New approaches to processing GIS Data using Artificial Neural Networks models

被引:0
作者
Mihai, Dana [1 ]
机构
[1] Univ Craiova, Fac Automat Comp & Elect, Dept Comp & Informat Technol, 107 Bvd Decebal, Craiova 200440, Romania
来源
ANNALS OF THE UNIVERSITY OF CRAIOVA-MATHEMATICS AND COMPUTER SCIENCE SERIES | 2021年 / 48卷 / 02期
关键词
Spatial data mining; Classification; GIS; Artificial Neural Networks; Weka;
D O I
暂无
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
Spatial data mining is a special type of data mining. The main difference between data mining and spatial data mining is that in spatial data mining tasks we use not only non-spatial attributes but also spatial attributes. Spatial data mining techniques have strong relationship with GIS (Geographical Information System) and are widely used in GIS for inferring association among spatial attributes, clustering and classifying information with respect to spatial attributes. In this paper we use the statistical package Weka on two models, which consist of two parcels plans from the Olt area of Romania. In our experimentation, we compare the results of the vector models depending on the values of the training datasets. Using these models with GIS data from the domain of Cadaster we analyze the performance of the Artificial Neural Networks in context of spatial data mining.
引用
收藏
页码:358 / 373
页数:16
相关论文
共 22 条
[1]   Salmonella infections modelling in Mississippi using neural network and geographical information system (GIS) [J].
Akil, Luma ;
Ahmad, H. Anwar .
BMJ OPEN, 2016, 6 (03)
[2]   Digital soil mapping using artificial neural networks [J].
Behrens, T ;
Förster, H ;
Scholten, T ;
Steinrücken, U ;
Spies, ED ;
Goldschmitt, M .
JOURNAL OF PLANT NUTRITION AND SOIL SCIENCE, 2005, 168 (01) :21-33
[3]  
Ficher M.M., 2009, SAGE HDB SPATIAL ANA, P340
[4]  
Gangappa M., 2017, INT J COMPUTER APPL, V170, P9, DOI [10.5120/ijca2017914643, DOI 10.5120/IJCA2017914643]
[5]  
Gopal S., 2016, International Encyclopedia of Geography: People, the Earth, Environment and Technology, P1
[6]  
Gopal S., 2000, CORE CURRICULUM GEOG
[7]  
Goyal H, 2017, International Journal of Computer Applications, V169, P1, DOI [10.5120/ijca2017914012, DOI 10.5120/IJCA2017914012]
[8]  
Hemalatha M., 2011, INT J COMPUT SCI ISS, V8, P473
[9]  
Jayasinghe P. K. S. C., 2009, Journal of Developments in Sustainable Agriculture, V4, P165
[10]  
Kanagavalli V.R., 2009, P INT C ICICT09