SD-miner: A spatial data mining system
- Authors
- Bae, Duck-Ho; Baek, Ji-Haeng; Oh, Hyun-Kyo; Song, Ju-Won; Kim, Sang-Wook
- Issue Date
- Nov-2009
- Publisher
- IEEE
- Keywords
- SD-miner; Spatial data; Spatial data mining
- Citation
- Proceedings of 2009 IEEE International Conference on Network Infrastructure and Digital Content, IEEE IC-NIDC2009, pp.803 - 807
- Indexed
- SCOPUS
- Journal Title
- Proceedings of 2009 IEEE International Conference on Network Infrastructure and Digital Content, IEEE IC-NIDC2009
- Start Page
- 803
- End Page
- 807
- URI
- https://scholarworks.bwise.kr/hanyang/handle/2021.sw.hanyang/175872
- DOI
- 10.1109/ICNIDC.2009.5360924
- Abstract
- Owing to the GIS technology, a vast volume of spatial data has been accumulated, thereby incurring the necessity of spatial data mining techniques. In this paper, we propose a new spatial data mining system named SD-Miner. SD-Miner consists of three parts: a graphical user interface for inputs and outputs, a data mining module that processes spatial data mining functionalities, a data storage model that stores and manages spatial as well as non-spatial data by using a DBMS. In particular, the data mining module provides major spatial data mining functionalities such as spatial clustering, spatial classification, spatial characterization, and spatio-temporal association rule mining. SD-Miner has its own characteristics: (1) It supports users to perform non-spatial data mining functionalities as well as spatial data mining functionalities intuitively and effectively; (2) It provides users with spatial data mining functions as a form of libraries, thereby making applications conveniently use those functions. (3) It inputs parameters for mining as a form of database tables to increase flexibility.
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