Search Results - "MACIEJEWSKI, Ross"

Graph convolutional networks: a comprehensive review by Zhang, Si, Tong, Hanghang, Xu, Jiejun, Maciejewski, Ross

“…Graphs naturally appear in numerous application domains, ranging from social analysis, bioinformatics to computer vision. The unique capability of graphs…”
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The State‐of‐the‐Art in Predictive Visual Analytics by Lu, Yafeng, Garcia, Rolando, Hansen, Brett, Gleicher, Michael, Maciejewski, Ross

“…Predictive analytics embraces an extensive range of techniques including statistical modeling, machine learning, and data mining and is applied in business…”
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A Visual Analytics System for Exploring, Monitoring, and Forecasting Road Traffic Congestion by Lee, Chunggi, Kim, Yeonjun, Jin, Seungmin, Kim, Dongmin, Maciejewski, Ross, Ebert, David, Ko, Sungahn

“…We present an interactive visual analytics system that enables traffic congestion exploration, surveillance, and forecasting based on vehicle detector data…”
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Sky View Factors from Synthetic Fisheye Photos for Thermal Comfort Routing—A Case Study in Phoenix, Arizona by Middel, Ariane, Lukasczyk, Jonas, Maciejewski, Ross

“…The Sky View Factor (SVF) is a dimension-reduced representation of urban form and one of the major variables in radiation models that estimate outdoor thermal…”
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A broadband integrated time series (BITS) for longitudinal analyses of the digital divide by Mack, Elizabeth A, Helderop, Edward, Ma, Kangjian, Grubesic, Tony H, Mann, John, Loveridge, Scott, Maciejewski, Ross

“…To evaluate actions taken to implement the Telecommunications Act of 1996, the primary goal of which was to foster competition in the industry, the FCC created…”
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Recent progress and trends in predictive visual analytics by LU, Junhua, CHEN, Wei, MA, Yuxin, KE, Junming, LI, Zongzhuang, ZHANG, Fan, MACIEJEWSKI, Ross

“…A wide variety of predictive analytics techniques have been developed in statistics, machine learning and data mining; however, many of these algorithms take a…”
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The Visual Analytics and Data Exploration Research Lab at Arizona State University by Maciejewski, Ross, Ma, Yuxin, Lukasczyk, Jonas

“…This article describes the research agenda for the Visual Analytics and Data Exploration Research (VADER) Lab at Arizona State University. Over the past…”
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EasySVM: A visual analysis approach for open-box support vector machines by Ma, Yuxin, Chen, Wei, Ma, Xiaohong, Xu, Jiayi, Huang, Xinxin, Maciejewski, Ross, Tung, Anthony K. H.

“…Support vector machines (SVMs) are supervised learning models traditionally employed for classification and regression analysis. In classification analysis, a…”
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Visual Analysis of Class Separations With Locally Linear Segments by Ma, Yuxin, Maciejewski, Ross

“…High-dimensional labeled data widely exists in many real-world applications such as classification and clustering. One main task in analyzing such datasets is…”
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Urban form and composition of street canyons: A human-centric big data and deep learning approach by Middel, Ariane, Lukasczyk, Jonas, Zakrzewski, Sophie, Arnold, Michael, Maciejewski, Ross

“…[Display omitted] •A novel image-based big data method to derive human-centric urban form is presented.•Spherical surface fractions characterize pedestrian…”
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Syndromic surveillance: STL for modeling, visualizing, and monitoring disease counts by Hafen, Ryan P, Anderson, David E, Cleveland, William S, Maciejewski, Ross, Ebert, David S, Abusalah, Ahmad, Yakout, Mohamed, Ouzzani, Mourad, Grannis, Shaun J

“…Public health surveillance is the monitoring of data to detect and quantify unusual health events. Monitoring pre-diagnostic data, such as emergency department…”
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Spatiotemporal social media analytics for abnormal event detection and examination using seasonal-trend decomposition by Junghoon Chae, Thom, D., Bosch, H., Yun Jang, Maciejewski, R., Ebert, D. S., Ertl, T.

“…Recent advances in technology have enabled social media services to support space-time indexed data, and internet users from all over the world have created a…”
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A metropolitan scale water management analysis of the food-energy-water nexus by Guan, Xin, Mascaro, Giuseppe, Sampson, David, Maciejewski, Ross

“…[Display omitted] •Interactions of the food-energy-water nexus are quantified in Phoenix Metro.•Preserving food production and megadrought will compromise…”
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Explaining Vulnerabilities to Adversarial Machine Learning through Visual Analytics by Ma, Yuxin, Xie, Tiankai, Li, Jundong, Maciejewski, Ross

“…Machine learning models are currently being deployed in a variety of real-world applications where model predictions are used to make decisions about…”
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Sky View Factor footprints for urban climate modeling by Middel, Ariane, Lukasczyk, Jonas, Maciejewski, Ross, Demuzere, Matthias, Roth, Matthias

“…Urban morphology is an important multidimensional variable to consider in climate modeling and observations, because it significantly drives the local and…”
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Visual Analytics of Mobility and Transportation: State of the Art and Further Research Directions by Andrienko, Gennady, Andrienko, Natalia, Wei Chen, Maciejewski, Ross, Ye Zhao

“…Many cities and countries are now striving to create intelligent transportation systems that utilize the current abundance of multisource and multiform data…”
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VAUD: A Visual Analysis Approach for Exploring Spatio-Temporal Urban Data by Chen, Wei, Huang, Zhaosong, Wu, Feiran, Zhu, Minfeng, Guan, Huihua, Maciejewski, Ross

“…Urban data is massive, heterogeneous, and spatio-temporal, posing a substantial challenge for visualization and analysis. In this paper, we design and…”
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Visualizing and Comparing Machine Learning Predictions to Improve Human-AI Teaming on the Example of Cell Lineage by Hong, Jiayi, Maciejewski, Ross, Trubuil, Alain, Isenberg, Tobias

“…We visualize the predictions of multiple machine learning models to help biologists as they interactively make decisions about cell lineage -the development of…”
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MolSieve: A Progressive Visual Analytics System for Molecular Dynamics Simulations by Hnatyshyn, Rostyslav, Zhao, Jieqiong, Perez, Danny, Ahrens, James, Maciejewski, Ross

“…Molecular Dynamics (MD) simulations are ubiquitous in cutting-edge physio-chemical research. They provide critical insights into how a physical system evolves…”
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Localized Topological Simplification of Scalar Data by Lukasczyk, Jonas, Garth, Christoph, Maciejewski, Ross, Tierny, Julien

“…This paper describes a localized algorithm for the topological simplification of scalar data, an essential pre-processing step of topological data analysis…”
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