Tina Eliassi-Rad

Alex 'Sandy' Pentland

John Shawe-Taylor

Alessandro Vespignani

Artif. Intell., 2025

2024

Complex network effects on the robustness of graph convolutional networks.

[BibT_eX]

[DOI]

Benjamin A. Miller

Appl. Netw. Sci., December, 2024

Attacking Shortest Paths by Cutting Edges.

[BibT_eX]

[DOI]

ACM Trans. Knowl. Discov. Data, February, 2024

TenGAN: adversarially generating multiplex tensor graphs.

[BibT_eX]

[DOI]

Evangelos E. Papalexakis

Data Min. Knowl. Discov., January, 2024

Using sequences of life-events to predict human lives.

[BibT_eX]

[DOI]

Nat. Comput. Sci., 2024

Distributed constrained combinatorial optimization leveraging hypergraph neural networks.

[BibT_eX]

[DOI]

Nat. Mac. Intell., 2024

A Misclassification Network-Based Method for Comparative Genomic Analysis.

[BibT_eX]

[DOI]

Wan He

Samuel V. Scarpino

CoRR, 2024

REGE: A Method for Incorporating Uncertainty in Graph Embeddings.

[BibT_eX]

[DOI]

Zohair Shafi

Germans Savcisens

CoRR, 2024

Generating Human Understandable Explanations for Node Embeddings.

[BibT_eX]

[DOI]

Zohair Shafi

Ayan Chatterjee

Guilherme Ferraz de Arruda

CoRR, 2024

Re-visiting Skip-Gram Negative Sampling: Dimension Regularization for More Efficient Dissimilarity Preservation in Graph Embeddings.

[BibT_eX]

[DOI]

CoRR, 2024

Assigning Entities to Teams as a Hypergraph Discovery Problem.

[BibT_eX]

[DOI]

CoRR, 2024

A Survey on Hypergraph Mining: Patterns, Tools, and Generators.

[BibT_eX]

[DOI]

CoRR, 2024

Using overlapping methods to counter adversaries in community detection.

[BibT_eX]

[DOI]

Benjamin A. Miller

J. Complex Networks, 2024

2023

Modeling self-propagating malware with epidemiological models.

[BibT_eX]

[DOI]

Appl. Netw. Sci., December, 2023

HypOp: Distributed Constrained Combinatorial Optimization leveraging Hypergraph Neural Networks.

[BibT_eX]

[DOI]

CoRR, 2023

When Collaborative Filtering is not Collaborative: Unfairness of PCA for Recommendations.

[BibT_eX]

[DOI]

David Liu

Jackie Baek

CoRR, 2023

GRASP: Accelerating Shortest Path Attacks via Graph Attention.

[BibT_eX]

[DOI]

CoRR, 2023

Graph-SCP: Accelerating Set Cover Problems with Graph Neural Networks.

[BibT_eX]

[DOI]

Zohair Shafi

Benjamin A. Miller

CoRR, 2023

Disentangling Node Attributes from Graph Topology for Improved Generalizability in Link Prediction.

[BibT_eX]

[DOI]

CoRR, 2023

Social AI and the Challenges of the Human-AI Ecosystem.

[BibT_eX]

[DOI]

Dino Pedreschi

Luca Pappalardo

Ricardo Baeza-Yates

Alex 'Sandy' Pentland

John Shawe-Taylor

Alessandro Vespignani

CoRR, 2023

Defense Against Shortest Path Attacks.

[BibT_eX]

[DOI]

CoRR, 2023

STABLE: Identifying and Mitigating Instability in Embeddings of the Degenerate Core.

[BibT_eX]

[DOI]

David Liu

Proceedings of the 2023 SIAM International Conference on Data Mining, 2023

Optimal Intervention on Weighted Networks via Edge Centrality.

[BibT_eX]

[DOI]

Dongyue Li

Hongyang R. Zhang

Proceedings of the 2023 SIAM International Conference on Data Mining, 2023

2022

A path-based approach to analyzing the global liner shipping network.

