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Dynamics of large networks.
PhD thesis
Thesis:
Dynamics of Large Networks
by Jure Leskovec.
PhD Thesis.
Carnegie Mellon University
, Sept 2008.
[
PDF
]
Video of the
thesis defense talk
[
Slides
]
Thesis proposal:
Dynamics of Real-world Networks
by Jure Leskovec.
Thesis proposal.
Carnegie Mellon University
, May 2007.
[
PDF
]
Video of the
thesis proposal talk
[
Slides
]
Relevant publications:
Graph Evolution: Densification and Shrinking Diameters
Jure Leskovec, Jon Kleinberg, Christos Faloutsos.
ACM Transactions on Knowledge Discovery from Data (
ACM TKDD
), 1(1)
, 2007.
Realistic, Mathematically Tractable Graph Generation and Evolution, Using Kronecker Multiplication
Jure Leskovec, Deepayan Chakrabarti, Jon Kleinberg, Christos Faloutsos.
European Conference on Principles and Practice of Knowledge Discovery in Databases (
ECML/PKDD
)
, 2005.
Scalable Modeling of Real Graphs using Kronecker Multiplication
Jure Leskovec, Christos Faloutsos.
International Conference on Machine Learning (
ICML
)
, 2007.
The Dynamics of Viral Marketing
Jure Leskovec, Lada Adamic, Bernardo Huberman.
ACM Transactions on the Web (
ACM TWEB
), 1(1)
, 2007.
Patterns of Influence in a Recommendation Network
Jure Leskovec, Ajit Singh, Jon Kleinberg.
Pacific-Asia Conference on Knowledge Discovery and Data Mining (
PAKDD
)
, 2006.
Cascading Behavior in Large Blog Graphs
Jure Leskovec, Mary McGlohon, Christos Faloutsos, Natalie Glance, Matthew Hurst.
SIAM International Conference on Data Mining (
SDM
)
2007.
Cost-effective Outbreak Detection in Networks
Jure Leskovec, Andreas Krause, Carlos Guestrin, Christos Faloutsos, Jeanne VanBriesen, Natalie Glance.
KDD 2007
.