Publications
]
"DANR: Discrepancy-aware Network Regularization",
SIAM International Conference on Data Mining (SDM), 2020.
"Incorporating User's Preference into Attributed Graph Clustering",
IEEE Transactions on Knowledge and Data Engineering (TKDE), 2020.
"White Noise Analysis of Neural Networks",
International Conference on Learning Representations (ICLR), 2020.
"A Distance Measure for the Analysis of Polar Opinion Dynamics in Social Networks",
ACM Transactions on Knowledge Discovery from Data (TKDD), 2019.
"Estimating localized complexity of white-matter wiring with GANs",
Medical Imaging meets NeurIPS, 2019.
"Fighting Opinion Control in Social Networks via Link Recommendation",
ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD'19), Anchorage, AK, USA, ACM, 08/2019.
"Structural Balance Emerges and Explains Performance in Risky Decision-Making",
Nature Communications, vol. 10, issue 1, 06/2019.
"Tree++: Truncated Tree Based Graph Kernels",
IEEE Transactions on Knowledge and Data Engineering (TKDE), 2019.
"Dynamics of Collective Performance in Collaboration Networks",
PLOS ONE, vol. 13, pp. 1-31, 10, 2018.
"Group centrality maximization via network design",
SIAM International Conference on Data Mining (SDM), 2018.
"Learning Multiclassifiers with Predictive Features Varied along with Data Distribution",
to appear in Big Data (Big Data), 2018 IEEE International Conference on: IEEE, 2018.
"Making a Small World Smaller: Path Optimization in Networks",
IEEE Transactions on Knowledge and Data Engineering (TKDE), 2018.
"Noticeable Network Delay Minimization via Node Upgrades",
International Conference on Very Large Data Bases (VLDB), 2018.
"Spatial coherence of oriented white matter microstructure: Applications to white matter regions associated with genetic similarity",
NeuroImage, 2018.
" Spectral Algorithms for Temporal Graph Cuts",
The Web Conference (WWW), 2018.
"Summarizing Network Processes with Network-constrained Boolean Matrix Factorization",
IEEE International Conference on Data Mining (ICDM), 2018.
"A Distance Measure for the Analysis of Polar Opinion Dynamics in Social Networks",
IEEE International Conference on Data Engineering (ICDE), San Diego, California, US, IEEE, 04/2017.
"GPOP: Scalable Group-level Popularity Prediction for Online Content in Social Networks",
Proceedings of the 26th International Conference on World Wide Web, 2017.
"Inference of hidden social power through opinion formation in complex networks",
IEEE Transactions on Network Science and Engineering (TSNE), vol. 4, issue 3, pp. 164, 07/2017.
"Polar Opinion Dynamics in Social Networks",
IEEE Transactions on Automatic Control (TAC), 2017.
"Polar Opinion Dynamics in Social Networks",
32'nd Southern California Control Workshop, Caltech, 04/2017.
"Predictive Modeling and Scalability Analysis for Large Graph Analytics",
IFIP/IEEE International Symposium on Integrated Network Management, {IM} 2017, 8-12 May, Lisbon, Portugal, 2017.
"The Spread of Physical Activity Through Social Networks",
Proceedings of the 26th International Conference on World Wide Web: ACM, 2017.
"Subnetwork Mining with Spatial and Temporal Smoothness",
SIAM international conference on data mining (SDM), 2017.
"Dynamics of Collective Performance in Collaboration Networks",
XXXVI International Sunbelt Conference, Newport Beach, California, US, International Network for Social Network Analysis (INSNA), 2016.
"FCCF: forecasting citywide crowd flows based on big data",
Proceedings of the 24th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems: ACM, 2016.
"Graph Wavelets via Sparse Cuts",
Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2016.
"Inferring causal molecular networks: empirical assessment through a community-based effort",
Nature methods, vol. 13, pp. 310–318, 2016.
"Nearest Keyword Set Search in Multi-Dimensional Datasets",
{IEEE} Trans. Knowl. Data Eng., vol. 28, pp. 741–755, 2016.
"Outlier Detection from Network Data with Subnetwork Interpretation",
IEEE International Conference Data Mining (ICDM), 2016.
"Sign prediction in social networks based on users reputation and optimism",
Social Network Analysis and Mining, vol. 6, pp. 91, 2016.
"Topology design under adversarial dynamics",
14th International Symposium on Modeling and Optimization in Mobile, Ad Hoc, and Wireless Networks, WiOpt 2016, Tempe, AZ, USA, May 9-13, 2016, 2016.
