Publications
This page shows my relatively up-to-date publication list, links to papers, and BibTex citation information. Since my contributions mainly target improving the intersection of simulation modeling and data science, I submit papers to conferences and journals that focus on the advancement of the methods rather than domain-specific advancements.
Last updated on Nov 11, 2024.
Journal Papers
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An OpenStreetMap derived building classification dataset for the United States.
HF. Arruda , SM. Reia , KS. Atwal, H. Kavak, T. Anderson, and D. Pfoser
Scientific Data, 2024, 10.1038/s41597-024-04046-w
[Paper] [BibTeX] -
In Silico Human Mobility Data Science: Leveraging Massive Simulated Mobility Data.
A. Züfle , D. Pfoser , C. Wenk, A. Crooks, H. Kavak, T. Anderson, J-S. Kim, N. Holt, and A. Diantonio
ACM Transactions on Spatial Algorithms and Systems, 2024, doi:10.1145/3672557
[Paper] [BibTeX] -
Leveraging newspapers to understand urban issues: A longitudinal analysis of urban shrinkage in Detroit.
N. Jiang, A. Crooks, H. Kavak, and W. Wang
Environment and Planning B: Urban Analytics and City Science, 2023, doi:10.1177/23998083231204695
[Paper] [BibTeX] -
Is More Always Better? Unveiling the Impact of Contributor Dynamics on Collaborative Mapping.
A. McGough-Peker, H. Kavak, and R. Mahabir
Computational and Mathematical Organization Theory, 2023, doi:10.1007/s10588-023-09383-6
[Paper] [BibTeX] -
A General Epidemic Model and Its Application to Mask Design Considering Different Preferences towards Masks.
C. Wang, and H. Kavak
Complexity, 2022, doi:10.1155/2022/1626008
[Paper] [BibTeX] -
A method to create a synthetic population with social networks for geographically-explicit agent-based models.
N. Jiang, W.G. Kennedy, A. Crooks, and H. Kavak (top 3 most read Computational Urban Science papers in 2022)
Computational Urban Science, 2022, doi: 10.1007/s43762-022-00034-1
[Paper] [BibTeX] -
Urban life: a model of people and places
A. Züfle, C. Wenk, D. Pfoser, A. Crooks, J-S. Kim, H. Kavak, U. Manzoor, J. Hyunjee
Computational and Mathematical Organization Theory, 2021, 10.1007/s10588-021-09348-7
[Paper] [BibTeX] -
Change of human mobility during COVID-19: A United States case study
J. Elarde, J-S. Kim, H. Kavak, A. Züfle, T. Anderson
PLOS One, 2021, 10.1371/journal.pone.0259031
[Paper] [BibTeX] -
Simulation for Cybersecurity: State of the Art and Future Directions
H. Kavak, J.J. Padilla, D. Vernon-Bido, S.Y. Diallo, R.J. Gore, S. Shetty
Journal of Cybersecurity, 2021, doi:10.1093/cybsec/tyab005
[Paper] [BibTeX] -
A content analysis-based approach to explore simulation verification and identify its current challenges
C.J. Lynch, S.Y. Diallo, H. Kavak, J.J. Padilla
PLOS One, 2020, doi:10.1371/journal.pone.0232929
[Paper] [BibTeX] -
Temporal and Spatiotemporal Investigation of Tourist Attraction Visit Sentiment on Twitter (among the top 10% most cited PLOS ONE papers published in 2018)
J.J. Padilla, H. Kavak, C.J. Lynch, S.Y. Diallo, R.J. Gore,
PLOS One, 2018, doi:10.1371/journal.pone.0198857
[Paper] [BibTex] -
Applying Statistical Debugging for Trace Validation of Agent-Based Models
R.J. Gore, C.J. Lynch, H. Kavak
SIMULATION: Transactions of The Society for Modeling and Simulation International, 2016, doi:10.1177/0037549716659707
[Paper] [BibTex] -
Towards a World Wide Web of Simulation
S.Y. Diallo, R.J. Gore, J.J. Padilla, H. Kavak, C.J. Lynch
The Journal of Defense Modeling and Simulation, 2015, doi:10.1177/1548512915621974
[Paper] [BibTex] -
Semi-Automated Initialization of Simulations: An Application to Healthcare.
