Spatial Reasoning and Policy Analysis, Center for (CSRPA)

Research output

Research output per year 2000 2018 2019 2020 2021 2022 2023

• 146 Article
• 121 Conference contribution
• 19 Editorial
• 16 Chapter
• 14 More
  • 8 Review article
  • 3 Paper
  • 2 Conference article
  • 1 Book

Research output per year

Research output per year

Search results

• 2023

  Auction-Based Learning for Question Answering over Knowledge Graphs

  Agrawal, G., Bertsekas, D. & Liu, H., Jun 2023, In: Information (Switzerland). 14, 6, 336.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Directed graphs 100%
  • Data structures 70%
  • Experiments 30%
  2 Scopus citations

• Causal Disentanglement for Implicit Recommendations with Network Information

  Sheth, P., Guo, R., Cheng, L., Liu, H. & Candan, K. S., Apr 6 2023, In: ACM Transactions on Knowledge Discovery from Data. 17, 7, 94.

  Research output: Contribution to journal › Article › peer-review

  • Recommender systems 100%
  • Network theory (graphs) 24%
  • Amplification 20%
  • Machine learning 14%
  • Feedback 12%
  3 Scopus citations

• CausalSE: Understanding Varied Spatial Effects with Missing Data Toward Adding New Bike-sharing Stations

  Wang, Q., Guo, B., Cheng, L., Yu, Z. & Liu, H., Mar 20 2023, In: ACM Transactions on Knowledge Discovery from Data. 17, 2, 61872032.

  Research output: Contribution to journal › Article › peer-review

  • Decision making 100%
  • Industry 60%
  2 Scopus citations

• Efficient and Secure Federated Learning with Verifiable Weighted Average Aggregation

  Yang, Z., Zhou, M., Yu, H., Sinnott, R. O. & Liu, H., Jan 1 2023, In: IEEE Transactions on Network Science and Engineering. 10, 1, p. 205-222 18 p.

  Research output: Contribution to journal › Article › peer-review

  • Agglomeration 100%
  • Servers 31%
  • Learning systems 14%
  • Experiments 5%
  5 Scopus citations

• Fast Secure Aggregation with High Dropout Resilience for Federated Learning

  Yang, S., Chen, Y., Yang, Z., Li, B. & Liu, H., Sep 1 2023, In: IEEE Transactions on Green Communications and Networking. 7, 3, p. 1501-1514 14 p.

  Research output: Contribution to journal › Article › peer-review

  • Agglomeration 100%
  • Communication 34%
  • Network protocols 31%
  • Smartphones 21%
  • Mobile computing 19%
• 2022

  A Progressive Approximation Approach for the Exact Solution of Sparse Large-Scale Binary Interdiction Games

  Contardo, C. & Sefair, J. A., Mar 2022, In: INFORMS Journal on Computing. 34, 2, p. 890-908 19 p.

  Research output: Contribution to journal › Article › peer-review

  • Exact Solution 100%
  • Follower 71%
  • Approximation 66%
  • Mathematical programming 30%
  • Facility Location 30%
  2 Scopus citations

• Blockchain-Based Offline Auditing for the Cloud in Vehicular Networks

  Yu, H., Yang, Z., Tu, S., Waqas, M. & Liu, H., Sep 1 2022, In: IEEE Transactions on Network and Service Management. 19, 3, p. 2944-2956 13 p.

  Research output: Contribution to journal › Article › peer-review

  • Blockchain 100%
  • Entertainment 23%
  • Explosions 20%
  • Application programs 19%
  • Data structures 17%
  5 Scopus citations

• Building Knowledge Graphs from Unstructured Texts: Applications and Impact Analyses in Cybersecurity Education

  Agrawal, G., Deng, Y., Park, J., Liu, H. & Chen, Y. C., Nov 2022, In: Information (Switzerland). 13, 11, 526.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Security of data 100%
  • Education 90%
  • Students 47%
  • Information retrieval 20%
  • Ontology 17%
  16 Scopus citations

• Characterizing multi-domain false news and underlying user effects on Chinese Weibo

  Sheng, Q., Cao, J., Bernard, H. R., Shu, K., Li, J. & Liu, H., Jul 2022, In: Information Processing and Management. 59, 4, 102959.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Starters 100%
  • Health care 80%
  • Medicine 79%
  • News 66%
  • Display devices 60%
  13 Scopus citations

• Collaborative Filtering with Network Representation Learning for Citation Recommendation

  Wang, W., Tang, T., Xia, F., Gong, Z., Chen, Z. & Liu, H., Oct 1 2022, In: IEEE Transactions on Big Data.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Collaborative Filtering 100%
  • Collaborative filtering 78%
  • Citations 69%
  • Network Topology 29%
  • Topology 23%
  17 Scopus citations

• Cross-Domain Graph Anomaly Detection

  Ding, K., Shu, K., Shan, X., Li, J. & Liu, H., Jun 1 2022, In: IEEE Transactions on Neural Networks and Learning Systems. 33, 6, p. 2406-2415 10 p.