"Towards Scalable Network Delay Minimization",
{IEEE} 16th International Conference on Data Mining, {ICDM} 2016, December 12-15, 2016, Barcelona, Spain, 2016.
"Behavior Query Discovery in System-Generated Temporal Graphs",
{PVLDB}, vol. 9, pp. 240–251, 2015.
"Beyond Models: Forecasting Complex Network Processes Directly from Data",
Proceedings of the 24th International Conference on World Wide Web, {WWW} 2015, Florence, Italy, May 18-22, 2015, pp. 885–895, 2015.
"Beyond models: Forecasting complex network processes directly from data (Abstract)",
Seventh IEEE international workshop on network science for communication networks (NetSciCom 2015): IEEE, 2015.
"Discovery of LRRK2 inhibitors using sequential in silico joint pharmacophore space (JPS) and ensemble docking",
Bioorganic & medicinal chemistry letters, vol. 25, pp. 2713–2719, 2015.
"A Distance Measure for the Analysis of Polar Opinion Dynamics in Social Networks",
arXiv:1510.05058 [cs.SI], 10/2015.
"Herding "small" streaming queries",
Proceedings of the 9th {ACM} International Conference on Distributed Event-Based Systems, {DEBS} '15, Oslo, Norway, June 29 - July 3, 2015, 2015.
"Hierarchical in-network attribute compression via importance sampling",
31st {IEEE} International Conference on Data Engineering, {ICDE} 2015, Seoul, South Korea, April 13-17, 2015, pp. 951–962, 2015.
"Learning Predictive Substructures with Regularization for Network Data",
Data Mining (ICDM), 2015 IEEE International Conference on: IEEE, 2015.
"Answering top-k representative queries on graph databases",
International Conference on Management of Data, {SIGMOD} 2014, Snowbird, UT, USA, June 22-27, 2014, pp. 1163–1174, 2014.
"Applications of Top-k Representative Queries",
Proceedings of the Sixth Workshop on Semantic Web Information Management, {SWIM} 2014, Snowbird, UT, USA, June 22-27, 2014, pp. 40:1–40:2, 2014.
"Base motif recognition and design of DNA templates for fluorescent silver clusters by machine learning",
Advanced Materials, vol. 26, pp. 5839–5845, 2014.
"Cloud service placement via subgraph matching",
{IEEE} 30th International Conference on Data Engineering, Chicago, {ICDE} 2014, IL, USA, March 31 - April 4, 2014, pp. 832–843, 2014.
"On Critical Event Observability Using Social Networks: A Disaster Monitoring Perspective",
Military Communications Conference (MILCOM), 2014 IEEE: IEEE, 2014.
"Discriminative Subnetworks with Regularized Spectral Learning for Global-State Network Data",
Machine Learning and Knowledge Discovery in Databases - European Conference, {ECML} {PKDD} 2014, Nancy, France, September 15-19, 2014. Proceedings, Part {I}, pp. 290–306, 2014.
"Modeling individual topic-specific behavior and influence backbone networks in social media",
Social Netw. Analys. Mining, vol. 4, no. 1, pp. 204, 2014.
"Nearest Keyword Set Search in Multi-dimensional Datasets",
CoRR, vol. abs/1409.3867, 2014.
"Structure and evolution of missed collaborations in large networks",
2014 Proceedings {IEEE} {INFOCOM} Workshops, Toronto, ON, Canada, April 27 - May 2, 2014, pp. 849–854, 2014.
"Towards scalable critical alert mining",
The 20th {ACM} {SIGKDD} International Conference on Knowledge Discovery and Data Mining, {KDD} '14, New York, NY, {USA} - August 24 - 27, 2014, pp. 1057–1066, 2014.
"Accurate and scalable nearest neighbors in large networks based on effective importance",
22nd {ACM} International Conference on Information and Knowledge Management, CIKM'13, San Francisco, CA, USA, October 27 - November 1, 2013, pp. 1009–1018, 2013.
"As Strong as the Weakest Link: Mining Diverse Cliques in Weighted Graphs",
Machine Learning and Knowledge Discovery in Databases - European Conference, {ECML} {PKDD} 2013, Prague, Czech Republic, September 23-27, 2013, Proceedings, Part {I}, pp. 525–540, 2013.