J.J. Padilla, S.Y. Diallo, H. Kavak, O. Sahin, J.A. Sokolowski and R.J. Gore
The Journal of Defense Modeling and Simulation, 2015, doi:10.1177/1548512915570143
[Paper] [BibTex]
Peer-Reviewed Conference Papers
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Imitation Learning for Social Simulation
J. Downes and H. Kavak
2022 International Conference on Social Computing, Behavioral-Cultural Modeling and Prediction and Behavior Representation in Modeling and Simulation (SBP-BRIMS), Pittsburg, PA, USA, September 20-22, 2022; Springer, doi: 10.1007/978-3-031-17114-7_17
[Paper] [BibTex] -
Evacuation in the Presence of Bad Actors
C. Petri and H. Kavak
2022 International Conference on Social Computing, Behavioral-Cultural Modeling and Prediction and Behavior Representation in Modeling and Simulation (SBP-BRIMS), Pittsburg, PA, USA, September 20-22, 2022;
[Paper] [BibTex] -
Mitigation of Optimized Pharmaceutical Supply Chain Disruptions by Criminal Agents
A. Rana, H. Kavak, A. Crooks, C. Domeniconi, S. Luke, and J. Jones
2022 International Conference on Social Computing, Behavioral-Cultural Modeling and Prediction and Behavior Representation in Modeling and Simulation (SBP-BRIMS), Pittsburg, PA, USA, September 20-22, 2022; Springer, doi: 10.1007/978-3-031-17114-7_2
[Paper] [BibTex] -
Using Generative Adversarial Networks to Assist Synthetic Population Creation for Simulations
S Kotnana, D. Han, T. Anderson, A. Züfle, and H. Kavak
2022 Annual Modeling and Simulation Conference (ANNSIM), San Diego, CA, USA, July 18-20, 2022; IEEE, doi: 10.23919/ANNSIM55834.2022.9859422
[Paper] [BibTex] -
Phyloview: A system to visualize the ecology of infectious diseases using phylogenetic data
MT. Le, D. Attaway, T. Anderson, H. Kavak, A. Roess, and A. Züfle
23rd IEEE International Conference on Mobile Data Management (MDM), Paphos, Cyprus (Online), June 6-9, 2022; IEEE, doi: 10.1109/MDM55031.2022.00051
[Paper] [BibTex] -
A System to Study Anti-American Misinformation and Disinformation Efforts on Social Media
G. Prathap, E. Kaya, L. Palmieri, A. Korb, S. Karahan, and H. Kavak
2022 Systems and Information Engineering Design Symposium (SIEDS), Charlottesville, VA, USA (Online), April 28-29, 2022; IEEE, doi: 10.1109/SIEDS55548.2022.9799334
[Paper] [BibTex] -
Investigating Disinformation Through the Lens of Mass Media: A System Design
L. Palmieri, E. Kaya, G. Prathap, and H. Kavak
2022 Systems and Information Engineering Design Symposium (SIEDS), Charlottesville, VA, USA (Online), April 28-29, 2022; IEEE, doi: 10.1109/SIEDS55548.2022.9799320
[Paper] [BibTex] -
Spatiotemporal Prediction of Foot Traffic
S. Islam, D. Gandhi, J. Elarde, T. Anderson, A. Roess, T.F. Leslie, H. Kavak, and A. Züfle
5th ACM SIGSPATIAL International Workshop on Location-Based Recommendations, Geosocial Networks, and Geoadvertising, Seattle, Washington, USA (Online), November 2-5, 2021
[Paper] [BibTex] -
Towards a Verification and Validation Framework for COVID-19 Forecast Models.
