Majid Farhadloo
YOU?
Author Swipe
View article: Discovering Super-Colocation Patterns: A Summary of Results
Discovering Super-Colocation Patterns: A Summary of Results Open
View article: Spatial Distribution-Shift Aware Knowledge-Guided Machine Learning
Spatial Distribution-Shift Aware Knowledge-Guided Machine Learning Open
Given inputs of diverse soil characteristics and climate data gathered from various regions, we aimed to build a model to predict accurate land emissions. The problem is important since accurate quantification of the carbon cycle in agroec…
View article: Spatially-Delineated Domain-Adapted AI Classification: An Application for Oncology Data
Spatially-Delineated Domain-Adapted AI Classification: An Application for Oncology Data Open
Given multi-type point maps from different place-types (e.g., tumor regions), our objective is to develop a classifier trained on the source place-type to accurately distinguish between two classes of the target place-type based on their p…
View article: Towards Spatially-Lucid AI Classification in Non-Euclidean Space: An Application for MxIF Oncology Data
Towards Spatially-Lucid AI Classification in Non-Euclidean Space: An Application for MxIF Oncology Data Open
Given multi-category point sets from different place-types, our goal is to develop a spatially-lucid classifier that can distinguish between two classes based on the arrangements of their points. This problem is important for many applicat…
View article: Spatial Computing Opportunities in Biomedical Decision Support: The Atlas-EHR Vision
Spatial Computing Opportunities in Biomedical Decision Support: The Atlas-EHR Vision Open
We consider the problem of reducing the time needed by healthcare professionals to understand patient medical history via the next generation of biomedical decision support. This problem is societally important because it has the potential…
View article: Eco-PiNN: A Physics-informed Neural Network for Eco-toll Estimation
Eco-PiNN: A Physics-informed Neural Network for Eco-toll Estimation Open
The eco-toll estimation problem quantifies the expected environmental cost (e.g., energy consumption, exhaust emissions) for a vehicle to travel along a path. This problem is important for societal applications such as eco-routing, which a…
View article: Understanding COVID-19 Effects on Mobility: A Community-Engaged Approach
Understanding COVID-19 Effects on Mobility: A Community-Engaged Approach Open
Given aggregated mobile device data, the goal is to understand the impact of COVID-19 policy interventions on mobility. This problem is vital due to important societal use cases, such as safely reopening the economy. Challenges include und…
View article: Understanding COVID-19 Effects on Mobility: A Community-Engaged Approach
Understanding COVID-19 Effects on Mobility: A Community-Engaged Approach Open
Given aggregated mobile device data, the goal is to understand the impact of COVID-19 policy interventions on mobility. This problem is vital due to important societal use cases, such as safely reopening the economy. Challenges include und…
View article: SAMCNet for Spatial-configuration-based Classification: A Summary of Results
SAMCNet for Spatial-configuration-based Classification: A Summary of Results Open
The goal of spatial-configuration-based classification is to build a classifier to distinguish two classes (e.g., responder, non-responder) based on the spatial arrangements (e.g., spatial interactions between different point categories) g…
View article: An Introduction to Spatial Data Mining
An Introduction to Spatial Data Mining Open
The goal of spatial data mining is to discover potentially useful, interesting, and non-trivial patterns from spatial datasets. Spatial data mining is important for societal applications in public health, public safety, agriculture, enviro…
View article: Analyzing Trajectory Gaps for Possible Rendezvous: A Summary of Results
Analyzing Trajectory Gaps for Possible Rendezvous: A Summary of Results Open
Given trajectory data with gaps, we investigate methods to identify possible rendezvous regions. Societal applications include improving maritime safety and regulations. The challenges come from two aspects. If trajectory data are not avai…