  Research output: Contribution to journal › Article › peer-review

  • Computer Security 100%
  • Anomaly detection 74%
  • Datasets 56%
  • Costs and Cost Analysis 44%
  • Delivery of Health Care 43%
  12 Scopus citations

• Deep Graph Learning for Anomalous Citation Detection

  Liu, J., Xia, F., Feng, X., Ren, J. & Liu, H., Jun 1 2022, In: IEEE Transactions on Neural Networks and Learning Systems. 33, 6, p. 2543-2557 15 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Anomaly detection 75%
  • Learning 53%
  • Fintech 16%
  • Data Mining 14%
  • Economic Inflation 13%
  18 Scopus citations

• Evaluation Methods and Measures for Causal Learning Algorithms

  Cheng, L., Guo, R., Moraffah, R., Sheth, P., Candan, K. S. & Liu, H., Dec 1 2022, In: IEEE Transactions on Artificial Intelligence. 3, 6, p. 924-943 20 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Learning algorithms 100%
  • Machine learning 88%
  • Big data 43%
  • Artificial intelligence 42%
  • Benchmarking 25%
  15 Scopus citations

• FairRankVis: A Visual Analytics Framework for Exploring Algorithmic Fairness in Graph Mining Models

  Xie, T., Ma, Y., Kang, J., Tong, H. & Maciejewski, R., Jan 1 2022, In: IEEE Transactions on Visualization and Computer Graphics. 28, 1, p. 368-377 10 p.

  Research output: Contribution to journal › Article › peer-review

  • Search Engine 100%
  • Search engines 78%
  • Recommender systems 78%
  13 Scopus citations

• Integrating Multimodal and Longitudinal Neuroimaging Data with Multi-Source Network Representation Learning

  Zhang, W., Braden, B. B., Miranda, G., Shu, K., Wang, S., Liu, H. & Wang, Y., Apr 2022, In: Neuroinformatics. 20, 2, p. 301-316 16 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Neuroimaging 100%
  • Brain 62%
  • Learning 56%
  • Datasets 20%
  • Psychometrics 15%
  2 Scopus citations

• Learning Shared Mobility-Aware Knowledge for Multiple Urban Travel Demands

  Wang, Q., Guo, B., Ouyang, Y., Cheng, L., Wang, L., Yu, Z. & Liu, H., May 1 2022, In: IEEE Internet of Things Journal. 9, 9, p. 7025-7035 11 p.

  Research output: Contribution to journal › Article › peer-review

  • Convolutional neural networks 100%
  • Internet of things 92%
  5 Scopus citations

• Social Bots and Their Coordination During Online Campaigns: A Survey

  Khaund, T., Kirdemir, B., Agarwal, N., Liu, H. & Morstatter, F., Apr 1 2022, In: IEEE Transactions on Computational Social Systems. 9, 2, p. 530-545 16 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Social Media 100%
  • Social Networks 83%
  • campaign 61%
  • social network 53%
  • social media 43%
  22 Scopus citations
• 2021

  A broadband integrated time series (BITS) for longitudinal analyses of the digital divide

  Mack, E. A., Helderop, E., Ma, K., Grubesic, T. H., Mann, J., Loveridge, S. & Maciejewski, R., May 2021, In: PloS one. 16, 5 May, e0250732.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Digital Divide 100%
  • Telecommunications 26%
  • Geography 24%
  • Telephone 18%
  • Industry 17%
  9 Scopus citations

• A column-oriented optimization approach for the generation of correlated random vectors

  Sefair, J. A., Guaje, O. & Medaglia, A. L., Sep 2021, In: OR Spectrum. 43, 3, p. 777-808 32 p.

  Research output: Contribution to journal › Article › peer-review

  • Correlation Structure 100%
  • Distribution-free 50%
  • Random Variables 40%
  • Rank Correlation 27%
  • Simulation 26%
  1 Scopus citations

• A Comparison of Intimate Partner Violence Strangulation Between Same-Sex and Different-Sex Couples

  Messing, J., Thomas, K. A., Ward-Lasher, A. L. & Brewer, N. Q., Mar 2021, In: Journal of interpersonal violence. 36, 5-6, p. 2887-2905 19 p.

