ETN

ETR

ETS

EV

EVC

EW

EWBC

EXBT

EXC

EXPD

EXPE

EY

EYE

F

FAF

FAN95

FAST

FBAN

FBF

FBN

FBP

FC

FCEA

FCF

FCNCA

FCS

FCTR

FCX

FD

FDC

FDO

FDS

FDX

FE

FED

FEIC

FFBC

FFEX

FHCC

FIC

FII

FILE

FINN.P

FISV

FITB

FJC

FJTSY

FL

FLE

FLMIQ

FLO

FLOW

FLR

FLS

FMBI

FMC

FMER

FMT

FNF

FNM

FNVG.OB

FO

FOE

FON

FOR96

FOSL

FOX

FPL

FR

FRE

FRK

FRNT

FRX

FSH

FSS

FST

FTE

FTI

FTN

FTS

FTUS

FUJIY

FUL

FULT

FUWAY

FVB

FWC

FWRD

G

GAIA

GAP

GAS

GBBK

GBCB

GBLXQ

GCI

GCO

GD

GDI

GDT

GDW

GDYS

GE

GEN101

GENZ

GETY

GFF

GGC

GGG

GGP

GILD

GIS

GKSRA

GLK

GLT

GLW

GM

GMCR

GME

GMH

GMIL.OB

GMP

GMST

GMT

GNCMA

GNTX

GOSHA

GOT

GP

GPC

GPI

GPN

GPS

GPT

GR

GRA

GRA103

GRB

GRP

GS

GSB.X

GSK

GT

GTI

GTK

GTW

GVA

GWW

GXP

GY

GYMB

HAE

HAIN

HAKI

HAL

HAL104

HAR

HAS

HB

HBAN

HBC

HC

HCA

HCBK

HCC

HCOW

HCP

HCR HD

HDI

HE

HELX

HEN107

HET

HGGR

HGR

HGSI

HH

HHS

HI.X

HIB

HIG

HINKY

HIT

HIW

HKF

HLIT

HLSH

HLT

HLTH

HMA

HMC

HMN

HMT

HMX

HNCS.X

HNI

HNT

HNZ

HOLX

HON

HOT

HP

HPC

HPQ

HPT

HRB

HRH

HRL

HRS

HSC

HSIC

HSII

HSNGY

HSP

HSY

HTCH

HTLD

HTV

HU

HUBB

HUF

HUG

HUM

HUN.X

HUWHY

HYSL

IAAI

IBC

IBE112

IBM

IBOC

ICBC

ICN

ICOS

ICST

IDA

IDC

IDPH

IDT

IDTI

IDXX

IEX

IFCIQ.OB.X

IFF

IFIN

IFSIA

IFX

IGL

IGT

IHI

IHP

IIIG

IIIN.OB

IKN

ILA

IM

IMC

IMGC

IMI

IMN

IMNX.X

IMPH

IMR

INCY

INET

INFS

ING

INGR

INMT

INSU

INT115

INTC

INTL

INTU

INTV

INV116

INVX

IO

ION

IP

IPG

IR

IRF

IRIC

IRM

ISCA

ISIL

ISKO

ISSX

IT

ITA117

ITEX.OB

ITG

ITO118

ITRI

ITT

ITW

ITWO

IVC

IVGN

IVX

IYCOY

JAKK

JAP120

JAP121

JASA

JBHT

JBL

JBLU

JBX

JCI

JCP

JDEC

JDSU

JEC

JEF

JH

JHF

JJSF

JKHY

JLG

JNC

JNJ

JNPR

JNS

JNY

JOE

JP

JPM

JSNSY

JWA

JWN

K

KAN122

KAOCY

KBC124

KBH

KDE

KDN

KEA

KEI

KELYA

KEM

KEP

KEX

KEY

KFT

KFY

KG

KIM

KKD

KLAC

KLIC

KMB

KMG

KMI

KMRT

KMRTQ.X

KMT

KMX

KO

KOMG

KOPN

KP.X

KPNKR

KRB

KRI

KROL

KRON

KSE

KSS

KSU

KSWS

KTC

KTO

KWR

KYO

L

LAB

LAF

LAMR

LANC

LAWS

LBY

LDG

LDL

LE.X

LEA

LECO

LEE

LEG

LEH

LEN

LFB

LFG

LG

LGGNY

LGTO

LH

LII

LIN

LIZ

LLL

LLTC

LLY

LM

LMT

LNC

LNCE

LNCR

LNN

LNT

LNY

LOG132

LORLY

LOW

LPNT

LPX

LRCX

LRW

LRY