[BibT_eX]

[DOI]

Timothy LaRock

Mengqiao Xu

EPJ Data Sci., 2022

BiaScope: Visual Unfairness Diagnosis for Graph Embeddings.

[BibT_eX]

[DOI]

CoRR, 2022

CELEST: Federated Learning for Globally Coordinated Threat Detection.

[BibT_eX]

[DOI]

CoRR, 2022

Identifying and Mitigating Instability in Embeddings of the Degenerate Core.

[BibT_eX]

[DOI]

David Liu

CoRR, 2022

Sequential motifs in observed walks.

[BibT_eX]

[DOI]

Timothy LaRock

Ingo Scholtes

J. Complex Networks, 2022

Information access equality on generative models of complex networks.

[BibT_eX]

[DOI]

Xindi Wang

Onur Varol

Appl. Netw. Sci., 2022

Cyber Network Resilience Against Self-Propagating Malware Attacks.

[BibT_eX]

[DOI]

Proceedings of the Computer Security - ESORICS 2022, 2022

Alternative Route-Based Attacks in Metropolitan Traffic Systems.

[BibT_eX]

[DOI]

Proceedings of the 52nd Annual IEEE/IFIP International Conference on Dependable Systems and Networks, 2022

Examining Responsibility and Deliberation in AI Impact Statements and Ethics Reviews.

[BibT_eX]

[DOI]

Proceedings of the AIES '22: AAAI/ACM Conference on AI, Ethics, and Society, Oxford, United Kingdom, May 19, 2022

2021

Nonbacktracking Eigenvalues under Node Removal: X-Centrality and Targeted Immunization.

[BibT_eX]

[DOI]

SIAM J. Math. Data Sci., 2021

The Why, How, and When of Representations for Complex Systems.

[BibT_eX]

[DOI]

SIAM Rev., 2021

Higher-Order Graph Models: From Theoretical Foundations to Machine Learning (Dagstuhl Seminar 21352).

[BibT_eX]

[DOI]

Dagstuhl Reports, 2021

AI-Bind: Improving Binding Predictions for Novel Protein Targets and Ligands.

[BibT_eX]

[DOI]

Giulia Menichetti

CoRR, 2021

Optimal Edge Weight Perturbations to Attack Shortest Paths.

[BibT_eX]

[DOI]

CoRR, 2021

Information Access Equality on Network Generative Models.

[BibT_eX]

[DOI]

Xindi Wang

Onur Varol

CoRR, 2021

Collaborative Information Sharing for ML-Based Threat Detection.

[BibT_eX]

[DOI]

CoRR, 2021

Selective network discovery via deep reinforcement learning on embedded spaces.

[BibT_eX]

[DOI]

Peter Morales

Appl. Netw. Sci., 2021

POTION : Optimizing Graph Structure for Targeted Diffusion.

[BibT_eX]

[DOI]

Proceedings of the 2021 SIAM International Conference on Data Mining, 2021

PATHATTACK: Attacking Shortest Paths in Complex Networks.

[BibT_eX]

[DOI]

Proceedings of the Machine Learning and Knowledge Discovery in Databases. Research Track, 2021

PORTFILER: Port-Level Network Profiling for Self-Propagating Malware Detection.

[BibT_eX]

[DOI]

Malathi Veeraraghavan

Proceedings of the IEEE Conference on Communications and Network Security, 2021

RAWLSNET: Altering Bayesian Networks to Encode Rawlsian Fair Equality of Opportunity.

[BibT_eX]

[DOI]

Proceedings of the AIES '21: AAAI/ACM Conference on AI, 2021

2020

Optimizing Graph Structure for Targeted Diffusion.

[BibT_eX]

[DOI]

CoRR, 2020

Topological Effects on Attacks Against Vertex Classification.

[BibT_eX]

[DOI]

CoRR, 2020

Node Immunization with Non-backtracking Eigenvalues.

