mathematics for networking y.c. tay national university of singapore

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Mathematics for Networking Y.C. Tay National University of Singapore

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Page 1: Mathematics for Networking Y.C. Tay National University of Singapore

Mathematics for Networking

Y.C. TayNational University of Singapore

Page 2: Mathematics for Networking Y.C. Tay National University of Singapore

your favourite mathematical

topic

your favourite networking

topicexamples (recent or well-cited papers)

Page 3: Mathematics for Networking Y.C. Tay National University of Singapore

your favourite mathematical

topic

your favourite networking

topicexamples (recent or well-cited papers)

statistics

traffic engineering

Leland, Taqqu, Willinger, Wilson:On the self-similar nature of Ethernet traffic.

SIGCOMM 1993

Medina, Taft, Salamatian, Bhattacharyya, DiotTraffic matrix estimation: existing techniques and new directions

SIGCOMM 2002

Page 4: Mathematics for Networking Y.C. Tay National University of Singapore

your favourite mathematical

topic

your favourite networking

topicexamples (recent or well-cited papers)

statistics

traffic engineering

Leland, Taqqu, Willinger, Wilson:On the self-similar nature of Ethernet traffic.

SIGCOMM 1993

Medina, Taft, Salamatian, Bhattacharyya, DiotTraffic matrix estimation: existing techniques and new directions

SIGCOMM 2002stochasticanalysis QoS

mobility

JiangA basic stochastic network calculus

SIGCOMM 2006

Grossglauser and Tse,Mobility increases the capacity of ad hoc wireless networks

INFOCOM 2001

Page 5: Mathematics for Networking Y.C. Tay National University of Singapore

your favourite mathematical

topic

your favourite networking

topicexamples (recent or well-cited papers)

statistics

traffic engineering

stochasticanalysis QoS

mobility

JiangA basic stochastic network calculus

SIGCOMM 2006

Grossglauser and Tse,Mobility increases the capacity of ad hoc wireless networks

INFOCOM 2001

markovchains

sensors

wireless

BianchiPerformance analysis of the IEEE 802. 11

distributed coordination functionJSAC 2000

Shah, Roy, Jain, BrunetteData Mules: Modeling and analysis of a three-tier

architecture for sparse sensor networksAd Hoc Networks 2003

Page 6: Mathematics for Networking Y.C. Tay National University of Singapore

your favourite mathematical

topic

your favourite networking

topicexamples (recent or well-cited papers)

statistics

traffic engineering

stochasticanalysis QoS

mobility

markovchains

sensors

wireless

BianchiPerformance analysis of the IEEE 802. 11

distributed coordination functionJSAC 2000

Shah, Roy, Jain, BrunetteData Mules: Modeling and analysis of a three-tier

architecture for sparse sensor networksAd Hoc Networks 2003

queueingtheory

Menth, Martin, CharzinskiCapacity overprovisioning for networks with

resilience requirementsSIGCOMM 2006

Wu, RegitEffective capacity: A wireless link model for support of

quality of serviceIEEE Trans. Wireless Comm. 2003

Page 7: Mathematics for Networking Y.C. Tay National University of Singapore

your favourite mathematical

topic

your favourite networking

topicexamples (recent or well-cited papers)

statistics

traffic engineering

stochasticanalysis QoS

mobility

markovchains

sensors

wireless

queueingtheory

Menth, Martin, CharzinskiCapacity overprovisioning for networks with

resilience requirementsSIGCOMM 2006

Wu, RegitEffective capacity: A wireless link model for support of

quality of serviceIEEE Trans. Wireless Comm. 2003

scheduling

switches

Iyer, McKeownAnalysis of the parallel packet switch architecture

IEEE/ACM Trans. Networking 2003

Kansal, Potter, SrivastavaPerformance aware tasking for environmentally powered sensors

SIGMETRICS 2004

Page 8: Mathematics for Networking Y.C. Tay National University of Singapore

your favourite mathematical

topic

your favourite networking

topicexamples (recent or well-cited papers)

statistics

traffic engineering

stochasticanalysis QoS

mobility

markovchains

sensors

wireless

queueingtheory

scheduling

switches

Iyer, McKeownAnalysis of the parallel packet switch architecture

IEEE/ACM Trans. Networking 2003

Kansal, Potter, SrivastavaPerformance aware tasking for environmentally powered sensors

SIGMETRICS 2004

(non)linear programming

KellyCharging and rate control for elastic traffic

European Trans. on Telecom. 1997

Kodialam, NandagopalCharacterizing the capacity region in multi-radio

multi-channel wireless mesh networksMobicom 2005

Page 9: Mathematics for Networking Y.C. Tay National University of Singapore

your favourite mathematical

topic

your favourite networking

topicexamples (recent or well-cited papers)

statistics

traffic engineering

stochasticanalysis QoS

mobility

markovchains

sensors

wireless

queueingtheory

scheduling

switches

(non)linear programming

KellyCharging and rate control for elastic traffic

European Trans. on Telecom. 1997

Kodialam, NandagopalCharacterizing the capacity region in multi-radio

multi-channel wireless mesh networksMobicom 2005

gametheory

TCP

routingAkella, Seshan, Karp, Shenker, PapadimitriouSelfish behavior and stability of the Internet:

a game-theoretic analysis of TCPSIGCOMM 2002

Roughgarden, TardosHow bad is selfish routing?

