Publications
2024
- Application of Transformers in CheminformaticsJournal of Chemical Information and Modeling May, 2024
- DGCLUSTER: A Neural Framework for Attributed Graph Clustering via Modularity MaximizationIn The 38th Annual AAAI Conference on Artificial Intelligence (AAAI’24) May, 2024
- Global Human-guided Counterfactual Explanations for Molecular Properties via Reinforcement LearningIn Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining May, 2024
- GNNX-BENCH: Unravelling the Utility of Perturbation-based GNN Explainers through In-depth BenchmarkingIn The Twelfth International Conference on Learning Representations (ICLR) May, 2024
- Learning Neural Contracting Dynamics: Extended Linearization and Global GuaranteesCoRR May, 2024
2023
- AI Decision Systems with Feedback Loop Active LearnerIn WSDM Crowd Science Workshop May, 2023
- Computationally Designed Molecules Modulate ALS-Related Amyloidogenic TDP-43307–319 AggregationACS Chemical Neuroscience May, 2023
- Computationally designed small molecules disassemble both soluble oligomers and protofibrils of amyloid β-protein responsible for Alzheimer’s diseaseACS Chemical Neuroscience May, 2023
- Feature-based Individual Fairness in k-ClusteringIn International Conference on Autonomous Agents and Multiagent Systems (AAMAS Extended Abstract) May, 2023
- Fragment-based Pretraining and Finetuning on Molecular GraphsIn Thirty-seventh Conference on Neural Information Processing Systems (NeurIPS) May, 2023
- Global Counterfactual Explainer for Graph Neural NetworksIn Web Search and Data Mining (WSDM) Feb, 2023
- Graph Macro Dynamics with Self-Attention for Event DetectionIn Deep Learning on Graphs: Methods and Applications (DLG-AAAI) Feb, 2023
- Inference of Infrastructure Network Flows via Physics-Inspired Implicit Neural NetworksIn IEEE Conference on Control Technology and Applications, CCTA 2023 Aug, 2023
- Learning Prototype Classifiers for Long-Tailed RecognitionIn Proceedings of the Thirty-Second International Joint Conference on Artificial Intelligence, IJCAI 2023 Aug, 2023
2022
- Approximate Algorithms for Data-Driven Influence LimitationIEEE Trans. Knowl. Data Eng. Aug, 2022
- Deep Representations for Time-varying Brain DatasetsIn KDD ’22: The 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining Aug, 2022
- FlowGEN: A Generative Model for Flow GraphsIn KDD ’22: The 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining Aug, 2022
- Graph Neural Diffusion Networks for Semi-supervised LearningCoRR Aug, 2022
- Incorporating Heterophily into Graph Neural Networks for Graph ClassificationCoRR Aug, 2022
- Learning Deep Graph Representations via Convolutional Neural NetworksIEEE Trans. Knowl. Data Eng. Aug, 2022
- Mind Reader: Reconstructing complex images from brain activitiesIn Thirty-sixth Conference on Neural Information Processing Systems (NeurIPS) Aug, 2022
- Modeling Human-AI Team Decision MakingCoRR Aug, 2022
- Multi-Resolution Attention for Personalized Item SearchIn WSDM ’22: The Fifteenth ACM International Conference on Web Search and Data Mining Feb, 2022
- POLE: Polarized Embedding for Signed NetworksIn WSDM ’22: The Fifteenth ACM International Conference on Web Search and Data Mining Feb, 2022
- Predictive models for human–AI nexus in group decision makingAnnals of the New York Academy of Sciences Feb, 2022
2021
- Group Testing on a NetworkIn AAAI Conference on Artificial Intelligence Feb, 2021
- Incorporating User’s Preference into Attributed Graph ClusteringIEEE Trans. Knowl. Data Eng. Feb, 2021
- Tree++: Truncated Tree Based Graph KernelsIEEE Trans. Knowl. Data Eng. Feb, 2021
2020
- Approximate Algorithms for Data-driven Influence LimitationIEEE Transactions on Knowledge and Data Engineering (TKDE) Feb, 2020