[BibT_eX]

[DOI]

CoRR, 2020

GLEE: Geometric Laplacian Eigenmap Embedding.

[BibT_eX]

[DOI]

J. Complex Networks, 2020

Understanding the limitations of network online learning.

[BibT_eX]

[DOI]

Appl. Netw. Sci., 2020

Integrity 2020: Integrity in Social Networks and Media.

[BibT_eX]

[DOI]

Panagiotis Papadimitriou

Proceedings of the WSDM '20: The Thirteenth ACM International Conference on Web Search and Data Mining, 2020

Residual Core Maximization: An Efficient Algorithm for Maximizing the Size of the <i>k</i>-Core.

[BibT_eX]

[DOI]

Proceedings of the 2020 SIAM International Conference on Data Mining, 2020

HYPA: Efficient Detection of Path Anomalies in Time Series Data on Networks.

[BibT_eX]

[DOI]

Proceedings of the 2020 SIAM International Conference on Data Mining, 2020

Fighting a Pandemic: Convergence of Expertise, Data Science and Policy.

[BibT_eX]

[DOI]

Proceedings of the KDD '20: The 26th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2020

2019

Success in books: predicting book sales before publication.

[BibT_eX]

[DOI]

EPJ Data Sci., 2019

L2P: An Algorithm for Estimating Heavy-tailed Outcomes.

[BibT_eX]

[DOI]

Xindi Wang

Onur Varol

CoRR, 2019

On Designing Machine Learning Models for Malicious Network Traffic Classification.

[BibT_eX]

[DOI]

CoRR, 2019

Detecting Path Anomalies in Time Series Data on Networks.

[BibT_eX]

[DOI]

CoRR, 2019

Geometric Laplacian Eigenmap Embedding.

[BibT_eX]

[DOI]

CoRR, 2019

Non-backtracking cycles: length spectrum theory and graph mining applications.

[BibT_eX]

[DOI]

Pablo Suárez-Serrato

Appl. Netw. Sci., 2019

Multilevel Network Alignment.

[BibT_eX]

[DOI]

Proceedings of the World Wide Web Conference, 2019

The Responsibility Challenge for Data.

[BibT_eX]

[DOI]

Proceedings of the 2019 International Conference on Management of Data, 2019

Incompleteness in Networks: Biases, Skewed Results, and Some Solutions.

[BibT_eX]

[DOI]

Timothy LaRock

Proceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining, 2019

Length Spectrum Theory, Non-backtracking Cycles, and Two Graph Analysis Tasks.

[BibT_eX]

[DOI]

Proceedings of the 2nd Joint International Workshop on Graph Data Management Experiences & Systems (GRADES) and Network Data Analytics (NDA), 2019

Deep Reinforcement Learning for Task-Driven Discovery of Incomplete Networks.

[BibT_eX]

[DOI]

Peter Morales

Proceedings of the Complex Networks and Their Applications VIII, 2019

2018

Social Order in Online Social Networks.

[BibT_eX]

[DOI]

Proceedings of the Encyclopedia of Social Network Analysis and Mining, 2nd Edition, 2018

Patterns and anomalies in k-cores of real-world graphs with applications.

[BibT_eX]

[DOI]

Kijung Shin

Knowl. Inf. Syst., 2018

Graph Distance from the Topological View of Non-backtracking Cycles.

[BibT_eX]

[DOI]

Pablo Suárez-Serrato

CoRR, 2018

Measuring and Improving the Core Resilience of Networks.

[BibT_eX]

[DOI]

Proceedings of the 2018 World Wide Web Conference on World Wide Web, 2018

2017

GOTCHA! Network-Based Fraud Detection for Social Security Fraud.

[BibT_eX]

[DOI]

Charalampos E. Tsourakakis

Manag. Sci., 2017

ε - WGX: Adaptive Edge Probing for Enhancing Incomplete Networks.