JACM 2002

Page 10: Mathematics for Networking Y.C. Tay National University of Singapore

your favourite mathematical

topic

your favourite networking

topicexamples (recent or well-cited papers)

statistics

traffic engineering

stochasticanalysis QoS

mobility

markovchains

sensors

wireless

queueingtheory

scheduling

switches

(non)linear programming

gametheory

TCP

routingAkella, Seshan, Karp, Shenker, PapadimitriouSelfish behavior and stability of the Internet:

a game-theoretic analysis of TCPSIGCOMM 2002

Roughgarden, TardosHow bad is selfish routing?

JACM 2002

control theory

security

multimedia

Kaafar, Mathy, Barakat, Salamatian, Turletti, DabbousSecuring Internet coordinate embedding systems

SIGCOMM 2007

He, Nahrstedt, LiuEnd-to-end delay control of multimedia

applications over multihop wireless linksACM TOMCCAP 2008

Page 11: Mathematics for Networking Y.C. Tay National University of Singapore

your favourite mathematical

topic

your favourite networking

topicexamples (recent or well-cited papers)

statistics

traffic engineering

stochasticanalysis QoS

mobility

markovchains

sensors

wireless

queueingtheory

scheduling

switches

(non)linear programming

gametheory

TCP

routing

control theory

security

multimedia

Kaafar, Mathy, Barakat, Salamatian, Turletti, DabbousSecuring Internet coordinate embedding systems

SIGCOMM 2007

He, Nahrstedt, LiuEnd-to-end delay control of multimedia

applications over multihop wireless linksACM TOMCCAP 2008

differential equations

P2P

Zou, Gong, Towsley.Code red worm propagation modeling and analysis

CCS 2002

Qiu, Srikant.Modeling and performance analysis of BitTorrent-like

Peer-to-Peer NetworksSIGCOMM 2004

Page 12: Mathematics for Networking Y.C. Tay National University of Singapore

your favourite mathematical

topic

your favourite networking

topicexamples (recent or well-cited papers)

statistics

traffic engineering

stochasticanalysis QoS

mobility

markovchains

sensors

wireless

queueingtheory

scheduling

switches

(non)linear programming

gametheory

TCP

routing

control theory

security

multimedia

differential equations

P2P

Zou, Gong, Towsley.Code red worm propagation modeling and analysis

CCS 2002

Qiu, Srikant.Modeling and performance analysis of BitTorrent-like

Peer-to-Peer NetworksSIGCOMM 2004

coding theory

multicast

Byers, Luby, Mitzenmacher, Rege.A digital fountain approach to reliable distribution of bulk data

SIGCOMM 98

Ahlswede, Cai, Li, YeungNetwork information flow

IEEE Trans. Information Theory 2000

Page 13: Mathematics for Networking Y.C. Tay National University of Singapore

your favourite mathematical

topic

your favourite networking

topicexamples (recent or well-cited papers)

statistics

traffic engineering

stochasticanalysis QoS

mobility

markovchains

sensors

wireless

queueingtheory

scheduling

switches

(non)linear programming

gametheory

TCP

routing

control theory

security

multimedia

differential equations

P2P

coding theory

multicast

Byers, Luby, Mitzenmacher, Rege.A digital fountain approach to reliable distribution of bulk data

SIGCOMM 98

Ahlswede, Cai, Li, YeungNetwork information flow

IEEE Trans. Information Theory 2000

graphtheory

KleinbergThe small-world phenomenon: an algorithm perspective

STOC 2000

Li, Alderson, Willinger, DoyleA first-principles approach to understanding the

Internet's router-level topologySIGCOMM 2004

Page 14: Mathematics for Networking Y.C. Tay National University of Singapore

your favourite mathematical

topic

your favourite networking

topicexamples (recent or well-cited papers)

statistics

traffic engineering

stochasticanalysis QoS

mobility

markovchains

sensors

wireless

queueingtheory

scheduling

switches

(non)linear programming

gametheory

TCP

routing

control theory

security

multimedia

differential equations

P2P

coding theory

multicast

graphtheory

KleinbergThe small-world phenomenon: an algorithm perspective

STOC 2000

Li, Alderson, Willinger, DoyleA first-principles approach to understanding the

Internet's router-level topologySIGCOMM 2004

logic

BGP

Wang, Jia, Liu, Loo, Sokolsky, Basu Formally verifiable networking

HotNets 2009

Karsten, Keshav, Prasad,BegAn axiomatic basis for communication

SIGCOMM 2007

Page 15: Mathematics for Networking Y.C. Tay National University of Singapore

your favourite mathematical

topic

your favourite networking

topicsome issues

stochasticanalysis

markovchains

queueingtheory

scheduling

(non)linear programming

control theory

differential equations

logic

graphtheory

coding theory

gametheory

statistics security

QoS

multimedia

P2P

traffic engineering

multicast

BGP

TCP

switches

routing

mobility

sensors

wireless

timescale (milliseconds or seconds or hours):steady state?independent, identically distributed?

