activity
20192025
most citedA Review of Location Encoding for GeoAI: Methods and Applications

170 citations · 385 across the 12 of their papers we have counts for

collaborators

14 papers

cs.DB2025

The KnowWhereGraph: A Large-Scale Geo-Knowledge Graph for Interdisciplinary Knowledge Discovery and Geo-Enrichment

Rui Zhu, Cogan Shimizu, Shirly Stephen +25

Global challenges such as food supply chain disruptions, public health crises, and natural hazard responses require access to and integration of diverse datasets, many of which are…

cs.AI2024

The KnowWhereGraph Ontology

Cogan Shimizu, Shirly Stephe, Adrita Barua +21

KnowWhereGraph is one of the largest fully publicly available geospatial knowledge graphs. It includes data from 30 layers on natural hazards (e.g., hurricanes, wildfires), climate…

cs.CY2023

Here Is Not There: Measuring Entailment-Based Trajectory Similarity for Location-Privacy Protection and Beyond

Zilong Liu, Krzysztof Janowicz, Kitty Currier +5

While the paths humans take play out in social as well as physical space, measures to describe and compare their trajectories are carried out in abstract, typically Euclidean, spac…

cs.CV2022★ 3 cited

Towards General-Purpose Representation Learning of Polygonal Geometries

Gengchen Mai, Chiyu Jiang, Weiwei Sun +6

Neural network representation learning for spatial data is a common need for geographic artificial intelligence (GeoAI) problems. In recent years, many advancements have been made…

cs.AI2021

Narrative Cartography with Knowledge Graphs

Gengchen Mai, Weiming Huang, Ling Cai +2

Narrative cartography is a discipline which studies the interwoven nature of stories and maps. However, conventional geovisualization techniques of narratives often encounter sever…

cs.AI2021★ 13 cited

Time in a Box: Advancing Knowledge Graph Completion with Temporal Scopes

Ling Cai, Krzysztof Janowic, Bo Yan +2

Almost all statements in knowledge bases have a temporal scope during which they are valid. Hence, knowledge base completion (KBC) on temporal knowledge bases (TKB), where each sta…