  Research output: Contribution to journal › Article › peer-review

  • Intimate Partner Violence 100%
  • Criminals 69%
  • violence 49%
  • offender 45%
  • Police 45%
  15 Scopus citations

• Auditing the Sensitivity of Graph-based Ranking with Visual Analytics

  Xie, T., Ma, Y., Tong, H., Thai, M. T. & Maciejewski, R., Feb 2021, In: IEEE Transactions on Visualization and Computer Graphics. 27, 2, p. 1459-1469 11 p., 9216512.

  Research output: Contribution to journal › Article › peer-review

  • Graph algorithms 100%
  • Graph structures 98%
  • Information retrieval 76%
  • Sales 76%
  • Social Networking 72%
  3 Scopus citations

• A visual analytics framework for conservation planning optimization

  Zhang, R., Lu, Y., Adams, K., Sefair, J. A., Mellin, H., Acevedo, M. A. & Maciejewski, R., Nov 2021, In: Environmental Modelling and Software. 145, 105178.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • conservation planning 100%
  • Conservation 84%
  • Planning 55%
  • Environment 49%
  • land 24%

• A Visual Analytics Framework for Explaining and Diagnosing Transfer Learning Processes

  Ma, Y., Fan, A., He, J., Nelakurthi, A. R. & MacIejewski, R., Feb 2021, In: IEEE Transactions on Visualization and Computer Graphics. 27, 2, p. 1385-1395 11 p., 9219240.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Transfer learning 86%
  • Machine Learning 82%
  • Psychology Transfer 56%
  • Statistical Models 54%
  • Deep learning 38%
  14 Scopus citations

• A Visual Analytics System for Oil Spill Response and Recovery

  Ma, Y., Medini, P. C. P., Nelson, J. R., Wei, R., Grubesic, T. H., Sefair, J. A. & Maciejewski, R., 2021, In: IEEE Computer Graphics and Applications. 41, 6, p. 91-100 10 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Oil spills 100%
  • Recovery 51%
  • Hazardous materials spills 32%
  • Inspection 19%
  • Decision making 18%
  1 Scopus citations

• Causal inference for time series analysis: problems, methods and evaluation

  Moraffah, R., Sheth, P., Karami, M., Bhattacharya, A., Wang, Q., Tahir, A., Raglin, A. & Liu, H., Dec 2021, In: Knowledge and Information Systems. 63, 12, p. 3041-3085 45 p.

  Research output: Contribution to journal › Article › peer-review

  • Time series analysis 100%
  • Time series 70%
  • Dynamical systems 13%
  44 Scopus citations

• Detecting fake news with weak social supervision

  Shu, K., Dumais, S., Awadallah, A. H. & Liu, H., Jul 1 2021, In: IEEE Intelligent Systems. 36, 4, p. 96-103 8 p.

  Research output: Contribution to journal › Article › peer-review

  • Labeled data 100%
  • Supervised learning 18%
  • Learning systems 17%
  • Labels 14%
  12 Scopus citations

• Efficient Continuous Big Data Integrity Checking for Decentralized Storage

  Yu, H., Hu, Q., Yang, Z. & Liu, H., Apr 1 2021, In: IEEE Transactions on Network Science and Engineering. 8, 2, p. 1658-1673 16 p., 9384270.

  Research output: Contribution to journal › Article › peer-review

  • Big data 100%
  • Sampling 51%
  • Blockchain 43%
  • Communication 18%
  • Experiments 13%
  18 Scopus citations

• Exploring geographic hotspots using topological data analysis

  Zhang, R., Lukasczyk, J., Wang, F., Ebert, D., Shakarian, P., Mack, E. A. & Maciejewski, R., Dec 2021, In: Transactions in GIS. 25, 6, p. 3188-3209 22 p.