"Efficient tracking and querying for coordinated uncertain mobile objects",
29th {IEEE} International Conference on Data Engineering, {ICDE} 2013, Brisbane, Australia, April 8-12, 2013, pp. 182–193, 2013.
"I act, therefore I judge: network sentiment dynamics based on user activity change",
Advances in Social Networks Analysis and Mining 2013, {ASONAM} '13, Niagara, ON, Canada - August 25 - 29, 2013, pp. 396–402, 2013.
"Mining discriminative subgraphs from global-state networks",
The 19th {ACM} {SIGKDD} International Conference on Knowledge Discovery and Data Mining, {KDD} 2013, Chicago, IL, USA, August 11-14, 2013, pp. 509–517, 2013.
"Mining Evolving Network Processes",
2013 {IEEE} 13th International Conference on Data Mining, Dallas, TX, USA, December 7-10, 2013, pp. 537–546, 2013.
"NetSpot: Spotting Significant Anomalous Regions on Dynamic Networks",
Proceedings of the 13th {SIAM} International Conference on Data Mining, May 2-4, 2013. Austin, Texas, {USA.}, pp. 28–36, 2013.
"Quantifying spatial relationships from whole retinal images",
Bioinformatics, vol. 29, no. 7, pp. 940–946, 2013.
"Sensing for Mobile Objects",
Managing and Mining Sensor Data, pp. 299–348, 2013.
"The social media genome: modeling individual topic-specific behavior in social media",
Advances in Social Networks Analysis and Mining 2013, {ASONAM} '13, Niagara, ON, Canada - August 25 - 29, 2013, pp. 236–242, 2013.
"The Social Media Genome: Modeling Individual Topic-Specific Behavior in Social Media",
CoRR, vol. abs/1307.0309, 2013.
"Static and Dynamic Structural Correlations in Graphs",
{IEEE} Trans. Knowl. Data Eng., vol. 25, no. 9, pp. 2147–2160, 2013.
"Bisque: Advances in Bioimage Databases",
{IEEE} Data Eng. Bull., vol. 35, no. 3, pp. 56–64, 2012.
"Efficient multicasting for delay tolerant networks using graph indexing",
Proceedings of the {IEEE} {INFOCOM} 2012, Orlando, FL, USA, March 25-30, 2012, pp. 1386–1394, 2012.
"Indexing and mining topological patterns for drug discovery",
15th International Conference on Extending Database Technology, {EDBT} '12, Berlin, Germany, March 27-30, 2012, Proceedings, pp. 562–565, 2012.
"Inferring the Underlying Structure of Information Cascades",
CoRR, vol. abs/1210.3587, 2012.
"Inferring the Underlying Structure of Information Cascades",
12th {IEEE} International Conference on Data Mining, {ICDM} 2012, Brussels, Belgium, December 10-13, 2012, pp. 1218–1223, 2012.
"A Latent Parameter Node-Centric Model for Spatial Networks",
CoRR, vol. abs/1210.4246, 2012.
"Modeling Complex Diseases Using Discriminative Network Fragments - (Invited Keynote Talk)",
Bioinformatics Research and Applications - 8th International Symposium, {ISBRA} 2012, Dallas, TX, USA, May 21-23, 2012. Proceedings, pp. 249, 2012.
"Reachability Analysis and Modeling of Dynamic Event Networks",
Machine Learning and Knowledge Discovery in Databases - European Conference, {ECML} {PKDD} 2012, Bristol, UK, September 24-28, 2012. Proceedings, Part {I}, pp. 442–457, 2012.
"SigSpot: mining significant anomalous regions from time-evolving networks (abstract only)",
Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data, {SIGMOD} 2012, Scottsdale, AZ, USA, May 20-24, 2012, pp. 865, 2012.
"SIMP: accurate and efficient near neighbor search in high dimensional spaces",
15th International Conference on Extending Database Technology, {EDBT} '12, Berlin, Germany, March 27-30, 2012, Proceedings, pp. 492–503, 2012.
"Analyzing Performance of Lease-Based Schemes under Failures",
30th {IEEE} Symposium on Reliable Distributed Systems {(SRDS} 2011), Madrid, Spain, October 4-7, 2011, pp. 193–202, 2011.
"Answering Top-k Queries Over a Mixture of Attractive and Repulsive Dimensions",
{PVLDB}, vol. 5, no. 3, pp. 169–180, 2011.
"Answering Top-k Queries Over a Mixture of Attractive and Repulsive Dimensions",
CoRR, vol. abs/1111.7165, 2011.
