Semester | Mand. | Option | Filières |
E | x | ||
MA2, MA4 | x | ||
MA2, MA4 | x | C |
Lecture | 2 weekly |
Exercises | 1 weekly |
Study plan | Semester | Mand. | Option | Filières |
Ingénierie financière 2018-19 | MA2 | x | ||
Ingénierie financière 2018-19 | MA4 | x | ||
Management, technologie et entrepreneuriat 2018-19 | MA2 | x | C | |
Management, technologie et entrepreneuriat 2018-19 | MA4 | x | C | |
Mineur : Management, technologie et entrepreneuriat 2018-19 | E | x |
Cursus | Sem. | Type |
---|---|---|
Financial engineering | MA2, MA4 | Opt. |
Management, Technology and Entrepreneurship minor | E | Opt. |
Managmt, tech et entr. | MA2, MA4 | Opt. |
This course will cover a broad range of approaches - drawn from social network analysis, graph theory, and network science - for analyzing real world network data. Throughout the course theoretical material will be presented in parallel with data and code. The assignments, mid-term and final project will require students to handle, analyze and interpret real network data using Python in the Jupyter Notebook environment.
Specific topics include, but are not limited to, the following:
Care will be taken to reinforce these techniques and concepts with examples using real world data, and to faciliate the development of intuition for when and how networks are a useful avenue of analysis.
Data Analysis; Business Analytics; Statistics; Complex Systems; python
This course attempts to be as self contained as possible, but it does approach the topic from a quantitative point of view and, as such, students should be comfortable with the basics of (i.e. have taken at least one course in) the following topics before enrolling:
As course work will be largely computational, experience with at least one programming language is also required.
It is strongly recommended that each student complete an introductory course in python before the start of the course. Many MOOCs and/or tutorials are available online.
Statistics and probability experience beyond the introductory level are also recommended.
The weekly lectures integrate both theory and application. Exercise sessions give students "hands on" experience writing and running analysis code, and interpreting results. In both, care is taken in both to help develop computational thinking skills.
*Notes, exercises and assignments containing Python code will be made available to students in the form of Jupyter Notebooks. From past experience, this works best if students run Jupyter on their own computer, for example, through Conda. However, Docker containers with all packages necessary to follow and complete the course will also be made available.
