2024 KDD( ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 知识发现和数据挖掘会议)在2024年8月25日-29日在西班牙巴塞罗那举行。 本文总结了KDD2024有关时空数据(Spatial-temporal) 的相关论文,如有疏漏,欢迎大家补充。 时空数据Topic:时空(交通)预测,插补,气象预测,轨迹生成,预测,异常检测,信控优化...
2 LISA: Learning-Integrated Space Partitioning Framework for Traffic Accident Forecasting on Heterogeneous Spatiotemporal Data 作者:Bang An, Xun Zhou, Amin Khezerlou, Nick Street, Jinping Guan, and Jun Luo 关键词:事故预测,Spatialtemporal Data Mining, Traffic Accident Forecasting 3 Align Along Time a...
a flexible and versatile toolbox for modeling high-dimensional data when spatial or temporal dependencies between the samples are known. MEFISTO maintains the established benefits of factor analysis for multimodal data, but enables the performance of spatio-temporally informed dimensionality reduction, inter...
geographic information science (GIScience) and spatial statistics. The purpose of this class is to present the commonly used methods and current trends in spatial and spatiotemporal data analysis, and innovative applications in relevant fields (e.g., environmental science and engineering, natural resou...
Applied Spatial and Spatiotemporal Analysis(应用空间和时空分析)Applied Spatiotemporal Data Mining时空数据挖掘 课程描述随着地理信息科学和地理空间技术的不断进步,空间参考信息在过去几十年中变得越来越容易获得,并成为科学研究和决策过程中的重要信息源。为了有效地利用丰富的空间(和时间)数据,通常需要进行统计分析,...
However, understanding the manner in which developed regions change over time and space can be of great importance for transportation researchers and planners. In this paper, methodologies for modeling developed areas are developed while incorporating spatial and temporal effects of the data. The work ...
However, the spatial patterns of these stressors are varied and the amount of recent change is largely unknown. In many places, we know little about which stressors are having the biggest impact on ecosystem condition, their cumulative effect or how the composition of pressures is changing over...
This algorithm improves the lifetime of Wireless Sensor Networks and almost eliminates the redundancy due to forwarding of essential data to nodes. 展开 关键词: Temporal correlation Wireless Sensor Network Data Aggregation Spatial correlation 被引量: 2 ...
This is in contrast to its application in the fields applicable to spatial or spatio-temporal discovery which possess a rich history of methodological discovery and result evaluation. Examples of the former include market basket analysis which, in its simplest form, (q.v. (Agrawal, Imielinski ...
Spatial-Temporal Data Analysis and Data Mining 时空数据分析与数据挖掘 伴随着人们探索空间的过程,各种信息的获取范围也从局部地面、全球地表、地球各个圈层扩展到地球内外的整个空间,从原有二维平面空间基准逐步演变到三维空间基准,进而演变到反映地理空间对象时空分布的四维空间基准。时空数据的概念就应运而生。时空数据...