Learning network representations

Learning of Multimodal Representations With Random Walks on the Click Graph

(2016) Fei Wu et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Efficient embedding of complex networks to hyperbolic space via their Laplacian

(2016) Gregorio Alanis-Lobato et al.   Scientific Reports

Deep Belief Network-Based Approaches for Link Prediction in Signed Social Networks

(2015) Feng Liu et al.   Entropy

Deep learning

(2015) Yann LeCun et al.   NATURE

Highlighting nonlinear patterns in population genetics datasets

(2015) Gregorio Alanis-Lobato et al.   Scientific Reports

Mining protein interactomes to improve their reliability and support the advancement of network medicine

(2015) Gregorio Alanis-Lobato   Frontiers in Genetics

Minimum curvilinearity to enhance topological prediction of protein interactions by network embedding

(2013) Carlo Vittorio Cannistraci et al.   BIOINFORMATICS

Exploitation of genetic interaction network topology for the prediction of epistatic behavior

(2013) Gregorio Alanis-Lobato et al.   GENOMICS

Representation Learning: A Review and New Perspectives

(2013) Y. Bengio et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Sparse-Representation-Based Graph Embedding for Traffic Sign Recognition

(2012) Ke Lu et al.   IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS

Popularity versus similarity in growing networks

(2012) Fragkiskos Papadopoulos et al.   NATURE

Exploring complex networks via topological embedding on surfaces

(2012) Tomaso Aste et al.   PHYSICAL REVIEW E

Information transfer dynamics in fixed-pathways networks

(2011) Luis G. Moyano et al.   CHAOS

Leveraging social media networks for classification

(2011) Lei Tang et al.   DATA MINING AND KNOWLEDGE DISCOVERY

Dimension of spatially embedded networks

(2011) Li Daqing et al.   Nature Physics

Large-scale curvature of networks

(2011) Onuttom Narayan et al.   PHYSICAL REVIEW E

Hyperbolic geometry of complex networks

(2010) Dmitri Krioukov et al.   PHYSICAL REVIEW E

Spatial networks

(2010) Marc Barthélemy   PHYSICS REPORTS-REVIEW SECTION OF PHYSICS LETTERS

Sustaining the Internet with hyperbolic mapping

(2010) Marián Boguñá et al.   Nature Communications

Curvature and temperature of complex networks

(2009) Dmitri Krioukov et al.   PHYSICAL REVIEW E

Navigating Ultrasmall Worlds in Ultrashort Time

(2009) Marián Boguñá et al.   PHYSICAL REVIEW LETTERS

Nonlinear Dimensionality Reduction with Local Spline Embedding

(2008) Shiming Xiang et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Hyperbolic Embedding of Internet Graph for Distance Estimation and Overlay Construction

(2008) Y. Shavitt et al.   IEEE-ACM TRANSACTIONS ON NETWORKING

Fast unfolding of communities in large networks

(2008) Vincent D Blondel et al.   JOURNAL OF STATISTICAL MECHANICS-THEORY AND EXPERIMENT

Navigability of complex networks

(2008) Marián Boguñá et al.   Nature Physics

Self-Similarity of Complex Networks and Hidden Metric Spaces

(2008) M. Ángeles Serrano et al.   PHYSICAL REVIEW LETTERS