Regular individual assignments: 52%
Individual mid-term project: 13%
Final group project: 35%
Lecture notes and Jupyter Notebooks will represent the bulk of course material, but the following references may prove useful for various topics*:
*Sections of interest will be specifically noted in course notes. Small portions may be distributed as necessary, and as may be consistent with intellectual property constraints.
optionnel
optionnel
Cours
Lecture
Heure(s) hebdo x 14 semaines
Hour(s) per week x 14 weeks
H hebdo
H hebdo
Exercices
Exercises
Heure(s) hebdo x 14 semaines
Hour(s) per week x 14 weeks
H hebdo
H hebdo
Pendant le semestre
During the semester
Session été
Session summer
ETE
ETE
optionnel
optionnel
Cours
Lecture
Heure(s) hebdo x 14 semaines
Hour(s) per week x 14 weeks
H hebdo
H hebdo
Exercices
Exercises
Heure(s) hebdo x 14 semaines
Hour(s) per week x 14 weeks
H hebdo
H hebdo
Pendant le semestre
During the semester
Session été
Session summer
ETE
ETE
optionnel
optionnel
Cours
Lecture
Heure(s) hebdo x 14 semaines
Hour(s) per week x 14 weeks
H hebdo
H hebdo
Exercices
Exercises
Heure(s) hebdo x 14 semaines
Hour(s) per week x 14 weeks
H hebdo
H hebdo
Pendant le semestre
During the semester
Session été
Session summer
ETE
ETE
optionnel
optionnel
Cours
Lecture
Heure(s) hebdo x 14 semaines
Hour(s) per week x 14 weeks
H hebdo
H hebdo
Exercices
Exercises
Heure(s) hebdo x 14 semaines
Hour(s) per week x 14 weeks
H hebdo
H hebdo
Pendant le semestre
During the semester
Session été
Session summer
ETE
ETE
optionnel
optionnel
Cours
Lecture
Heure(s) hebdo x 14 semaines
Hour(s) per week x 14 weeks
H hebdo
H hebdo
Exercices
Exercises
Heure(s) hebdo x 14 semaines
Hour(s) per week x 14 weeks
H hebdo
H hebdo
Pendant le semestre
During the semester
Session été
Session summer
ETE
ETE
BALISES_TEXTES
BOOLEAN_Symbol
BaliseJS_debut
BaliseJS_fin
Balise_debut
Balise_fin
FO_debut
FO_fin
HTML_debut
HTML_fin
JS_debut
JS_fin
BALISE_BOLD
BOOLEAN_Symbol
BaliseJS_debut
\x5bb\x5d
BaliseJS_fin
\x5b\x2fb\x5d
Balise_debut
[b]
Balise_fin
[/b]
FO_debut
font-weight=bold
FO_fin
font-weight=normal
HTML_debut
<b>
HTML_fin
</b>
JS_debut
\x3cb\x3e
JS_fin
\x3c\x2fb\x3e
BALISE_ITALIC
BOOLEAN_Symbol
BaliseJS_debut
\x5bi\x5d
BaliseJS_fin
\x5b\x2fi\x5d
Balise_debut
[i]
Balise_fin
[/i]
FO_debut
font-style=italic
FO_fin
font-style=normal
HTML_debut
<i>
HTML_fin
</i>
JS_debut
\x3ci\x3e
JS_fin