"Assessing and ranking structural correlations in graphs",
Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data, {SIGMOD} 2011, Athens, Greece, June 12-16, 2011, pp. 937–948, 2011.
"Content-based Modeling and Prediction of Information Dissemination",
International Conference on Advances in Social Networks Analysis and Mining, {ASONAM} 2011, Kaohsiung, Taiwan, 25-27 July 2011, pp. 21–28, 2011.
"Indexing the Earth Mover's Distance Using Normal Distributions",
CoRR, vol. abs/1111.7168, 2011.
"Indexing the Earth Mover's Distance Using Normal Distributions",
{PVLDB}, vol. 5, no. 3, pp. 205–216, 2011.
"Mining Heavy Subgraphs in Time-Evolving Networks",
11th {IEEE} International Conference on Data Mining, {ICDM} 2011, Vancouver, BC, Canada, December 11-14, 2011, pp. 81–90, 2011.
"Novel Method for Pharmacophore Analysis by Examining the Joint Pharmacophore Space",
Journal of Chemical Information and Modeling, vol. 51, no. 5, pp. 1106–1121, 2011.
"Synopses for probabilistic data over large domains",
{EDBT} 2011, 14th International Conference on Extending Database Technology, Uppsala, Sweden, March 21-24, 2011, Proceedings, pp. 389–400, 2011.
"Using Stochastic Causal Trees to Augment Bayesian Networks for Modeling eQTL Datasets",
{BMC} Bioinformatics, vol. 12, pp. 7, 2011.
"Bisque: a platform for bioimage analysis and management",
Bioinformatics, vol. 26, no. 4, pp. 544–552, 2010.
"Efficient and Robust Detection of Duplicate Videos in a Large Database",
{IEEE} Trans. Circuits Syst. Video Techn., vol. 20, no. 6, pp. 870–885, 2010.
"Finding top-k similar pairs of objects annotated with terms from an ontology",
CoRR, vol. abs/1001.2625, 2010.
"Finding Top-k Similar Pairs of Objects Annotated with Terms from an Ontology",
Scientific and Statistical Database Management, 22nd International Conference, {SSDBM} 2010, Heidelberg, Germany, June 30 - July 2, 2010. Proceedings, pp. 214–232, 2010.
"Geo-clustering of Images with Missing GeoTags",
2010 {IEEE} International Conference on Granular Computing, GrC 2010, San Jose, California, USA, 14-16 August 2010, pp. 420–425, 2010.
"Molecular Function Prediction Using Neighborhood Features",
{IEEE/ACM} Trans. Comput. Biology Bioinform., vol. 7, no. 2, pp. 208–217, 2010.
"Profile Based Sub-Image Search in Image Databases",
CoRR, vol. abs/1010.1496, 2010.
"Query Language and Access Methods for Graph Databases",
Managing and Mining Graph Data, pp. 125–160, 2010.
"Querying spatial patterns",
{EDBT} 2010, 13th International Conference on Extending Database Technology, Lausanne, Switzerland, March 22-26, 2010, Proceedings, pp. 418–429, 2010.
"Scalable Discovery of Best Clusters on Large Graphs",
{PVLDB}, vol. 3, no. 1, pp. 693–702, 2010.
"Towards Community Discovery in Signed Collaborative Interaction Networks",
{ICDMW} 2010, The 10th {IEEE} International Conference on Data Mining Workshops, Sydney, Australia, 13 December 2010, pp. 288–295, 2010.
"Accurate and Scalable Techniques for the Complex/Pathway Membership Problem in Protein Networks",
Adv. Bioinformatics, vol. 2009, pp. 787128:1–787128:9, 2009.
"Finding Significant Subregions in Large Image Databases",
CoRR, vol. abs/0906.3585, 2009.
"GraphSig: A Scalable Approach to Mining Significant Subgraphs in Large Graph Databases",
Proceedings of the 25th International Conference on Data Engineering, {ICDE} 2009, March 29 2009 - April 2 2009, Shanghai, China, pp. 844–855, 2009.
"Mining Statistically Significant Molecular Substructures for Efficient Molecular Classification",
Journal of Chemical Information and Modeling, vol. 49, no. 11, pp. 2537–2550, 2009.
"Optimization Techniques for Reactive Network Monitoring",
{IEEE} Trans. Knowl. Data Eng., vol. 21, no. 9, pp. 1343–1357, 2009.