Research graph
References from Data Analytics on Graphs Part III: Machine Learning on Graphs, from Graph Topology to Applications. Local targets link to admitted publications; unresolved targets remain external evidence.
Diffusion-convolutional neural networks
2016 · External reference
Partial correlation and conditional correlation as measures of conditional independence
10.1111/j.1467-842x.2004.00360.x · 2004 · External reference
Unresolved reference
2019 · External reference
Unresolved reference
2018 · External reference
Unresolved reference
2020 · External reference
Tracking switched dynamic network topologies from information cascades
10.1109/tsp.2016.2628354 · 2016 · External reference
Model selection through sparse maximum likelihood estimation for multivariate Gaussian or binary data
2008 · External reference
Laplacian eigenmaps for dimensionality reduction and data representation
10.1162/089976603321780317 · 2003 · External reference
Towards a theoretical foundation for Laplacian-based manifold methods
10.1016/j.jcss.2007.08.006 · 2008 · External reference
Unresolved reference
1984 · External reference
Global portfolio optimization
10.2469/faj.v48.n5.28 · 1992 · External reference
10.4337/9781035304998.00010
10.4337/9781035304998.00010 · 2003 · External reference
Statistical analysis of financial networks
10.1016/j.csda.2004.02.004 · 2005 · External reference
Mining market data: A network approach
10.1016/j.cor.2005.01.027 · 2006 · External reference
A network-based data mining approach to portfolio selection via weighted clique relaxations
10.1007/s10479-013-1395-3 · 2014 · External reference
10.1007/978-3-030-03574-7_10
10.1007/978-3-030-03574-7_10 · 2019 · External reference
Unresolved reference
2018 · External reference
10.1007/b106453
10.1007/b106453 · 2005 · External reference
Unresolved reference
2013 · External reference
Learning graph matching
10.1109/tpami.2009.28 · 2009 · External reference
Stochastic flow diagrams
10.3233/af-140032 · 2014 · External reference
The topology of macro financial flows: An application of stochastic flow diagrams
10.3233/af-140033 · 2014 · External reference
Building diversified portfolios that outperform out of sample
2016 · External reference
Unresolved reference
2019 · External reference
Models and algorithms for optimal piecewise-linear function approximation
10.1155/2015/876862 · 2015 · External reference
Robust uncertainty principles: Exact signal reconstruction from highly incomplete frequency information
10.1109/tit.2005.862083 · 2006 · External reference
Unresolved reference
2020 · External reference
Vector autoregression, structural equation modeling, and their synthesis in neuroimaging data analysis
10.1016/j.compbiomed.2011.09.004 · 2011 · External reference
Signal recovery on graphs: Variation minimization
10.1109/tsp.2015.2441042 · 2015 · External reference
Signal recovery on graphs: Fundamental limits of sampling strategies
2016 · External reference
Unresolved reference
2017 · External reference
10.1561/2200000059 · 2016 · Admitted local publication
Tensor networks for dimensionality reduction and large-scale optimization. Part 2: Applications and future perspectives
2017 · External reference
10.1007/978-3-030-03574-7_15
10.1007/978-3-030-03574-7_15 · 2019 · External reference
Portfolio constraints and the fundamental law of active management
10.2469/faj.v58.n5.2468 · 2002 · External reference
Spectra of uniform hypergraphs
10.1016/j.laa.2011.11.018 · 2012 · External reference
Unresolved reference
2018 · External reference
10.1007/978-3-030-03574-7_14
10.1007/978-3-030-03574-7_14 · 2019 · External reference
Interpretation of the precision matrix and its application in estimating sparse brain connectivity during sleep spindles from human electrocorticography recordings
10.1162/neco_a_00936 · 2017 · External reference
Unresolved reference
2018 · External reference
Optimal versus naive diversification: How inefficient is the 1/N portfolio strategy?