\x3c\x2fi\x3e
BALISE_RED
BOOLEAN_Symbol
BaliseJS_debut
\x5bred\x5d
BaliseJS_fin
\x5b\x2fred\x5d
Balise_debut
[red]
Balise_fin
[/red]
FO_debut
color=#990033
FO_fin
color=black
HTML_debut
<span style="color:#990033;">
HTML_fin
</span>
JS_debut
\x3cspan style="color:#990033;"\x3e
JS_fin
\x3c\x2fspan\x3e
BALISE_TAB
BOOLEAN_Symbol
BaliseJS_debut
\x5btab\x5d
BaliseJS_fin
Balise_debut
[tab]
Balise_fin
FO_debut
[inline]=        
FO_fin
HTML_debut
<img src="/images/gestacplus/base/pixel.gif" width="40" height="1"/>
HTML_fin
JS_debut
\x3cimg src="\x2fimages\x2fgestacplus\x2fbase\x2fpixel.gif" width="40" height="1"\x2f\x3e
JS_fin
BALISE_LIST
BOOLEAN_Symbol
BaliseJS_debut
\x5bli\x5d
BaliseJS_fin
Balise_debut
[li]
Balise_fin
FO_debut
[inline]=•  
FO_fin
HTML_debut
•  
HTML_fin
JS_debut
\x26#x2022;\x26#160;\x26#160;
JS_fin
CODE5045487
BOOLEAN_Symbol
BaliseJS_debut
\x5b\x5d
BaliseJS_fin
Balise_debut
[]
Balise_fin
FO_debut
[inline]= 
FO_fin
HTML_debut
 
HTML_fin
JS_debut
\x26#160;
JS_fin
BALISE_GREEN
BOOLEAN_Symbol
BaliseJS_debut
\x5bgreen\x5d
BaliseJS_fin
\x5b\x2fgreen\x5d
Balise_debut
[green]
Balise_fin
[/green]
FO_debut
color=#008000
FO_fin
color=black
HTML_debut
<span style="color:#008000;">
HTML_fin
</span>
JS_debut
\x3cspan style="color:#008000;"\x3e
JS_fin
\x3c\x2fspan\x3e
CODE7508550
BOOLEAN_Symbol
BaliseJS_debut
\x5bblue\x5d
BaliseJS_fin
\x5b\x2fblue\x5d
Balise_debut
[blue]
Balise_fin
[/blue]
FO_debut
color=#0080FF
FO_fin
color=black
HTML_debut
<span style="color:#0080FF;">
HTML_fin
</span>
JS_debut
\x3cspan style="color:#0080FF;"\x3e
JS_fin
\x3c\x2fspan\x3e
BALISE_COURIER
BOOLEAN_Symbol
BaliseJS_debut
\x5bcourier\x5d
BaliseJS_fin
\x5b\x2fcourier\x5d
Balise_debut
[courier]
Balise_fin
[/courier]
FO_debut
font-family=Courier
FO_fin
font-family=
HTML_debut
<font style="font-family:Courier;">
HTML_fin
</font>
JS_debut
\x3cfont style="font-family:Courier;"\x3e
JS_fin
\x3c\x2ffont\x3e
BALISE_SIZE20
BOOLEAN_Symbol
BaliseJS_debut
\x5b20\x5d
BaliseJS_fin
\x5b\x2f20\x5d
Balise_debut
[20]
Balise_fin
[/20]
FO_debut
font-size=20pt
FO_fin
font-size=
HTML_debut
<font style="font-size:20pt;">
HTML_fin
</font>
JS_debut
\x3cfont style="font-size:20pt;"\x3e
JS_fin
\x3c\x2ffont\x3e
BALISE_SIZE16
BOOLEAN_Symbol
BaliseJS_debut
\x5b16\x5d
BaliseJS_fin
\x5b\x2f16\x5d
Balise_debut
[16]
Balise_fin
[/16]
FO_debut
font-size=16pt
FO_fin
font-size=
HTML_debut
<font style="font-size:16pt;">
HTML_fin
</font>
JS_debut
\x3cfont style="font-size:16pt;"\x3e
JS_fin
\x3c\x2ffont\x3e
BALISE_SIZE12
BOOLEAN_Symbol
BaliseJS_debut