- DANR: Discrepancy-aware Network RegularizationIn SIAM International Conference on Data Mining (SDM) Feb, 2020
- Expertise and confidence explain how social influence evolves along intellective tasksCoRR Feb, 2020
- A Game Theoretic Approach For Core ResilienceIn IJCAI Feb, 2020
- A Game Theoretic Approach For k-Core MinimizationIn AAMAS Feb, 2020
- GCOMB: Learning Budget-constrained Combinatorial Algorithms over Billion-sized GraphsIn Thirty-fourth Conference on Neural Information Processing Systems (NeurIPS) Feb, 2020
2019
- Estimating localized complexity of white-matter wiring with GANsMedical Imaging meets NeurIPS Feb, 2019
- Modulating ALS-Related Amyloidogenic TDP-43307–319 Oligomeric Aggregates with Computationally Derived Therapeutic MoleculesBiochemistry Feb, 2019
2018
- Group centrality maximization via network designIn SIAM International Conference on Data Mining (SDM) Feb, 2018
- Inhibiting and remodeling toxic amyloid-beta oligomer formation using a computationally designed drug molecule that targets Alzheimer’s diseaseJournal of The American Society for Mass Spectrometry Feb, 2018
- Learning Multiclassifiers with Predictive Features that Vary with Data DistributionIn IEEE International Conference on Big Data (IEEE BigData 2018) Dec, 2018
- Making a Small World Smaller: Path Optimization in NetworksIEEE Transactions on Knowledge and Data Engineering (TKDE) Dec, 2018
- Noticeable Network Delay Minimization via Node UpgradesIn International Conference on Very Large Data Bases (VLDB) Dec, 2018
- Spatial coherence of oriented white matter microstructure: Applications to white matter regions associated with genetic similarityNeuroImage Dec, 2018
2017
- A Distance Measure for the Analysis of Polar Opinion Dynamics in Social NetworksIn IEEE International Conference on Data Engineering (ICDE) Apr, 2017
- GPOP: Scalable Group-level Popularity Prediction for Online Content in Social NetworksIn Proceedings of the 26th International Conference on World Wide Web Apr, 2017
- Learning about learning: Mining human brain sub-network biomarkers from fMRI dataPLoS one Apr, 2017
- Polar Opinion Dynamics in Social NetworksIEEE Transactions on Automatic Control (TAC) Apr, 2017
- Predictive Modeling and Scalability Analysis for Large Graph AnalyticsIn IFIP/IEEE International Symposium on Integrated Network Management, IM 2017 May, 2017
- The Spread of Physical Activity Through Social NetworksIn Proceedings of the 26th International Conference on World Wide Web: ACM May, 2017
- Subnetwork Mining with Spatial and Temporal SmoothnessIn SIAM international conference on data mining (SDM) May, 2017
- Through the Grapevine: A Comparison of News in Microblogs and Traditional MediaMay, 2017
2016
- Dynamics of Collective Performance in Collaboration NetworksIn XXXVI International Sunbelt Conference May, 2016
- FCCF: forecasting citywide crowd flows based on big dataIn Proceedings of the 24th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems: ACM May, 2016
- Graph Wavelets via Sparse CutsIn Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining May, 2016
- Inferring causal molecular networks: empirical assessment through a community-based effortNature methods May, 2016
- Nearest Keyword Set Search in Multi-Dimensional DatasetsIEEE Trans. Knowl. Data Eng. May, 2016
- Outlier Detection from Network Data with Subnetwork InterpretationIn IEEE International Conference Data Mining (ICDM) May, 2016
- Sign prediction in social networks based on users reputation and optimismSocial Network Analysis and Mining May, 2016
- Topology design under adversarial dynamicsIn 14th International Symposium on Modeling and Optimization in Mobile, Ad Hoc, and Wireless Networks, WiOpt 2016 May, 2016
