Shayan Monadjemi
Visual Analytics Research Scientist
Cyber Resilience and Intelligence Division
Oak Ridge National Laboratory (ORNL)
Adjunct Professor
College of Emerging and Collaborative Studies
University of Tennessee, Knoxville
Shayan Monadjemi's picture.

About

I joined ORNL in August 2023 as a research scientist. Broadly, I investigate mixed-initiative visual analytic tools that guide users in data exploration and discovery. The overarching goal of my research is two-fold. Catering to novice users, I aim to make data-driven decision making more accessible to people across various demographics and levels of education. Catering to domain experts, I aim to ease the process of interactively designing custom-made intelligent systems for their respective domains. Thus far, I have particulaly found myself working with domains including geospatial intelligence analysis, material discovery, air traffic control, and medical decision-making.

Prior to joining ORNL, I completed my PhD in 2023 as a member of the Visual Interface and Behavior Exploration (VIBE) Lab at Washington University in St. Louis under the supervision of Drs. Alvitta Ottley and Roman Garnett. While in graduate school, I worked with the Intelligent Systems Division at NASA Ames Research Center as a pathways intern. I received a BS in Computer Science with honors and a minor in Mathematics from the University of Texas at Dallas in 2018.


Selected Publications

A Visual Analytic Platform for Interactive Validation of Human Mobility Simulations
Shayan Monadjemi,
Joon-Seok Kim,
Licia Amichi,
Debraj De,
Gautam Malviya Thakur,
Carter Christopher
ACM SIGSPATIAL International Workshop on GeoSpatial Simulation. 2024.
Full Workshop PaperManuscript
Guided By AI: Navigating Trust, Bias, and Data Exploration in AI-Guided Visual Analytics
Sunwoo Ha,
Shayan Monadjemi,
Alvitta Ottley
Computer Graphics Forum (Presented at the EuroVis Conference). 2024.
Full PaperBest Paper Honorable MentionManuscriptRepository
Human-Computer Collaboration for Visual Analytics: an Agent-based Framework
Shayan Monadjemi,
Mengtian Guo,
David Gotz,
Roman Garnett,
Alvitta Ottley
Computer Graphics Forum (Presented at the EuroVis Conference). 2023.
Full PaperManuscript
Guided Data Discovery in Interactive Visualizations via Active Search
Shayan Monadjemi,
Sunwoo Ha,
Quan Nguyen,
Henry Chai,
Roman Garnett,
Alvitta Ottley
IEEE Visualization and Visual Analytics (Presented at the VIS Conference). 2022.
A Unified Comparison of User Modeling Techniques for Data Interaction Prediction and Exploration Bias
Sunwoo Ha,
Shayan Monadjemi,
Roman Garnett,
Alvitta Ottley
IEEE Transactions on Visualization and Computer Graphics (Presented at the VIS Conference). 2022.
A Grammar-Based Approach for Applying Visualization Taxonomies to Interaction Logs
Sneha Gathani,
Shayan Monadjemi,
Alvitta Ottley,
Leilani Battle
Computer Graphics Forum (Presented at the EuroVis Conference). 2022.