[BibT_eX]

[DOI]

Proceedings of the 2017 ACM on Web Science Conference, 2017

2016

Node Immunization on Large Graphs: Theory and Algorithms.

[BibT_eX]

[DOI]

Chen Chen

Hanghang Tong

B. Aditya Prakash

Duen Horng Chau

IEEE Trans. Knowl. Data Eng., 2016

Eigen-Optimization on Large Graphs by Edge Manipulation.

[BibT_eX]

[DOI]

ACM Trans. Knowl. Discov. Data, 2016

Current and Future Challenges in Mining Large Networks: Report on the Second SDM Workshop on Mining Networks and Graphs.

[BibT_eX]

[DOI]

Lawrence B. Holder

SIGKDD Explor., 2016

Some Advances in Role Discovery in Graphs.

[BibT_eX]

[DOI]

CoRR, 2016

Generating Graph Snapshots from Streaming Edge Data.

[BibT_eX]

[DOI]

Proceedings of the 25th International Conference on World Wide Web, 2016

Understanding Offline Political Systems by Mining Online Political Data.

[BibT_eX]

[DOI]

David Lazer

Oren Tsur

Proceedings of the Ninth ACM International Conference on Web Search and Data Mining, 2016

CoreScope: Graph Mining Using k-Core Analysis - Patterns, Anomalies and Algorithms.

[BibT_eX]

[DOI]

Kijung Shin

Proceedings of the IEEE 16th International Conference on Data Mining, 2016

MaxReach: Reducing network incompleteness through node probes.

[BibT_eX]

[DOI]

Proceedings of the 2016 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining, 2016

NimbleCore: A space-efficient external memory algorithm for estimating core numbers.

[BibT_eX]

[DOI]

Proceedings of the 2016 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining, 2016

2015

Fast Best-Effort Search on Graphs with Multiple Attributes.

[BibT_eX]

[DOI]

Senjuti Basu Roy

Spiros Papadimitriou

IEEE Trans. Knowl. Data Eng., 2015

APATE: A novel approach for automated credit card transaction fraud detection using network-based extensions.

[BibT_eX]

[DOI]

Decis. Support Syst., 2015

MaxOutProbe: An Algorithm for Increasing the Size of Partially Observed Networks.

[BibT_eX]

[DOI]

CoRR, 2015

Mining Mobility Data.

[BibT_eX]

[DOI]

Spiros Papadimitriou

Proceedings of the 24th International Conference on World Wide Web Companion, 2015

MET: A Fast Algorithm for Minimizing Propagation in Large Graphs with Small Eigen-Gaps.

[BibT_eX]

[DOI]

Long T. Le

Hanghang Tong

Proceedings of the 2015 SIAM International Conference on Data Mining, Vancouver, BC, Canada, April 30, 2015

EP-MEANS: an efficient nonparametric clustering of empirical probability distributions.

[BibT_eX]

[DOI]

Allison June-Barlow Chaney

Proceedings of the 30th Annual ACM Symposium on Applied Computing, 2015

A Probabilistic Model for Using Social Networks in Personalized Item Recommendation.

[BibT_eX]

[DOI]

David M. Blei

Proceedings of the 9th ACM Conference on Recommender Systems, 2015

Guilt-by-Constellation: Fraud Detection by Suspicious Clique Memberships.

[BibT_eX]

[DOI]

Proceedings of the 48th Hawaii International Conference on System Sciences, 2015

AFRAID: Fraud Detection via Active Inference in Time-evolving Social Networks.

[BibT_eX]

[DOI]

Proceedings of the 2015 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining, 2015

2014

Social Order in Online Social Networks.

[BibT_eX]

[DOI]

Encyclopedia of Social Network Analysis and Mining, 2014

A Guide to Selecting a Network Similarity Method.

[BibT_eX]

[DOI]

Sucheta Soundarajan

Proceedings of the 2014 SIAM International Conference on Data Mining, 2014

Threatening Privacy across Social Graphs: A Structural Features Approach.