- Towards Scalable Network Delay MinimizationIn IEEE 16th International Conference on Data Mining, ICDM 2016 Dec, 2016
2015
- Behavior Query Discovery in System-Generated Temporal GraphsPVLDB Dec, 2015
- Beyond Models: Forecasting Complex Network Processes Directly from DataIn Proceedings of the 24th International Conference on World Wide Web, WWW 2015 May, 2015
- Discovery of LRRK2 inhibitors using sequential in silico joint pharmacophore space (JPS) and ensemble dockingBioorganic & medicinal chemistry letters May, 2015
- Herding "small" streaming queriesIn Proceedings of the 9th ACM International Conference on Distributed Event-Based Systems, DEBS ’15 Jun, 2015
- Hierarchical in-network attribute compression via importance samplingIn 31st IEEE International Conference on Data Engineering, ICDE 2015 Apr, 2015
- Learning Predictive Substructures with Regularization for Network DataIn Data Mining (ICDM), 2015 IEEE International Conference on Apr, 2015
2014
- Answering top-k representative queries on graph databasesIn International Conference on Management of Data, SIGMOD 2014 Jun, 2014
- Applications of Top-k Representative QueriesIn Proceedings of the Sixth Workshop on Semantic Web Information Management, SWIM 2014 Jun, 2014
- Base motif recognition and design of DNA templates for fluorescent silver clusters by machine learningAdvanced Materials Jun, 2014
- Cloud service placement via subgraph matchingIn IEEE 30th International Conference on Data Engineering, Chicago, ICDE 2014 Mar, 2014
- On Critical Event Observability Using Social Networks: A Disaster Monitoring PerspectiveIn Military Communications Conference (MILCOM), 2014 IEEE Mar, 2014
- Discriminative Subnetworks with Regularized Spectral Learning for Global-State Network DataIn Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2014 Sep, 2014
- Modeling individual topic-specific behavior and influence backbone networks in social mediaSocial Netw. Analys. Mining Sep, 2014
- Nearest Keyword Set Search in Multi-dimensional DatasetsCoRR Sep, 2014
- Structure and evolution of missed collaborations in large networksIn 2014 Proceedings IEEE INFOCOM Workshops Apr, 2014
- Towards scalable critical alert miningIn The 20th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, KDD ’14 Aug, 2014
2013
- Accurate and scalable nearest neighbors in large networks based on effective importanceIn 22nd ACM International Conference on Information and Knowledge Management, CIKM’13 Oct, 2013
- As Strong as the Weakest Link: Mining Diverse Cliques in Weighted GraphsIn Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2013 Sep, 2013
- Efficient tracking and querying for coordinated uncertain mobile objectsIn 29th IEEE International Conference on Data Engineering, ICDE 2013 Apr, 2013
- I act, therefore I judge: network sentiment dynamics based on user activity changeIn Advances in Social Networks Analysis and Mining 2013, ASONAM ’13 Aug, 2013
- Mining discriminative subgraphs from global-state networksIn The 19th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, KDD 2013 Aug, 2013
- Mining Evolving Network ProcessesIn 2013 IEEE 13th International Conference on Data Mining, Dallas, TX, USA Dec, 2013
- NetSpot: Spotting Significant Anomalous Regions on Dynamic NetworksIn Proceedings of the 13th SIAM International Conference on Data Mining May, 2013
- Quantifying spatial relationships from whole retinal imagesBioinformatics May, 2013
- Sensing for Mobile ObjectsMay, 2013
- The Social Media Genome: Modeling Individual Topic-Specific Behavior in Social MediaCoRR May, 2013
- The social media genome: modeling individual topic-specific behavior in social mediaAdvances in Social Networks Analysis and Mining 2013, ASONAM ’13 Aug, 2013