\x5b12\x5d
BaliseJS_fin
\x5b\x2f12\x5d
Balise_debut
[12]
Balise_fin
[/12]
FO_debut
font-size=12pt
FO_fin
font-size=
HTML_debut
<font style="font-size:12pt;">
HTML_fin
</font>
JS_debut
\x3cfont style="font-size:12pt;"\x3e
JS_fin
\x3c\x2ffont\x3e
BALISE_SIZE8
BOOLEAN_Symbol
BaliseJS_debut
\x5b8\x5d
BaliseJS_fin
\x5b\x2f8\x5d
Balise_debut
[8]
Balise_fin
[/8]
FO_debut
font-size=8pt
FO_fin
font-size=
HTML_debut
<font style="font-size:8pt;">
HTML_fin
</font>
JS_debut
\x3cfont style="font-size:8pt;"\x3e
JS_fin
\x3c\x2ffont\x3e
BALISE_BLACKBACK
BOOLEAN_Symbol
BaliseJS_debut
\x5bblackback\x5d
BaliseJS_fin
\x5b\x2fblackback\x5d
Balise_debut
[blackback]
Balise_fin
[/blackback]
FO_debut
background-color=black
FO_fin
background-color=white
HTML_debut
<span style="background-color:black;">
HTML_fin
</span>
JS_debut
\x3cspan style="background-color:black;"\x3e
JS_fin
\x3c\x2fspan\x3e
BALISE_WHITE
BOOLEAN_Symbol
BaliseJS_debut
\x5bwhite\x5d
BaliseJS_fin
\x5b\x2fwhite\x5d
Balise_debut
[white]
Balise_fin
[/white]
FO_debut
color=white
FO_fin
color=black
HTML_debut
<span style="color:white;">
HTML_fin
</span>
JS_debut
\x3cspan style="color:white;"\x3e
JS_fin
\x3c\x2fspan\x3e
CODE47534071
BOOLEAN_Symbol
1
BaliseJS_debut
\x5bbeta\x5d
BaliseJS_fin
Balise_debut
[beta]
Balise_fin
FO_debut
[inline]=β
FO_fin
HTML_debut
β
HTML_fin
JS_debut
\x26#946;
JS_fin
CODE47534435
BOOLEAN_Symbol
1
BaliseJS_debut
\x5balpha\x5d
BaliseJS_fin
Balise_debut
[alpha]
Balise_fin
FO_debut
[inline]=α
FO_fin
HTML_debut
α
HTML_fin
JS_debut
\x26#945;
JS_fin
CODE47551722
BOOLEAN_Symbol
BaliseJS_debut
\x5bsub\x5d
BaliseJS_fin
\x5b\x2fsub\x5d
Balise_debut
[sub]
Balise_fin
[/sub]
FO_debut
vertical-align=sub
FO_fin
vertical-align=baseline
HTML_debut
<sub>
HTML_fin
</sub>
JS_debut
\x3csub\x3e
JS_fin
\x3c\x2fsub\x3e
CODE48535424
BOOLEAN_Symbol
1
BaliseJS_debut
\x5bLAMBDA\x5d
BaliseJS_fin
Balise_debut
[LAMBDA]
Balise_fin
FO_debut
[inline]=Λ
FO_fin
HTML_debut
Λ
HTML_fin
JS_debut
\x26#923;
JS_fin
CODE48535666
BOOLEAN_Symbol
1
BaliseJS_debut
\x5blambda\x5d
BaliseJS_fin
Balise_debut
[lambda]
Balise_fin
FO_debut
[inline]=λ
FO_fin
HTML_debut
λ
HTML_fin
JS_debut
\x26#955;
JS_fin
CODE47551793
BOOLEAN_Symbol
BaliseJS_debut
\x5bsup\x5d
BaliseJS_fin
\x5b\x2fsup\x5d
Balise_debut
[sup]
Balise_fin
[/sup]
FO_debut
vertical-align=super
FO_fin
vertical-align=baseline
HTML_debut
<sup>
HTML_fin
</sup>
JS_debut
\x3csup\x3e
JS_fin
\x3c\x2fsup\x3e
CODE56031535
BOOLEAN_Symbol
1
BaliseJS_debut
\x5bdelta\x5d
BaliseJS_fin
Balise_debut
[delta]
Balise_fin
FO_debut
[inline]=δ