LSCC

LSI

LSS

LSTR

LTD

LTR

LTXX

LU

LUB

LUK

LUV

LVC

LVLT

LVMHY

LXK

LYG

LYO

LZ

LZB

MACR

MAFB

MAG

MAN

MAPS

MAR

MAS

MAT

MAT137

MAY

MBG

MBI

MBRS

MC

MCD

MCDTA

MCHP

MCK

MCO

MCRL

MCRS

MCS

MCY

MDC

MDP

MDR

MDS

MDT

MDU

MEAD

MED139

MEDI

MEG

MEH

MEL

MENT

MER

MERQ

MERX

MESA

MET

MET140

METHA

MFC

MGA

MGEE

MGG

MGLH.OB

MGM

MHK

MHP

MI

MIK

MIL

MIPS

MIR

MIT143

MIT144

MIZ145

MKC

MKL

MKSI

MLHR

MLI

MLM

MLNM

MLRM.OB

MMC

MME

MMM

MMS

MNC

MNI

MNST

MNTR

MNY

MO

MODI

MOGN

MOLXMON

MONI

MOT

MPS

MRBK

MRCY

MRD

MRKMRO

MRX

MSBHY

MSC

MSFT

MSM

MSO

MSPI

MTB

MTD

MTG

MTRM.OB

MTW

MTX

MTZ

MU

MUN146

MUR

MVSN

MW

MWD

MWV

MWY

MXIM

MXM

MXT

MYE

MYG

MYL

MZ

N

NAB

NAFCE

NAP

NATI

NATR

NAUT

NAV

NBL

NBR

NBTY

NC

NCC

NCF

NCH.X

NCI

NCOG

NCR

NDC

NDE

NDN

NDSN

NE

NEB

NEM

NET

NEU

NEV

NEWP

NFB

NFG

NFS

NFX

NGG

NHY

NI

NIK153

NIP155

NIPNY

NJR

NKE

NLY

NMGA

NOC

NOI

NOK

NOM158

NOR

NOR159

NOVL

NOVN

NPK

NSANY

NSC

NSH

NSI.P

NSIT

NSM

NSRGY

NST

NT

NTAP

NTDOY

NTRS

NTT

NTT165

NU

NUE

NUI

NVDA

NVLSNVO

NVR

NVS

NWAC

NWK

NWL

NWN

NWS

NX

NXL

NXTL

NYB

NYFX

NYT

OATS

OCA

OCAS

OCQ

OCR

ODP

OEI.X

OGE

OHP

OI

OII

OKE

OKWHQ.OB

OLG

OLN

OLVTY

OMC

OMG

OMI

OMN

OMX

ONB

ONE

OPWV

ORB

ORCL

ORGG.OB

ORI

ORLY

OSG

OSI

OSK

OSM.X

OSTE

OWENQ.OB

OXM

OXY

PACW

PALM

PAS

PAYX

PBCT

PBG

PBI

PBKS

PBR

PBY

PCAR

PCBC

PCG

PCH

PCL

PCLE

PCO

PCOM.OB

PCP

PCS

PCTI

PCW

PD

PDCO

PDE

PDG

PDLI

PDQ

PDX

PEG

PEGS

PENX

PEP

PER

PETC

PETM

PFCB

PFE

PFG

PFGC

PFGI

PG

PGL

PGN

PGR

PH

PHA.X

PHCC

PHG

PHM

PHS

PHTN

PII

PIN173

PIOS

PIR

PIXR

PKE

PKG

PKI

PKS

PL

PLAB

PLB

PLCM

PLD

PLL

PLMD

PLT

PLX

PLXS

PMCS

PMI

PMTC

PNC

PNR

PNRA

PNW

PNX

PNY

POG

POL

POM

POOL

POP

POS

POWI

PPD

PPDI

PPE

PPG

PPL

PPP

PR

PRGO

PRGS

PRGX

PRK

PROX

PRU

PRV

PRXL

PSA

PSC

PSD

PSEM

PSFT

PSO

PSS

PSSI

PSUN

PTEC

PTEN

PTON.OB

PTV

PUK

PVH

PVN

PWAV

PWER

PWN

PWR

PX

PXD

PXR

PYPL.X

PZB

PZL.X

PZZA

Q

QCOM

QLGC

QRSI

QTRN

R

RA

RAD

RADS

RAH

RAM.X

RARE

RATL.X

RBC

RBK

RBN

RCI

RCII

RDA

RDC

RDK

RDN

RDRT

RE

REG

REGN

REM

REN177

REP

RESP

RETK

REY

RF

RFMD