- Static and Dynamic Structural Correlations in GraphsIEEE Trans. Knowl. Data Eng. Aug, 2013
2012
- Bisque: Advances in Bioimage DatabasesIEEE Data Eng. Bull. Aug, 2012
- Efficient multicasting for delay tolerant networks using graph indexingIn Proceedings of the IEEE INFOCOM 2012 Mar, 2012
- Indexing and mining topological patterns for drug discoveryIn 15th International Conference on Extending Database Technology, EDBT ’12 Mar, 2012
- Inferring the Underlying Structure of Information CascadesCoRR Mar, 2012
- Inferring the Underlying Structure of Information CascadesIn 12th IEEE International Conference on Data Mining, ICDM 2012 Dec, 2012
- A Latent Parameter Node-Centric Model for Spatial NetworksCoRR Dec, 2012
- Modeling Complex Diseases Using Discriminative Network Fragments - (Invited Keynote Talk)In Bioinformatics Research and Applications - 8th International Symposium, ISBRA 2012 May, 2012
- Reachability Analysis and Modeling of Dynamic Event NetworksIn Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2012 Sep, 2012
- SigSpot: mining significant anomalous regions from time-evolving networks (abstract only)In Proceedings of the ACM SIGMOD International Conference on Management of Data, SIGMOD 2012 May, 2012
- SIMP: accurate and efficient near neighbor search in high dimensional spaces15th International Conference on Extending Database Technology, EDBT ’12 Mar, 2012
2011
- Analyzing Performance of Lease-Based Schemes under FailuresIn 30th IEEE Symposium on Reliable Distributed Systems (SRDS 2011) Oct, 2011
- Answering Top-k Queries Over a Mixture of Attractive and Repulsive DimensionsPVLDB Oct, 2011
- Answering Top-k Queries Over a Mixture of Attractive and Repulsive DimensionsCoRR Oct, 2011
- Assessing and ranking structural correlations in graphsIn Proceedings of the ACM SIGMOD International Conference on Management of Data Oct, 2011
- Content-based Modeling and Prediction of Information DisseminationIn International Conference on Advances in Social Networks Analysis and Mining Oct, 2011
- Indexing the Earth Mover’s Distance Using Normal DistributionsPVLDB Oct, 2011
- Indexing the Earth Mover’s Distance Using Normal DistributionsCoRR Oct, 2011
- Mining Heavy Subgraphs in Time-Evolving NetworksIn 11th IEEE International Conference on Data Mining Oct, 2011
- Novel Method for Pharmacophore Analysis by Examining the Joint Pharmacophore SpaceJournal of Chemical Information and Modeling Oct, 2011
- Synopses for probabilistic data over large domainsIn EDBT 2011, 14th International Conference on Extending Database Technology Oct, 2011
- Using Stochastic Causal Trees to Augment Bayesian Networks for Modeling eQTL DatasetsBMC Bioinformatics Oct, 2011
2010
- Bisque: a platform for bioimage analysis and managementBioinformatics Oct, 2010
- Efficient and Robust Detection of Duplicate Videos in a Large DatabaseIEEE Trans. Circuits Syst. Video Techn. Oct, 2010
- Finding top-k similar pairs of objects annotated with terms from an ontologyCoRR Oct, 2010
- Finding Top-k Similar Pairs of Objects Annotated with Terms from an OntologyIn Scientific and Statistical Database Management, 22nd International Conference, SSDBM 2010 Oct, 2010
- Geo-clustering of Images with Missing GeoTagsIn IEEE International Conference on Granular Computing, GrC 2010 Oct, 2010
- Molecular Function Prediction Using Neighborhood FeaturesIEEE/ACM Trans. Comput. Biology Bioinform. Oct, 2010
- Profile Based Sub-Image Search in Image DatabasesCoRR Oct, 2010
- Query Language and Access Methods for Graph DatabasesOct, 2010
- Querying spatial patternsIn EDBT 2010, 13th International Conference on Extending Database Technology Oct, 2010
- Scalable Discovery of Best Clusters on Large GraphsPVLDB Oct, 2010