10.1093/rfs/hhm075 · 2009 · External reference
Unresolved reference
2019 · External reference
Convolutional neural networks on graphs with fast localized spectral filtering
2016 · External reference
Covariance selection
1972 · External reference
Unresolved reference
2016 · External reference
Unresolved reference
External reference
Learning Laplacian matrix in smooth graph signal representations
10.1109/tsp.2016.2602809 · 2016 · External reference
Learning graphs from data: A signal representation perspective
10.1109/msp.2018.2887284 · 2019 · External reference
Kron reduction of graphs with applications to electrical networks
2012 · External reference
A tutorial on regularized partial correlation networks
10.1037/met0000167 · 2018 · External reference
Algebraic connectivity of graphs
10.21136/cmj.1973.101168 · 1973 · External reference
A set of measures of centrality based on be-tweenness
10.2307/3033543 · 1977 · External reference
Sparse inverse covariance estimation with the graphical LASSO
10.1093/biostatistics/kxm045 · 2008 · External reference
Detecting the community structure and activity patterns of temporal networks: A nonnegative tensor factorization approach
10.1371/journal.pone.0086028 · 2014 · External reference
Topology identification and learning over graphs: Accounting for nonlinearities and dynamics
2018 · External reference
Unresolved reference
2017 · External reference
Unresolved reference
2005 · External reference
Power systems topology and state estimation by graph blind source separation
10.1109/tsp.2019.2901356 · 2019 · External reference
Unresolved reference
2016 · External reference
Unresolved reference
2019 · External reference
10.1007/978-3-030-03574-7_7
10.1007/978-3-030-03574-7_7 · 2019 · External reference
Unresolved reference
2012 · External reference
New spectral methods for ratio cut partitioning and clustering
10.1109/43.159993 · 1992 · External reference
Inductive representation learning on large graphs
2017 · External reference
Wavelets on graphs via spectral graph theory
10.1016/j.acha.2010.04.005 · 2011 · External reference
10.1007/978-3-030-03574-7_2
10.1007/978-3-030-03574-7_2 · 2019 · External reference
Semi-implicit graph variational auto-encoders
2019 · External reference
Unresolved reference
2019 · External reference
Semi-blind inference of topologies and dynamical processes over dynamic graphs
10.1109/tsp.2019.2903025 · 2019 · External reference
Unresolved reference
2002 · External reference
Unresolved reference
2016 · External reference
10.1007/978-1-4939-0808-0_15
10.1007/978-1-4939-0808-0_15 · 2014 · External reference
Unresolved reference
2008 · External reference
Class-aware tensor factorization for multi-relational classification
10.1016/j.ipm.2019.102068 · 2020 · External reference
Unresolved reference
2013 · External reference
Unresolved reference
2016 · External reference
Unresolved reference
2016 · External reference
10.1007/978-0-387-88146-1
10.1007/978-0-387-88146-1 · 2009 · External reference
60 years of portfolio optimization: Practical challenges and current trends
10.1016/j.ejor.2013.10.060 · 2014 · External reference
Gradient-based learning applied to document recognition
1998 · External reference
Improved estimation of the covariance matrix of stock returns with an application to portfolio selection
10.1016/s0927-5398(03)00007-0 · 2003 · External reference
Unresolved reference
2020 · External reference
Portfolio optimization based on network topology
10.1016/j.physa.2018.10.014 · 2019 · External reference
Unresolved reference
2015 · External reference
Unresolved reference
2018 · External reference
The link-prediction problem for social networks
10.1002/asi.20591 · 2007 · External reference
Unresolved reference
2008 · External reference
Unresolved reference
2009 · External reference
Constrained generation of se-mantically valid graphs via regularizing variational autoencoders
2018 · External reference
Machine learning and signal processing applications of fixed point theory
2007 · External reference
10.1002/047084535x
10.1002/047084535x · 2001 · External reference
10.1002/9780470742624
10.1002/9780470742624 · 2009 · External reference
10.1007/978-3-030-03574-7_8
10.1007/978-3-030-03574-7_8 · 2019 · External reference
Portfolio selection
1952 · External reference
Unresolved reference
2017 · External reference
Random walks and diffusion on networks
10.1016/j.physrep.2017.07.007 · 2017 · External reference
Connecting the dots: Identifying network structure via graph signal processing
10.1109/msp.2018.2890143 · 2019 · External reference
Signal processing on graphs: Causal modeling of unstructured data
10.1109/tsp.2016.2634543 · 2016 · External reference
High-dimensional graphs and variable selection with the LASSO
10.1214/009053606000000281 · 2006 · External reference
Neural network for graphs: A contextual constructive approach
10.1109/tnn.2008.2010350 · 2009 · External reference
Unresolved reference
2017 · External reference
Unresolved reference
2015 · External reference
On spectral clustering: Analysis and an algorithm
2002 · External reference
Unresolved reference
2011 · External reference
Tensorizing neural networks
2015 · External reference
10.24963/ijcai.2018/362
10.24963/ijcai.2018/362 · 2018 · External reference
Unresolved reference
2013 · External reference
10.1007/978-3-030-03574-7_9
10.1007/978-3-030-03574-7_9 · 2019 · External reference