FO_fin
HTML_debut
δ
HTML_fin
JS_debut
\x26#948;
JS_fin
CODE56073309
BOOLEAN_Symbol
1
BaliseJS_debut
\x5bpi\x5d
BaliseJS_fin
Balise_debut
[pi]
Balise_fin
FO_debut
[inline]=π
FO_fin
HTML_debut
π
HTML_fin
JS_debut
\x26#960;
JS_fin
CODE56074095
BOOLEAN_Symbol
1
BaliseJS_debut
\x5bDELTA\x5d
BaliseJS_fin
Balise_debut
[DELTA]
Balise_fin
FO_debut
[inline]=Δ
FO_fin
HTML_debut
Δ
HTML_fin
JS_debut
\x26#916;
JS_fin
CODE56074172
BOOLEAN_Symbol
1
BaliseJS_debut
\x5bMU\x5d
BaliseJS_fin
Balise_debut
[MU]
Balise_fin
FO_debut
[inline]=Μ
FO_fin
HTML_debut
Μ
HTML_fin
JS_debut
\x26#924;
JS_fin
CODE56074264
BOOLEAN_Symbol
1
BaliseJS_debut
\x5bPI\x5d
BaliseJS_fin
Balise_debut
[PI]
Balise_fin
FO_debut
[inline]=Π
FO_fin
HTML_debut
Π
HTML_fin
JS_debut
\x26#928;
JS_fin
CODE56074328
BOOLEAN_Symbol
1
BaliseJS_debut
\x5bSIGMA\x5d
BaliseJS_fin
Balise_debut
[SIGMA]
Balise_fin
FO_debut
[inline]=Σ
FO_fin
HTML_debut
Σ
HTML_fin
JS_debut
\x26#931;
JS_fin
CODE56075056
BOOLEAN_Symbol
1
BaliseJS_debut
\x5bALPHA\x5d
BaliseJS_fin
Balise_debut
[ALPHA]
Balise_fin
FO_debut
[inline]=Α
FO_fin
HTML_debut
Α
HTML_fin
JS_debut
\x26#913;
JS_fin
CODE56075186
BOOLEAN_Symbol
1
BaliseJS_debut
\x5bBETA\x5d
BaliseJS_fin
Balise_debut
[BETA]
Balise_fin
FO_debut
[inline]=Β
FO_fin
HTML_debut
Β
HTML_fin
JS_debut
\x26#914;
JS_fin
BALISE_SYMBOL
BOOLEAN_Symbol
BaliseJS_debut
\x5bsymbol\x5d
BaliseJS_fin
\x5b\x2fsymbol\x5d
Balise_debut
[symbol]
Balise_fin
[/symbol]
FO_debut
font-family=Symbol
FO_fin
font-family=
HTML_debut
<font style="font-family:Symbol;">
HTML_fin
</font>
JS_debut
\x3cfont style="font-family:Symbol;"\x3e
JS_fin
\x3c\x2ffont\x3e
CODE56072935
BOOLEAN_Symbol
1
BaliseJS_debut
\x5bmu\x5d
BaliseJS_fin
Balise_debut
[mu]
Balise_fin
FO_debut
[inline]=μ
FO_fin
HTML_debut
μ
HTML_fin
JS_debut
\x26#956;
JS_fin
CODE56073842
BOOLEAN_Symbol
1
BaliseJS_debut
\x5bsigma\x5d
BaliseJS_fin
Balise_debut
[sigma]
Balise_fin
FO_debut
[inline]=σ
FO_fin
HTML_debut
σ
HTML_fin
JS_debut
\x26#963;
JS_fin
CODE68199232
BOOLEAN_Symbol
1
BaliseJS_debut
\x5bphi\x5d
BaliseJS_fin
Balise_debut
[phi]
Balise_fin
FO_debut
[inline]=φ
FO_fin
HTML_debut
φ
HTML_fin
JS_debut
\x26#966;
JS_fin
CODE68199285
BOOLEAN_Symbol
1
BaliseJS_debut
\x5bPHI\x5d
BaliseJS_fin
Balise_debut
[PHI]
Balise_fin
FO_debut
[inline]=Φ
FO_fin
HTML_debut
Φ
HTML_fin
JS_debut
\x26#934;
JS_fin
CODE68199991
BOOLEAN_Symbol
1
BaliseJS_debut
\x5bgamma\x5d
BaliseJS_fin
Balise_debut
[gamma]
Balise_fin
FO_debut
[inline]=γ
FO_fin
HTML_debut
γ
HTML_fin
JS_debut
\x26#947;
JS_fin
CODE68200031
BOOLEAN_Symbol
1
BaliseJS_debut