[BibT_eX]

[DOI]

Proceedings of the 2014 IEEE International Conference on Data Mining Workshops, 2014

2013

Entelecheia: Detecting P2P botnets in their waiting stage.

[BibT_eX]

[DOI]

Proceedings of the IFIP Networking Conference, 2013, Brooklyn, 2013

Mining data from mobile devices: a survey of smart sensing and analytics.

[BibT_eX]

[DOI]

Spiros Papadimitriou

Proceedings of the 19th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2013

Guided learning for role discovery (GLRD): framework, algorithms, and applications.

[BibT_eX]

[DOI]

Sean Gilpin

Ian N. Davidson

Proceedings of the 19th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2013

Hyperlocal: inferring location of IP addresses in real-time bid requests for mobile ads.

[BibT_eX]

[DOI]

Proceedings of the 6th ACM SIGSPATIAL International Workshop on Location-Based Social Networks, 2013

Network similarity via multiple social theories.

[BibT_eX]

[DOI]

Proceedings of the Advances in Social Networks Analysis and Mining 2013, 2013

2012

Correcting evaluation bias of relational classifiers with network cross validation.

[BibT_eX]

[DOI]

Knowl. Inf. Syst., 2012

Gateway finder in large graphs: problem definitions and fast solutions.

[BibT_eX]

[DOI]

Inf. Retr., 2012

NetSimile: A Scalable Approach to Size-Independent Network Similarity

[BibT_eX]

[DOI]

CoRR, 2012

Measuring tie strength in implicit social networks.

[BibT_eX]

[DOI]

Mangesh Gupte

Proceedings of the Web Science 2012, 2012

RolX: structural role extraction & mining in large graphs.

[BibT_eX]

[DOI]

Proceedings of the 18th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2012

Gelling, and melting, large graphs by edge manipulation.

[BibT_eX]

[DOI]

Proceedings of the 21st ACM International Conference on Information and Knowledge Management, 2012

2011

Massively parallel acceleration of a document-similarity classifier to detect web attacks.

[BibT_eX]

[DOI]

J. Parallel Distributed Comput., 2011

Ranking Information in Networks.

[BibT_eX]

[DOI]

Proceedings of the Social Computing, Behavioral-Cultural Modeling and Prediction, 2011

Correcting Bias in Statistical Tests for Network Classifier Evaluation.

[BibT_eX]

[DOI]

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2011

It's who you know: graph mining using recursive structural features.

[BibT_eX]

[DOI]

Proceedings of the 17th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2011

2010

HCDF: A Hybrid Community Discovery Framework.

[BibT_eX]

[DOI]

Proceedings of the SIAM International Conference on Data Mining, 2010

Literature Search through Mixed-Membership Community Discovery.

[BibT_eX]

[DOI]

Charalampos E. Tsourakakis

Proceedings of the Advances in Social Computing, 2010

BASSET: Scalable Gateway Finder in Large Graphs.

[BibT_eX]

[DOI]

Proceedings of the Advances in Knowledge Discovery and Data Mining, 2010

Metric forensics: a multi-level approach for mining volatile graphs.

[BibT_eX]

[DOI]

Proceedings of the 16th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2010

Link Homophily in the Application Layer and its Usage in Traffic Classification.

[BibT_eX]

[DOI]

Proceedings of the INFOCOM 2010. 29th IEEE International Conference on Computer Communications, 2010

On the Vulnerability of Large Graphs.

[BibT_eX]

[DOI]

Hanghang Tong

B. Aditya Prakash

Duen Horng Chau

Proceedings of the ICDM 2010, 2010

Detecting Novel Discrepancies in Communication Networks.

[BibT_eX]

[DOI]

James Abello

Nishchal Devanur

Proceedings of the ICDM 2010, 2010

Profiling-By-Association: a resilient traffic profiling solution for the internet backbone.