- Towards Community Discovery in Signed Collaborative Interaction NetworksIn ICDMW 2010, The 10th IEEE International Conference on Data Mining Workshops Oct, 2010
2009
- Accurate and Scalable Techniques for the Complex/Pathway Membership Problem in Protein NetworksAdv. Bioinformatics Oct, 2009
- Finding Significant Subregions in Large Image DatabasesCoRR Oct, 2009
- GraphSig: A Scalable Approach to Mining Significant Subgraphs in Large Graph DatabasesIn Proceedings of the 25th International Conference on Data Engineering Oct, 2009
- Mining Statistically Significant Molecular Substructures for Efficient Molecular ClassificationJournal of Chemical Information and Modeling Oct, 2009
- Optimization Techniques for Reactive Network MonitoringIEEE Trans. Knowl. Data Eng. Oct, 2009
- Predicting genetic interactions with random walks on biological networksBMC Bioinformatics Oct, 2009
- RRW: repeated random walks on genome-scale protein networks for local cluster discoveryBMC Bioinformatics Oct, 2009
2008
- Efficient Computation of Statistical Significance of Query Results in DatabasesIn Scientific and Statistical Database Management, 20th International Conference, SSDBM 2008 Oct, 2008
- A general modeling and visualization tool for comparing different members of a group: application to studying tau-mediated regulation of microtubule dynamicsBMC Bioinformatics Oct, 2008
- Graphs-at-a-time: query language and access methods for graph databasesIn Proceedings of the ACM SIGMOD International Conference on Management of Data Oct, 2008
- Top-k Spatial Joins of Probabilistic ObjectsIn Proceedings of the 24th International Conference on Data Engineering Oct, 2008
2007
- APLA: Indexing Arbitrary Probability DistributionsIn Proceedings of the 23rd International Conference on Data Engineering Oct, 2007
- Efficient Algorithms for Mining Significant Substructures in Graphs with Quality GuaranteesIn Proceedings of the 7th IEEE International Conference on Data Mining Oct, 2007
- Indexing and Querying Data StreamsOct, 2007
- MIST: Distributed Indexing and Querying in Sensor Networks using Statistical ModelsIn Proceedings of the 33rd International Conference on Very Large Data Bases Oct, 2007
2006
- Closure-Tree: An Index Structure for Graph QueriesIn Proceedings of the 22nd International Conference on Data Engineering Oct, 2006
- Distributed Spatial Clustering in Sensor NetworksIn Advances in Database Technology - EDBT 2006, 10th International Conference on Extending Database Technology Oct, 2006
- GraphRank: Statistical Modeling and Mining of Significant Subgraphs in the Feature SpaceIn Proceedings of the 6th IEEE International Conference on Data Mining Oct, 2006
- Indexing Spatially Sensitive Distance Measures Using Multi-resolution Lower BoundsIn Advances in Database Technology - EDBT 2006, 10th International Conference on Extending Database Technology Oct, 2006
- Integrating multi-attribute similarity networks for robust representation of the protein spaceBioinformatics Oct, 2006
- LB-Index: A Multi-Resolution Index Structure for ImagesIn Proceedings of the 22nd International Conference on Data Engineering Oct, 2006
- Probabilistic Segmentation and Analysis of Horizontal CellsIn Proceedings of the 6th IEEE International Conference on Data Mining Oct, 2006
2005
- Analysis of protein-protein interaction networks using random walksIn Proceedings of the 5th international workshop on Bioinformatics, BIOKDD 2005 Oct, 2005
- Current Challenges in Bioimage Database DesignIn Fourth International IEEE Computer Society Computational Systems Bioinformatics Conference Workshops & Poster Abstracts, CSB 2005 Workshops Oct, 2005