Unresolved reference
2016 · External reference
A network approach to portfolio selection
10.1016/j.jempfin.2016.06.003 · 2016 · External reference
Unresolved reference
2014 · External reference
Covariance estimation: The GLM and regu-larization perspectives
2011 · External reference
10.1007/978-3-030-03574-7_13
10.1007/978-3-030-03574-7_13 · 2019 · External reference
Hierarchical clustering-based asset allocation
10.3905/jpm.2018.44.2.089 · 2017 · External reference
Graph sparsifica-tion approaches for Laplacian smoothing
2016 · External reference
Unresolved reference
2018 · External reference
Eigen-decomposition-free sampling set selection for graph signals
10.1109/tsp.2019.2908129 · 2019 · External reference
Unresolved reference
2020 · External reference
The graph neural network model
10.1109/tnn.2008.2005605 · 2008 · External reference
Graph clustering
10.1016/j.cosrev.2007.05.001 · 2007 · External reference
Blind identification of graph filters with multiple sparse inputs
2016 · External reference
Network topology inference from spectral templates
10.1109/tsipn.2017.2731051 · 2017 · External reference
Collective classification in network data
10.1609/aimag.v29i3.2157 · 2008 · External reference
Normalized cuts and image segmentation
2000 · External reference
10.1007/978-1-4899-0718-9_31
10.1007/978-1-4899-0718-9_31 · 1991 · External reference
Estimation of positive definite M-matrices and structure learning for attractive Gaussian Markov random fields
10.1016/j.laa.2014.04.020 · 2015 · External reference
Spectral partitioning works: Planar graphs and finite element meshes
10.1016/j.laa.2006.07.020 · 2007 · External reference
A measure of some time-frequency distributions concentration
10.1016/s0165-1684(00)00236-x · 2001 · External reference
Unresolved reference
2015 · External reference
Unresolved reference
2020 · External reference
Vertex-frequency analysis: A way to localize graph spectral components [Lecture Notes]
10.1109/msp.2017.2696572 · 2017 · External reference
Unresolved reference
2019 · External reference
Understanding the basis of graph signal processing via an intuitive example-driven approach [Lecture Notes]
10.1109/msp.2019.2929832 · 2019 · External reference
Demystifying the coherence index in compressive sensing [Lecture Notes]
10.1109/msp.2019.2945080 · 2020 · External reference
10.1007/978-3-030-03574-7
10.1007/978-3-030-03574-7 · 2019 · External reference
Reduced interference vertex-frequency distributions
10.1109/lsp.2018.2860250 · 2018 · External reference
A tutorial on sparse signal reconstruction and its applications in signal processing
10.1007/s00034-018-0909-2 · 2019 · External reference
A simple min-cut algorithm
10.1145/263867.263872 · 1997 · External reference
Unresolved reference
2019 · External reference
10.1007/978-3-030-03574-7_6
10.1007/978-3-030-03574-7_6 · 2019 · External reference
Unresolved reference
2015 · External reference
Leveraging social media networks for classification
10.1007/s10618-010-0210-x · 2011 · External reference
Unresolved reference
2009 · External reference
Learning parametric dictionaries for signals on graphs
10.1109/tsp.2014.2332441 · 2014 · External reference
Learning heat diffusion graphs
10.1109/tsipn.2017.2731164 · 2017 · External reference
Unresolved reference
External reference
Fast estimation of tr(f(A)) via stochastic Lanczos quadrature
10.1137/16m1104974 · 2017 · External reference
Unresolved reference
2017 · External reference
A comparative study based on tensor factorization and clustering techniques for community mining in heterogeneous social network
2017 · External reference
Identifying community structure in a multi-relational network employing non-negative tensor factorization and GA k-means clustering
2017 · External reference
A tutorial on spectral clustering
10.1007/s11222-007-9033-z · 2007 · External reference
Unresolved reference
1993 · External reference
Unresolved reference
2019 · External reference
Unresolved reference
2017 · External reference
Image quality assessment: From error visibility to structural similarity
10.1109/tip.2003.819861 · 2004 · External reference
Unresolved reference
2019 · External reference
Unresolved reference
2020 · External reference
Multi-graph tensor networks
2020 · External reference
Dual graph regularized dictionary learning
10.1109/tsipn.2016.2605763 · 2016 · External reference
Unresolved reference
2018 · External reference
Unresolved reference
2018 · External reference
Model selection and estimation in regression with grouped variables
10.1111/j.1467-9868.2005.00532.x · 2006 · External reference
Model selection and estimation in the Gaussian graphical model
10.1093/biomet/asm018 · 2007 · External reference
Unresolved reference
2018 · External reference
Unresolved reference
2019 · External reference
Link prediction based on graph neural networks
2018 · External reference
D-VAE: A variational autoencoder for directed acyclic graphs
2019 · External reference
Unresolved reference
2018 · External reference
The huge package for high-dimensional undirected graph estimation in R
2012 · External reference
Graph regularized sparse coding for image representation
10.1109/tip.2010.2090535 · 2011 · External reference
Learning with hyper-graphs: Clustering, classification, and embedding
2007 · External reference
Unresolved reference
2018 · External reference
Unresolved reference
2005 · External reference