RGA

RGC

RGR

RGS

RGS.X

RHHVF

RHI

RI

RIC180

RICOY

RIG

RIGS

RJF

RJR

RKT

RKY

RL

RLI

RMD

RMG

RMK

RML

RNA

RNBO

RNT

RNWK

ROAD

ROBV

ROG

ROH

ROH184

ROIA

ROK

ROL

ROOM

ROP

ROST

ROY187

ROY188

RPM

RRI

RRR

RS

RSA

RSAS

RSE

RSG

RSH

RSLN

RSYS

RT

RTI

RTN

RTP

RTRSY

RUK

RUS

RWEOY

RX

RY

RYL

RYN

S

SAB190

SAFC

SAH

SAI192

SAK193

SAM194

SAN196

SAN197

SAN198

SANM

SANYY

SAP

SAPE

SBC

SBIB

SBL

SBLUQ.X

SBUX

SCG

SCGLY

SCH

SCH201

SCHL

SCHS

SCM

SCMM

SCOR.X

SCRI

SCS

SCTC

SDS

SEA203

SEBL

SEC204

SEE

SEIC

SEIE.OB

SEPR

SFA

SFAM.X

SFD

SFG

SFI

SFN

SFP

SFY

SGI

SGP

SGR

SGTJY

SGY

SHB207

SHCAY

SHI208

SHLM

SHW

SI

SIAL

SIB

SIE

SIGI

SII

SIN210

SIVB

SJM

SKA213

SKM

SKO

SKP

SKS

SKY

SKYF

SKYW

SLB

SLE

SLM

SLMD.X

SLR

SLVN

SM

SMG

SMP

SMRT

SMSC

SMTC

SMTOY

SNA

SNDK

SNE

SNPS

SNRA

SNV

SO

SOF215

SOI

SOL

SON

SONC

SOTR

SOV

SPAR

SPC

SPF

SPG

SPI

SPLS

SPOT

SPSS

SPW

SQAA

SR

SRCP

SRE

SRP

SRR

SRT

SRZ

SSCC

SSD

SSP

ST

STA218

STAR

STBA

STD

STE

STEI

STI

STJ

STK

STLD

STM

STR

STT

STTX

STU

STXN

STZ

SUG

SUHJY

SUN

SUNW

SUP

SUPX

SUSQ

SVC

SVELY SVM

SVU

SWBT

SWC

SWFT

SWI224

SWKSWKS

SWM

SWN

SWS

SWX

SWY

SXI

SXT

SY

SYK

SYKE

SYMC

SYMM

SYY

SZE

T

TAK227

TALK

TAPB

TBCC

TBI

TBL

TCB

TD

TDK

TDS

TDW

TDY

TE

TECD

TECH

TECUB

TEF

TEK

TEL229

TEL233

TEN

TER

TES235

TF1236

TFS

TFX

TG

TGT

TGX

THC

THO

THQI

TI

TIF

TII

TIN

TJX

TKR

TLAB

TLB

TLS

TM

TMCS.X

TMK

TMO

TMS

TMX

TNB

TNC

TNL

TNM

T-O243

TOC

TOK241

TOK242

TOL

TOSBF

TOT

TOY

TP

TQNT

TR

TRB

TRBS

TRH

TRI

TRMB

TRMK

TRN

TROW

TRST

TRW.X

TRY

TRZ

TSAI

TSFG

TSG

TSM

TSN

TSS

TTC

TTEK

TTITTN

TUP

TVL

TW

TWI

TWKGF.OB

TWP

TWR

TXCC

TXI

TXN

TXT

TXU

TYC

UALAQ.OB

UAWGQ.OB

UB

UBS

UBSI

UCBH

UCL

UCOMA

UDR

UFI

UFPI

UGI

UHS

UIL

UIS

UL

ULTE

UMBF

UMC

UNFI

UNH

UNI249

UNM

UNP

UNS

UOPX

UPC

UPS

URIURS

USAI

USB

USFC

USG

USM

USON

UST

USTR

UTEK

UTR

UTSI

UTX

UVN

UVV

V

VAL

VALU

VAR

VC

VCI

VE

VFC

VIAB

VICR

VITL

VLKAY

VLNC

VLO

VLY

VMC

VMI

VNO

VNUVY

VOD

VOL

VOXX

VPI

VRC

VRSN

VRTS

VRTX

VRTY

VSAT

VSEA

VSH

VTS

VTSS

VVC

VVI

VZ

WABC

WAG

WAT

WB

WBK

WBS