  Research output: Contribution to journal › Article › peer-review

  • topology 100%
  • data analysis 82%
  • crime 23%
  • methodology 22%
  • ranking 18%
  2 Scopus citations

• Exploring the Design Space of Sankey Diagrams for the Food-Energy-Water Nexus

  Mathis, B., Ma, Y., Mancenido, M. & MacIejewski, R., Mar 1 2021, In: IEEE Computer Graphics and Applications. 41, 2, p. 25-34 10 p., 8758151.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Nexus 100%
  • Food 49%
  • Water 47%
  • Visualization 18%
  • Trajectories 16%
  8 Scopus citations

• Flour Quality effects on percolation of gas bubbles in wheat flour doughs

  Chakrabarti-Bell, S., Lukasczyk, J., Liu, J., Maciejewski, R., Xiao, X., Mayo, S. & Regenauer-Lieb, K., Dec 2021, In: Innovative Food Science and Emerging Technologies. 74, 102841.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Flour 100%
  • Triticum 91%
  • Coalescence 87%
  • bubbles 85%
  • Bubble 79%
  1 Scopus citations

• Intimate Partner Homicides in the United States, 2003-2013: A Comparison of Immigrants and Nonimmigrant Victims

  Sabri, B., Campbell, J. C. & Messing, J., May 2021, In: Journal of interpersonal violence. 36, 9-10, p. 4735-4757 23 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Homicide 100%
  • homicide 73%
  • immigrant 57%
  • Intimate Partner Violence 20%
  • death 19%
  32 Scopus citations

• Localized Topological Simplification of Scalar Data

  Lukasczyk, J., Garth, C., Maciejewski, R. & Tierny, J., Feb 2021, In: IEEE Transactions on Visualization and Computer Graphics. 27, 2, p. 572-582 11 p., 9222093.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Data Analysis 100%
  • Efficiency 97%
  • Physics 54%
  • Datasets 35%
  • Imaging techniques 33%
  14 Scopus citations

• Same Stats, Different Graphs: Exploring the Space of Graphs in Terms of Graph Properties

  Chen, H., Soni, U., Lu, Y., Huroyan, V., Maciejewski, R. & Kobourov, S., Mar 1 2021, In: IEEE Transactions on Visualization and Computer Graphics. 27, 3, p. 2056-2072 17 p., 8863985.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Statistics 100%
  • Datasets 51%
  • Large dataset 34%
  • Sampling 22%
  5 Scopus citations

• Session-Based Cyberbullying Detection: Problems and Challenges

  Cheng, L., Silva, Y. N., Hall, D. & Liu, H., Mar 1 2021, In: IEEE Internet Computing. 25, 2, p. 66-72 7 p., 9237088.

  Research output: Contribution to journal › Article › peer-review

  Open Access
  13 Scopus citations

• Socially responsible AI algorithms: Issues, purposes, and challenges

  Cheng, L., Varshney, K. R. & Liu, H., 2021, In: Journal of Artificial Intelligence Research. 71, p. 1137-1181 45 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Artificial intelligence 100%
  • Industry 4%
  63 Scopus citations

• The Relationship Between Foreclosures and Intimate Partner Violence During the U.S. Housing Crisis

  Wallace, D., Chamberlain, A. & Pfeiffer, D., Jul 2021, In: Journal of interpersonal violence. 36, 13-14, p. 6247-6273 27 p.

  Research output: Contribution to journal › Article › peer-review

  • foreclosure 100%
  • Intimate Partner Violence 99%
  • violence 48%
  • Police 22%
  • Censuses 21%
  8 Scopus citations

• The Visual Analytics and Data Exploration Research Lab at Arizona State University

  Maciejewski, R., Ma, Y. & Lukasczyk, J., Mar 2021, In: Visual Informatics. 5, 1, p. 14-22 9 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Visualization 100%
  • Topology 87%

• To Your Surprise: Identifying Serendipitous Collaborators

  Wan, L., Yuan, Y., Xia, F. & Liu, H., Jul 1 2021, In: IEEE Transactions on Big Data. 7, 3, p. 574-589 16 p., 8733106.

  Research output: Contribution to journal › Article › peer-review

  • Serendipity 100%
  • Self organizing maps 75%
  • Surprise 63%
  • Scientific Collaboration 50%
  • Proximity 31%
  7 Scopus citations

• Visual Analysis of Class Separations with Locally Linear Segments

  Ma, Y. & MacIejewski, R., Jan 1 2021, In: IEEE Transactions on Visualization and Computer Graphics. 27, 1, p. 241-253 13 p., 9146191.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Datasets 100%
  • Machine Learning 71%
  • Cluster Analysis 56%
  • Data Analysis 47%
  • Labeled data 29%
  8 Scopus citations

• 网络信息生态系统中的虚假信息: 检测, 缓解与挑战

  Translated title of the contribution: Disinformation in the Online Information Ecosystem: Detection, Mitigation and ChallengesBhattacharjee, A., Shu, K., Gao, M. & Liu, H., Jul 2021, In: Jisuanji Yanjiu yu Fazhan/Computer Research and Development. 58, 7, p. 1353-1365 13 p.