[BibT_eX]

[DOI]

Proceedings of the 2010 ACM Conference on Emerging Networking Experiments and Technology, 2010

2009

Applying latent dirichlet allocation to group discovery in large graphs.

[BibT_eX]

[DOI]

Proceedings of the 2009 ACM Symposium on Applied Computing (SAC), 2009

Evaluating Statistical Tests for Within-Network Classifiers of Relational Data.

[BibT_eX]

[DOI]

Jennifer Neville

Charalampos E. Tsourakakis

Proceedings of the ICDM 2009, 2009

2008

Two heads better than one: pattern discovery in time-evolving multi-aspect data.

[BibT_eX]

[DOI]

Jimeng Sun

Evan Hoke

Data Min. Knowl. Discov., 2008

Collective Classification in Network Data.

[BibT_eX]

[DOI]

AI Mag., 2008

Using ghost edges for classification in sparsely labeled networks.

[BibT_eX]

[DOI]

Proceedings of the 14th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2008

Leveraging Label-Independent Features for Classification in Sparsely Labeled Networks: An Empirical Study.

[BibT_eX]

[DOI]

Phaedon-Stelios Koutsourelakis

Proceedings of the Advances in Social Network Mining and Analysis, 2008

GRAPHITE: A Visual Query System for Large Graphs.

[BibT_eX]

[DOI]

Proceedings of the Workshops Proceedings of the 8th IEEE International Conference on Data Mining (ICDM 2008), 2008

Fast mining of complex time-stamped events.

[BibT_eX]

[DOI]

Proceedings of the 17th ACM Conference on Information and Knowledge Management, 2008

Finding Mixed-Memberships in Social Networks.

[BibT_eX]

[DOI]

Proceedings of the Social Information Processing, 2008

2007

Fast best-effort pattern matching in large attributed graphs.

[BibT_eX]

[DOI]

Proceedings of the 13th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2007

An Examination of Experimental Methodology for Classifiers of Relational Data.

[BibT_eX]

[DOI]

Proceedings of the Workshops Proceedings of the 7th IEEE International Conference on Data Mining (ICDM 2007), 2007

2006

Visual Analysis of Large Heterogeneous Social Networks by Semantic and Structural Abstraction.

[BibT_eX]

[DOI]

Zeqian Shen

Kwan-Liu Ma

IEEE Trans. Vis. Comput. Graph., 2006

A Position Paper: Value of Information for Evidence Detection.

[BibT_eX]

[DOI]

David L. Roberts

Proceedings of the Capturing and Using Patterns for Evidence Detection, 2006

2005

A hybrid approach for multiresolution modeling of large-scale scientific data.

[BibT_eX]

[DOI]

Terence Critchlow

Proceedings of the 2005 ACM Symposium on Applied Computing (SAC), 2005

Knowledge Representation Issues in Semantic Graphs for Relationship Detection.

[BibT_eX]

[DOI]

Marc Barthelemy

Edmond Chow

Proceedings of the AI Technologies for Homeland Security, 2005

2003

Intelligent Web Agents that Learn to Retrieve and Extract Information.

[BibT_eX]

[DOI]

Jude W. Shavlik

Proceedings of the Intelligent Exploration of the Web, 2003

A System for Building Intelligent Agents that Learn to Retrieve and Extract Information.

[BibT_eX]

[DOI]

Jude W. Shavlik

User Model. User Adapt. Interact., 2003

The Evolution of a Hierarchical Partitioning Algorithm for Large-Scale Scientific Data: Three Steps of Increasing Complexity.

[BibT_eX]

[DOI]

Proceedings of the 15th International Conference on Scientific and Statistical Database Management (SSDBM 2003), 2003

2002

Tina Eliassi-Rad, Terence Critchlow, Ghaleb Abdulla.

[BibT_eX]

[DOI]

Terence Critchlow

Ghaleb Abdulla

Proceedings of the Eighth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2002

2001

A Theory-Refinement Approach to Information Extraction.

[BibT_eX]