M. Lapoff and H. Kavak 2021 Annual Modeling and Simulation Conference (ANNSIM), Fairfax, VA, USA (Online), July 19-22, 2021
[Paper] [BibTex] -
Generation of Reusable Synthetic Population and Social Networks for Agent-Based Modeling
N. Jiang, H. Kavak, W.G. Kennedy, and A. Crooks 2021 Annual Modeling and Simulation Conference (ANNSIM), Fairfax, VA, USA (Online), July 19-22, 2021
[Paper] [BibTex] -
Opportunities and challenges in developing covid-19 simulation models: Lessons from six funded projects
P.J. Giabbanelli, J. Badham, B. Castellani, H. Kavak, V. Mago, A. Negahban, and S. Swarup
2021 Annual Modeling and Simulation Conference (ANNSIM), Fairfax, VA, USA (Online), July 19-22, 2021
[Paper] [BibTex] -
Towards Large-Scale Agent-Based Geospatial Simulation
U. Manzoor, H. Kavak, J-S. Kim, A. Crooks, D. Pfoser, A. Züfle, and C. Wenk
2021 International Conference on Social Computing, Behavioral-Cultural Modeling & Prediction and Behavior Representation in Modeling and Simulation, Washington, DC, USA (Online), July 6-9, 2021
[Paper] [BibTex] -
Data-Driven Mobility Models for COVID-19 Simulation
J. Pesavento, A. Chen, R. Yu, J-S. Kim, H. Kavak, T. Anderson, and A. Züfle
3rd ACM SIGSPATIAL International Workshop on Advances in Resilient and Intelligent Cities, Seattle, Washington, USA (Online), November 03-November 06, 2020
[Paper] [BibTex] -
Location-Based Social Network Data Generation Based on Patterns of Life (~23% full paper acceptance rate)
J-S. Kim, H. Jin, H. Kavak, O.C. Rouly, A. Crooks, D. Pfoser, C. Wenk and A. Züfle
The 21st IEEE International Conference on Mobile Data Management, Versailles, France (Online), June 30-July 03, 2020
[Paper] [BibTex] -
Modeling the Modeler: an Empirical Study on How Modelers Learn to Create Simulations
H. Kavak, J.J. Padilla, S.Y. Diallo and A. Barraco
The 2020 Spring Simulation Conference, Virtual, May 18-21, 2020
[Paper] [BibTex] -
Simulating Urban Patterns of Life: A Geo-Social Data Generation Framework
J-S. Kim, H. Kavak, U. Manzoor, A. Crooks, D. Pfoser, C. Wenk and A. Züfle
2019 ACM SIGSPATIAL Conference, Chicago, IL, July 10-13, 2018
[Paper] [BibTex] -
Location-Based Social Simulation (Best vision paper runner-up)
H. Kavak, J-S. Kim, A. Crooks, D. Pfoser, C. Wenk and A. Züfle
16th International Symposium on Spatial and Temporal Databases (SSTD 2019), Vienna, Austria, August 19-21, 2019
[Paper] [BibTex] -
Advancing simulation experimentation capabilities with runtime interventions
J-S. Kim, H. Kavak, U. Manzoor and A. Züfle
2019 Spring Simulation Conference, Tucson, AZ, April 29 - May 01, 2019
[Paper] [BibTex] -
Fine-Scale Prediction of People’s Home Location using Social Media Footprints
H. Kavak, D. Vernon-Bido and J.J. Padilla
SBP-BRIMS Conference 2018, Washington, DC, July 10-13, 2018
[Paper] [BibTex] -
Big Data, Agents, and Machine Learning: towards A Data-Driven Agent-based Modeling Approach
H. Kavak, J.J. Padilla, C.J. Lynch, and S.Y. Diallo
51st Annual Simulation Symposium, Baltimore, MD, April 15-18, 2018, doi: 10.22360/SpringSim.2018.ANSS.021
[Paper] [BibTex] -
Assessing the Impact of Cyberloafing on Cyber Risk
D. Vernon-Bido, G. Grigoryan, H. Kavak, and J.J. Padilla
51st Annual Simulation Symposium, Baltimore, MD, April 15-18, 2018, doi: 10.22360/SpringSim.2018.ANSS.020
[Paper] [BibTex] -
Storytelling and Simulation Creation
J.J. Padilla, C.J. Lynch, H. Kavak, Shawn Evett, Devon Nelson, Calvin Carson, and Joshua del Villar
Winter Simulation Conference, Las Vegas, NV, December 3-6, 2017, pp. 4288-4299
[Paper] [BibTex] -
Incorporating Sound Cues in Simulations
J. Deuro, C.J. Lynch, H. Kavak, and J.J. Padilla
Winter Simulation Conference, Las Vegas, NV, December 3-6, 2017, pp. 4209-4219
[Paper] [BibTex] -
Identifying Unexpected Behaviors of Agent-based Models through Spatial Plots and Heat Maps
C.J. Lynch, H. Kavak, D. Vernon-Bido, and R.J. Gore
Swarmfest 2017, Suffolk, VA, August 11-13, 2017
[Paper] [BibTex] -
The Spread of Wi-Fi Router Malware Revisited
H. Kavak, J.J. Padilla, D. Vernon-Bido, R.J. Gore, and S.Y. Diallo