Page 16: Mathematics for Networking Y.C. Tay National University of Singapore

your favourite mathematical

topic

your favourite networking

topicsome issues

stochasticanalysis

markovchains

queueingtheory

scheduling

(non)linear programming

control theory

differential equations

logic

graphtheory

coding theory

gametheory

statistics security

QoS

multimedia

P2P

traffic engineering

multicast

BGP

TCP

switches

routing

mobility

sensors

wireless

timescale (milliseconds or seconds or hours):steady state?independent, identically distributed?

feedback-- retransmissions:

dropped packets

collisions

Page 17: Mathematics for Networking Y.C. Tay National University of Singapore

your favourite mathematical

topic

your favourite networking

topicsome issues

stochasticanalysis

markovchains

queueingtheory

scheduling

(non)linear programming

control theory

differential equations

logic

graphtheory

coding theory

gametheory

statistics security

QoS

multimedia

P2P

traffic engineering

multicast

BGP

TCP

switches

routing

mobility

sensors

wireless

timescale (milliseconds or seconds or hours):steady state?independent, identically distributed?

feedback-- retransmissions:

dropped packets

collisions

-- congestion-induced user behavior:

aborted transfers

shortened sessions

Page 18: Mathematics for Networking Y.C. Tay National University of Singapore

your favourite mathematical

topic

your favourite networking

topicsome issues

stochasticanalysis

markovchains

queueingtheory

scheduling

(non)linear programming

control theory

differential equations

logic

graphtheory

coding theory

gametheory

statistics security

QoS

multimedia

P2P

traffic engineering

multicast

BGP

TCP

switches

routing

mobility

sensors

wireless

timescale (milliseconds or seconds or hours):steady state?independent, identically distributed?

feedback-- retransmissions:

dropped packets

collisions

-- congestion-induced user behavior:

aborted transfers

shortened sessions

wireless interference:not pairwise

not binary

Page 19: Mathematics for Networking Y.C. Tay National University of Singapore

your favourite mathematical

topic

your favourite networking

topicsome issues

stochasticanalysis

markovchains

queueingtheory

scheduling

(non)linear programming

control theory

differential equations

logic

graphtheory

coding theory

gametheory

statistics security

QoS

multimedia

P2P

traffic engineering

multicast

BGP

TCP

switches

routing

mobility

sensors

wireless

timescale (milliseconds or seconds or hours):steady state?independent, identically distributed?

feedback-- retransmissions:

dropped packets

collisions

-- congestion-induced user behavior:

aborted transfers

shortened sessions

wireless interference:not pairwise

not binary

optimality:wireless sensitivity

human rationality

Page 20: Mathematics for Networking Y.C. Tay National University of Singapore

your favourite mathematical

topic

your favourite networking

topicsome issues

stochasticanalysis

markovchains

queueingtheory

scheduling

(non)linear programming

control theory

differential equations

logic

graphtheory

coding theory

gametheory

statistics security

QoS

multimedia

P2P

traffic engineering

multicast

BGP

TCP

switches

routing

mobility

sensors

wireless

timescale (milliseconds or seconds or hours):steady state?independent, identically distributed?

feedback-- retransmissions:

dropped packets

collisions

-- congestion-induced user behavior:

aborted transfers

shortened sessions

wireless interference:not pairwise

not binary

optimality:wireless sensitivity

human rationality

closed form expressions:iterative solutions

implicit solutions

Page 21: Mathematics for Networking Y.C. Tay National University of Singapore

your favourite mathematical

topic

your favourite networking

topicsome issues

stochasticanalysis

markovchains

queueingtheory

scheduling

(non)linear programming

control theory

differential equations

logic

graphtheory

coding theory

gametheory

statistics security

QoS

multimedia

P2P

traffic engineering

multicast

BGP

TCP

switches

routing

mobility

sensors

wireless

timescale (milliseconds or seconds or hours):steady state?independent, identically distributed?

feedback-- retransmissions:

dropped packets

collisions

-- congestion-induced user behavior:

aborted transfers

shortened sessions

wireless interference:not pairwise

not binary

optimality:wireless sensitivity

human rationality

closed form expressions:iterative solutions

implicit solutions

Page 22: Mathematics for Networking Y.C. Tay National University of Singapore

Mathematics for Networking

Y.C. TayNational University of Singapore

http://www.math.nus.edu.sg/~mattyc/NetMaths.ppt