\x5bGAMMA\x5d
BaliseJS_fin
Balise_debut
[GAMMA]
Balise_fin
FO_debut
[inline]=Γ
FO_fin
HTML_debut
Γ
HTML_fin
JS_debut
\x26#915;
JS_fin
CODE68200077
BOOLEAN_Symbol
1
BaliseJS_debut
\x5bomega\x5d
BaliseJS_fin
Balise_debut
[omega]
Balise_fin
FO_debut
[inline]=ω
FO_fin
HTML_debut
ω
HTML_fin
JS_debut
\x26#969;
JS_fin
CODE68200150
BOOLEAN_Symbol
1
BaliseJS_debut
\x5bOMEGA\x5d
BaliseJS_fin
Balise_debut
[OMEGA]
Balise_fin
FO_debut
[inline]=Ω
FO_fin
HTML_debut
Ω
HTML_fin
JS_debut
\x26#937;
JS_fin
CODE72092691
BOOLEAN_Symbol
BaliseJS_debut
\x5beta\x5d
BaliseJS_fin
Balise_debut
[eta]
Balise_fin
FO_debut
[inline]=η
FO_fin
HTML_debut
η
HTML_fin
JS_debut
\x26#951;
JS_fin
CODE72092805
BOOLEAN_Symbol
BaliseJS_debut
\x5bETA\x5d
BaliseJS_fin
Balise_debut
[ETA]
Balise_fin
FO_debut
[inline]=Η
FO_fin
HTML_debut
Η
HTML_fin
JS_debut
\x26#919;
JS_fin
BALISE_SOULIGNER
BOOLEAN_Symbol
BaliseJS_debut
\x5bu\x5d
BaliseJS_fin
\x5b\x2fu\x5d
Balise_debut
[u]
Balise_fin
[/u]
FO_debut
text-decoration=underline
FO_fin
text-decoration=none
HTML_debut
<u>
HTML_fin
</u>
JS_debut
\x3cu\x3e
JS_fin
\x3c\x2fu\x3e
CODE72092388
BOOLEAN_Symbol
BaliseJS_debut
\x5bpsi\x5d
BaliseJS_fin
Balise_debut
[psi]
Balise_fin
FO_debut
[inline]=ψ
FO_fin
HTML_debut
ψ
HTML_fin
JS_debut
\x26#968;
JS_fin
CODE72092541
BOOLEAN_Symbol
BaliseJS_debut
\x5bPSI\x5d
BaliseJS_fin
Balise_debut
[PSI]
Balise_fin
FO_debut
[inline]=Ψ
FO_fin
HTML_debut
Ψ
HTML_fin
JS_debut
\x26#936;
JS_fin
CODE140502511
BOOLEAN_Symbol
1
BaliseJS_debut
\x5brho\x5d
BaliseJS_fin
Balise_debut
[rho]
Balise_fin
FO_debut
[inline]=ρ
FO_fin
HTML_debut
ρ
HTML_fin
JS_debut
\x26#961;
JS_fin
CODE140504636
BOOLEAN_Symbol
1
BaliseJS_debut
\x5bRHO\x5d
BaliseJS_fin
Balise_debut
[RHO]
Balise_fin
FO_debut
[inline]=Ρ
FO_fin
HTML_debut
Ρ
HTML_fin
JS_debut
\x26#929;
JS_fin
CODE148292791
BOOLEAN_Symbol
BaliseJS_debut
\x5bepsilon\x5d
BaliseJS_fin
Balise_debut
[epsilon]
Balise_fin
FO_debut
[inline]=ε
FO_fin
HTML_debut
ε
HTML_fin
JS_debut
\x26#949;
JS_fin
CODE169976220
BOOLEAN_Symbol
BaliseJS_debut
\x5blig\x5d
BaliseJS_fin
Balise_debut
[lig]
Balise_fin
FO_debut
[inline]=›  
FO_fin
HTML_debut
›  
HTML_fin
JS_debut
\x26#x203A;\x26#160;\x26#160;
JS_fin
CODE148292899
BOOLEAN_Symbol
BaliseJS_debut
\x5bEPSILON\x5d
BaliseJS_fin
Balise_debut
[EPSILON]
Balise_fin
FO_debut
[inline]=Ε
FO_fin
HTML_debut
Ε
HTML_fin
JS_debut
\x26#917;
JS_fin
BALISETXT_SAUT
BOOLEAN_Symbol
BaliseJS_debut
\x5bbr\x2f\x5d
BaliseJS_fin
Balise_debut
[br/]
Balise_fin
FO_debut
FO_fin
HTML_debut
<br/>
HTML_fin
JS_debut
\x3cbr\x2f\x3e
JS_fin