20th Communications and Networking Simulation Symposium, Virginia Beach, VA, April 23-26, 2017
[Paper] [BibTex] -
Using Simulation Games for Teaching and Learning Discrete-Event Simulation
J.J. Padilla, C.J. Lynch, H. Kavak, S.Y. Diallo, R.J. Gore, A. Barraco, and B. Jenkins
2016 Winter Simulation Conference, Arlington, VA, December, 11-14, 2016, pp. 3375-3384
[Paper] [BibTex] -
Towards Modeling Factors that Enable an Attacker
D. Vernon-Bido, J.J. Padilla, S.Y. Diallo, H. Kavak, and R.J. Gore
Summer Simulation Conference Montreal, Quebec, Canada, July 24-27, 2016
[Paper] [BibTex] -
A characterization of cybersecurity simulation scenarios
H. Kavak, J.J. Padilla, D. Vernon-Bido, S.Y. Diallo, and R.J. Gore
19th Communications and Networking Simulation Symposium, Pasadena, CA, April 3-6, 2016
[Paper] [BibTex] -
Modeling and Simulation as a Service (MSaaS) for Education: Learning STEM Concepts through Simulation Use and Building
J.J. Padilla, E. Romero-Hall, S.Y. Diallo, A. Barraco, H. Kavak, C.J. Lynch, R.J. Gore, and M. Sheth-Chandra
2015 Summer Simulation Conference, Chicago, IL, July, 26-29, 2015
[Paper] [BibTex] -
Cloud-based Simulators: Making Simulations Accessible to Non-Experts and Experts Alike
J.J. Padilla, S.Y. Diallo, A. Barraco, H. Kavak, and C.J. Lynch.
2014 Winter Simulation Conference, Savannah, GA, December, 7-10, 2014, pp. 3630-3639
[Paper] [BibTex] -
Leveraging Social Media Data in Agent-based Simulations.
J.J. Padilla, S.Y. Diallo, H. Kavak, O. Sahin, and B. Nicholson.
47th Annual Simulation Symposium, Tampa, FL, April 13-16, 2014
[Paper] [BibTex]
Book Chapters
- Bias, Fairness, and Assurance in AI: Overview and Synthesis
A. Al-Khulaidy and H. Kavak AI Assurance, Edited by Feras Batarseh and Laura Freeman. Springer; 2021
[Paper] [[BibTex]
Other Publications (non-peer reviewed)
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COVID-19 ensemble models using representative clustering
J-S Kim, H. Kavak, C.O. Rouly, H. Jin, A. Crooks, D. Pfoser, C. Wenk, and A. Züfle SIGSPATIAL Special, Volume 12 Issue 2, doi:10.1145/3431843.3431848
[Paper] [BibTex] -
Location-Based Social Simulation for Prescriptive Analytics of Disease Spread
J-S Kim, H. Kavak, C.O. Rouly, H. Jin, A. Crooks, D. Pfoser, C. Wenk, and A. Züfle SIGSPATIAL Special, Volume 12 Issue 1, doi:10.1145/3292390.3292397
[Paper] [BibTex] -
Procedural City Generation Beyond Game Development
J-S Kim, H. Kavak and A. Crooks
SIGSPATIAL Special, Volume 10 Issue 2, doi:10.1145/3292390.3292397
[Paper] [BibTex] -
Human Mobility Simulation Framework Using Big Data and Agents (Best presentation award)
H. Kavak and J.J. Padilla
2016 Spring Simulation Conference, Poster Session and Student Colloquium, doi:10.13140/RG.2.1.4179.7522
[Poster] -
A Data-Driven Spatial Agent-based Simulation Application with In-memory Caching Support
H. Kavak and J.J. Padilla
2017 Spring Simulation Conference, DEMO Session
[Paper]
Papers in Progress
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Method to Create a Synthetic Population with Social Networks for Geographically Explicit Agent-Based Models. N. Jiang, W.G. Kennedy , A. Crooks, and H. Kavak. Revised version submitted to Computational Urban Science.
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PhyloView: A System to Visualize the Ecology of Infectious Diseases using Phylogenetic Data. M.T. Le , D. Attaway , T. Anderson, H. Kavak, A. Roess, A. Züfle. To be submitted to Mobile Data Management 2022.
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A general epidemic model in an open system considering different preferences towards wearing masks and its application to mask design. C. Wang and H. Kavak. Submitted to Bulletin of Mathematical Biology.
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Quantitative Comparison of Population Synthesis Techniques for Two Countries. D. Han, I. Bansal, S. Islam, T. Anderson, and H. Kavak
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Verification and Validation as a Service. H. Kavak et al.