WCOEQ.OB

WCS

WDFC

WDR

WEC

WEN

WERN

WFC

WFMI

WFSL

WFT

WGL

WGO

WGR

WHR

WHX

WIN

WIND

WIT

WL

WLM

WLP

WLV

WM

WMB

WMI

WMO

WMS

WMT

WNC

WON

WOR

WPI

WPO

WPPGY

WR

WRI

WRNC

WSBC

WSC

WSM

WSO

WSTC

WTNY

WTS

WTSLA

WTW

WWE

WWW

WWY

WXS

WY

WYE

X

XEL

XL

XLNX

XOM

XRAY

XRIT

XRX

XTO

Y

YAM260

YELL

YHOO

YRK

YUM

ZBRA

ZION

ZIXI

ZLC

ZMH

ZNT

ZQK

ZUR261

Page 9: MINF4533: Business Networks Analysis and Applications00000000-408a-7877-ffff-ffffd638d253/... · " 10.11 to 14.11: ... rmk rml rna rnbo rnt rnwk road robv rog roh roh184 roia rok

9

Example 4: Network Analysis

n  A Microblogging Network: Who possesses the most advantageous position in brokering information and knowledge in this network?

Page 10: MINF4533: Business Networks Analysis and Applications00000000-408a-7877-ffff-ffffd638d253/... · " 10.11 to 14.11: ... rmk rml rna rnbo rnt rnwk road robv rog roh roh184 roia rok

10

A Global Terrorist Network

n  How to effectively break down terrorist networks?

Page 11: MINF4533: Business Networks Analysis and Applications00000000-408a-7877-ffff-ffffd638d253/... · " 10.11 to 14.11: ... rmk rml rna rnbo rnt rnwk road robv rog roh roh184 roia rok

11

Network-based Business Intelligence Applications n  Recommender Systems:

Page 12: MINF4533: Business Networks Analysis and Applications00000000-408a-7877-ffff-ffffd638d253/... · " 10.11 to 14.11: ... rmk rml rna rnbo rnt rnwk road robv rog roh roh184 roia rok

12

Network-based Business Intelligence Applications n  Reputation Systems:

Page 13: MINF4533: Business Networks Analysis and Applications00000000-408a-7877-ffff-ffffd638d253/... · " 10.11 to 14.11: ... rmk rml rna rnbo rnt rnwk road robv rog roh roh184 roia rok

13

Network-based Business Intelligence Applications n  Social Media based Marketing, Word-of-Mouth Effect

Page 14: MINF4533: Business Networks Analysis and Applications00000000-408a-7877-ffff-ffffd638d253/... · " 10.11 to 14.11: ... rmk rml rna rnbo rnt rnwk road robv rog roh roh184 roia rok

14

Computing tools required for this course

n  Database Management Software ¨  MySQL or other common DBMS such as MS SQL Server, Oracle, etc.

n  Network Visualization Tool: NetDraw, R (Statnet or iGraph)

n  Network Analysis Tool: R (Statnet or iGraph), or UCINet