  Research output: Contribution to journal › Article › peer-review

  • Ecosystems 100%
  • Internet 63%
  1 Scopus citations
• 2020

  A bibliometric analysis of food-energy-water nexus literature

  Opejin, A. K., Aggarwal, R. M., White, D. D., Jones, J. L., Maciejewski, R., Mascaro, G. & Sarjoughian, H. S., Feb 1 2020, In: Sustainability (Switzerland). 12, 3, 1112.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • water 100%
  • food 88%
  • energy 87%
  • Water 69%
  • governance 55%
  42 Scopus citations

• A metropolitan scale water management analysis of the food-energy-water nexus

  Guan, X., Mascaro, G., Sampson, D. & Maciejewski, R., Jan 20 2020, In: Science of the Total Environment. 701, 134478.

  Research output: Contribution to journal › Article › peer-review

  • Water management 100%
  • water management 66%
  • food 52%
  • Water 41%
  • energy 37%
  55 Scopus citations

• A Visual Analytics System for Exploring, Monitoring, and Forecasting Road Traffic Congestion

  Lee, C., Kim, Y., Jin, S., Kim, D., Maciejewski, R., Ebert, D. & Ko, S., Nov 1 2020, In: IEEE Transactions on Visualization and Computer Graphics. 26, 11, p. 3133-3146 14 p., 8735916.

  Research output: Contribution to journal › Article › peer-review

  • Traffic congestion 100%
  • Monitoring 50%
  • Direction compound 43%
  • Rivers 36%
  • Long short-term memory 34%
  57 Scopus citations

• Combating disinformation in a social media age

  Shu, K., Bhattacharjee, A., Alatawi, F., Nazer, T. H., Ding, K., Karami, M. & Liu, H., Nov 1 2020, In: Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery. 10, 6, e1385.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Education 100%
  69 Scopus citations

• Demand prediction and dynamic workforce allocation to improve airport screening operations

  Hanumantha, G. J., Arici, B. T., Sefair, J. A. & Askin, R., Dec 1 2020, In: IISE Transactions. 52, 12, p. 1324-1342 19 p.

  Research output: Contribution to journal › Article › peer-review

  • Airports 100%
  • Screening 93%
  • Airport security 53%
  • Throughput 23%
  • Industry 14%
  10 Scopus citations

• Detecting pattern anomalies in hydrological time series withweighted probabilistic suffix trees

  Yu, Y., Wan, D., Zhao, Q. & Liu, H., May 1 2020, In: Water (Switzerland). 12, 5, 1464.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • benzoylprop-ethyl 100%
  • time series analysis 69%
  • time series 64%
  • hydrologic data 47%
  • anomaly 41%
  3 Scopus citations

• Dynamic Nested Tracking Graphs

  Lukasczyk, J., Garth, C., Weber, G. H., Biedert, T., Maciejewski, R. & Leitte, H., Jan 2020, In: IEEE Transactions on Visualization and Computer Graphics. 26, 1, p. 249-258 10 p., 8854335.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Databases 100%
  • Graph algorithms 69%
  • Motion Pictures 59%
  15 Scopus citations

• Explaining Vulnerabilities to Adversarial Machine Learning through Visual Analytics

  Ma, Y., Xie, T., Li, J. & Maciejewski, R., Jan 2020, In: IEEE Transactions on Visualization and Computer Graphics. 26, 1, p. 1075-1085 11 p., 8812988.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Machine Learning 100%
  • Machine learning 64%
  • Artificial Intelligence 39%
  • Poisoning 29%
  • Data Analysis 22%
  45 Scopus citations

• Exploring the Sensitivity of Choropleths under Attribute Uncertainty

  Huang, Z., Lu, Y., Mack, E., Chen, W. & Maciejewski, R., Aug 1 2020, In: IEEE Transactions on Visualization and Computer Graphics. 26, 8, p. 2576-2590 15 p., 8611178.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Uncertainty 100%
  • Data visualization 30%
  • Autocorrelation 28%
  • Rivers 26%
  • Statistical methods 22%
  14 Scopus citations

• FakeNewsNet: A Data Repository with News Content, Social Context, and Spatiotemporal Information for Studying Fake News on Social Media

  Shu, K., Mahudeswaran, D., Wang, S., Lee, D. & Liu, H., Jun 1 2020, In: Big Data. 8, 3, p. 171-188 18 p.

  Research output: Contribution to journal › Article › peer-review

  • Social Media 100%
  • Repository 89%
  • Social Context 85%
  • News 67%
  • Datasets 63%
  411 Scopus citations