Extreme events are emergent phenomena in multi-particle transport processes on complex networks. In practice, such events could range from power blackouts to call drops in cellular networks to traffic congestion on roads. All the earlier studies of extreme events on complex networks had focused only on the nodal events. If random walks are used to model the transport process on a network, it is known that degree of the nodes determines the extreme event properties. In contrast, in this work, it is shown that extreme events on the edges display a distinct set of properties from that of the nodes. It is analytically shown that the probability for the occurrence of extreme events on an edge is independent of the degree of the nodes linked by the edge and is dependent only on the total number of edges on the network and the number of walkers on it. Further, it is also demonstrated that non-trivial correlations can exist between the extreme events on the nodes and the edges. These results are in agreement with the numerical simulations on synthetic and real-life networks.

1.
M. R.
D’Orsogna
and
M.
Perc
,
Phys. Life Rev.
12
,
1
(
2015
).
2.
M.
Perc
,
J. J.
Jordan
,
D. G.
Rand
,
Z.
Wang
,
S.
Boccaletti
, and
A.
Szolnoki
,
Phys. Rep.
687
,
1
(
2017
).
3.
Z.
Wang
,
C. T.
Bauch
,
S.
Bhattacharyya
,
A.
d’Onofrio
,
P.
Manfredi
,
M.
Perc
,
N.
Perra
,
M.
Salathé
, and
D.
Zhao
,
Phys. Rep.
664
,
1
(
2016
).
4.
C.
Castellano
,
S.
Fortunato
, and
V.
Loreto
,
Rev. Mod. Phys.
81
,
591
(
2009
).
5.
S.
Albeverio
,
V.
Jentsch
, and
H.
Kantz
,
Extreme Events in Nature and Society
(
Springer
,
2006
).
6.
T.
Huillet
and
M. S.
Santhanam
,
Chaos Solitons Fract.
74
,
1
(
2015
).
7.
S. V.
Buldyrev
,
R.
Parshani
,
G.
Paul
,
H. E.
Stanley
, and
S.
Havlin
,
Nature
464
,
1025
(
2010
).
8.
9.
J.
Li
,
Y.
Wang
,
S.
Huang
,
J.
Xie
,
L.
Shekhtman
,
Y.
Hu
, and
S.
Havlin
,
Int. J. Disaster Risk Reduct.
40
,
101266
(
2019
).
10.
D.
Haan
and
L.
Ana Ferreira
,
Extreme Value Theory: An Introduction
(
Springer
,
2007
).
13.
R. L.
Jack
and
P.
Sollich
,
Eur. Phys. J. Spec. Top.
224
,
2351
(
2015
).
14.
15.
S.
Chandrasekhar
,
Rev. Mod. Phys.
15
,
1
(
1943
); J. Rudnik and G. Gaspari, Elements of the Random Walk: An Introduction for Advanced Students and Researchers (Cambridge University Press, 2004); B. D. Hughes, Random Walks and Random Environments (Clarendon Press, 1995), Vol. 1.
16.
E. A.
Codling
,
M. J.
Plank
, and
S.
Benhamou
,
J. R. Soc. Interface
5
,
813
(
2008
).
17.
F. R. K.
Chung
and
W.
Zhao
,
Bolyai Soc. Math. Stud.
20
,
43
(
2010
).
18.
E. F.
Fama
,
Am. Econ. Rev.
104
,
1467
(
2014
).
19.
G. M.
Viswanathan
,
M. G. E.
da Luz
,
E. P.
Raposo
, and
H. E.
Stanley
,
The Physics of Foraging
(
Cambridge University Press
,
New York
,
2011
).
20.
G. M.
Viswanathan
,
E. P.
Raposo
, and
M. G. E.
da Luz
,
Phys. Life Rev.
5
,
133
(
2008
);
G. M.
Viswanathan
 et al,
Nature
381
,
413
(
1996
).
21.
I.
Iacopini
,
S.
Milojevic
, and
V.
Latora
,
Phys. Rev. Lett.
120
,
048301
(
2018
).
22.
S. M.
Ali Tabei
et al.,
Proc. Natl. Acad. Sci. U.S.A.
110
,
4911
(
2013
).
23.
L.
Mirny
et al.,
J. Phys. A Math. Theor.
42
,
434013
(
2009
);
C.
Loverdo
,
O.
Benichou
,
R.
Voituriez
,
A.
Biebricher
,
I.
Bonnet
, and
P.
Desbiolles
,
Phys. Rev. Lett.
102
,
188101
(
2009
).
[PubMed]
24.
M. S.
Santhanam
and
A.
Kumar
, in Econophysics and Sociophysics: Recent Progress and Future Directions, edited by F. Abergel et al. (Springer International Publishing, 2017), pp. 103–112.
25.
H. F.
de Arruda
,
F. N.
Silva
,
L.
da F. Costa
, and
D. R.
Amancio
,
Inform. Sci.
421
,
154
(
2017
).
26.
T.
Lu
,
T.
Shen
,
C.
Zong
,
J.
Hasty
, and
P. G.
Wolynes
,
Proc. Natl. Acad. Sci. U.S.A.
103
,
16752
(
2006
).
27.
L.
Grady
,
IEEE Trans. Pattern Anal. Mach. Intell.
28
,
1768
(
2006
).
28.
S. A.
Tabrizi
,
A.
Shakery
,
M.
Azadpour
,
M.
Abbasi
, and
M. A.
Tavallaie
,
Physica A
392
,
5772
(
2013
).
29.
30.
L.
Dai
,
M.
Dai
,
Y.
Huang
,
Y.
Li
,
J.
Shen
,
H.
Chi
, and
W.
Su
,
Physica A
123
,
352
(
2019
).
31.
T.
Weng
,
J.
Zhang
,
M.
Small
, and
P.
Hui
,
Phys. Rev. E
95
,
052103
(
2017
).
32.
A.
Kumar
,
Y.
Goswami
, and
M. S.
Santhanam
,
Physica A
532
,
121875
(
2019
).
33.
G.
Cencetti
,
F.
Battiston
,
D.
Fanelli
, and
V.
Latora
,
Phys. Rev. E
98
,
052302
(
2018
).
34.
J. D.
Noh
and
H.
Rieger
,
Phys. Rev. Lett.
92
,
118701
(
2004
).
35.
V.
Kishore
,
M. S.
Santhanam
, and
R. E.
Amritkar
,
Phys. Rev. Lett.
106
,
188701
(
2011
).
36.
V.
Kishore
,
M. S.
Santhanam
, and
R. E.
Amritkar
,
Phys. Rev. E
85
,
056120
(
2012
).
37.
V.
Kishore
,
A. R.
Sonawane
, and
M. S.
Santhanam
,
Phys. Rev. E
88
,
014801
(
2013
).
38.
B.
Schwikowski
,
P.
Uetz
, and
S.
Fields
,
Nat. Biotechnol.
18
,
1257
(
2000
).
39.
M.
Abramowitz
and
I. A.
Stegun
,
Handbook of Mathematical Functions with Formulas, Graphs, and Mathematical Tables
(
U.S. Government Printing Office
,
1948
).
40.
M. S.
Santhanam
and
H.
Kantz
,
Phys. Rev. E
78
,
051113
(
2008
).
41.
D.
Qi
and
A. J.
Majda
,
Proc. Natl. Acad. Sci. U.S.A.
117
,
52
(
2020
).
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