- Decision Tree Based Information Integration for Automated Protein ClassificationJ. Bioinformatics and Computational Biology Oct, 2005
- DIST: a distributed spatio-temporal index structure for sensor networksIn Proceedings of the 2005 ACM CIKM International Conference on Information and Knowledge Management Oct, 2005
- Distributed Data Streams Indexing using Content-Based Routing ParadigmIn 19th International Parallel and Distributed Processing Symposium, IPDPS 2005 Oct, 2005
- Scalable Index Structures for Biological DataOct, 2005
- Scalable ranking for preference queriesIn Proceedings of the 2005 ACM CIKM International Conference on Information and Knowledge Management Oct, 2005
- A Unified Framework for Monitoring Data Streams in Real TimeIn Proceedings of the 21st International Conference on Data Engineering Oct, 2005
- ViVo: Visual Vocabulary Construction for Mining Biomedical ImagesIn Proceedings of the 5th IEEE International Conference on Data Mining Oct, 2005
2004
- Automated Protein Classification Using Consensus DecisionIn 3rd International IEEE Computer Society Computational Systems Bioinformatics Conference, CSB 2004 Oct, 2004
- A Distributed Database for BioMolecular ImagesSIGMOD Record Oct, 2004
- Increasing Concurrency in Databases Using Program AnalysisIn ECOOP 2004 - Object-Oriented Programming, 18th European Conference Oct, 2004
- Index-based Similarity Search for Protein Structure DatabasesJ. Bioinformatics and Computational Biology Oct, 2004
- Optimizing Similarity Search for Arbitrary Length Time Series QueriesIEEE Trans. Knowl. Data Eng. Oct, 2004
- ProGreSS: Simultaneous Searching of Protein Databases by Sequence and StructureIn Biocomputing 2004, Proceedings of the Pacific Symposium Oct, 2004
- Progressive Searching of Biological SequencesIEEE Data Eng. Bull. Oct, 2004
- Speeding up whole-genome alignment by indexing frequency vectorsBioinformatics Oct, 2004
- SPREE: Object Prefetching for Mobile ComputersIn On the Move to Meaningful Internet Systems 2004: CoopIS, DOA, and ODBASE, OTM Confederated International Conferences Oct, 2004
2003
- An Adaptive and Scalable Middleware for Distributed Indexing of Data StreamsIn Databases, Information Systems, and Peer-to-Peer Computing, First International Workshop, DBISP2P, Berlin Germany Oct, 2003
- Browsing and placement of multi-resolution images on parallel disksMultimedia Syst. Oct, 2003
- Deriving phylogenetic trees from the similarity analysis of metabolic pathwaysIn Proceedings of the Eleventh International Conference on Intelligent Systems for Molecular Biology Oct, 2003
- Dynamic Query-Based Debugging of Object-Oriented ProgramsAutom. Softw. Eng. Oct, 2003
- Fast alignment of large genome databasesIn Proceedings of the 19th International Conference on Data Engineering Oct, 2003
- Faster Similarity Search for Multimedia Data Via Query TransformationsInt. J. Image Graphics Oct, 2003
- Genome on Demand: Interactive Substring SearchingIn 2nd IEEE Computer Society Bioinformatics Conference, CSB 2003 Oct, 2003
- Joining Massive High-Dimensional DatasetsIn Proceedings of the 19th International Conference on Data Engineering Oct, 2003
- MAP: Searching Large Genome DatabasesIn Proceedings of the 8th Pacific Symposium on Biocomputing, PSB 2003 Oct, 2003
- PSI: indexing protein structures for fast similarity searchIn Proceedings of the Eleventh International Conference on Intelligent Systems for Molecular Biology Oct, 2003
- Querying and Mining Biological DatabasesOMICS Oct, 2003
- SWAT: Hierarchical Stream Summarization in Large NetworksIn Proceedings of the 19th International Conference on Data Engineering Oct, 2003
- Towards Index-based Similarity Search for Protein Structure DatabasesIn 2nd IEEE Computer Society Bioinformatics Conference, CSB 2003 Oct, 2003