RRIA swMATH ID: 2558 Software Authors: Zheng, Zheng; Wang, Guoyin Description: RRIA: A rough set and rule tree based incremental knowledge acquisition algorithm. As a special way in which the human brain is learning new knowledge, incremental learning is an important topic in AI. It is an object of many AI researchers to find an algorithm that can learn new knowledge quickly, based on original knowledge learned before, and in such way that the knowledge it acquires is efficient in real use. In this paper, we develop a rough set and rule tree based incremental knowledge acquisition algorithm. It can learn from a domain data set incrementally. Our simulation results show that our algorithm can learn more quickly than classical rough set based knowledge acquisition algorithms, and the performance of knowledge learned by our algorithm can be the same as or even better than classical rough set based knowledge acquisition algorithms. Besides, the simulation results also show that our algorithm outperforms ID4 in many aspects. Homepage: http://content.iospress.com/articles/fundamenta-informaticae/fi59-2-3-14 Related Software: UCI-ml; LERS; ElemStatLearn; RIONA; ROSECON; daTac; RSBR_ Cited in: 16 Publications Standard Articles 1 Publication describing the Software, including 1 Publication in zbMATH Year RRIA: A rough set and rule tree based incremental knowledge acquisition algorithm. Zbl 1098.68711Zheng, Zheng; Wang, Guoyin 2004 all top 5 Cited by 48 Authors 7 Li, Tianrui 4 Ruan, Da 4 Wang, Guoyin 4 Zhang, Junbo 3 Liu, Dun 2 Chen, Hongmei 2 Zhang, Qinghua 2 Zheng, Zheng 1 An, Liping 1 Chen, Hong 1 Chen, Shanben 1 Dai, Jianhua 1 He, Qing 1 Hu, Feng 1 Hu, Qinghua 1 Hu, Xuegang 1 Huang, Hai 1 Huang, Houkuan 1 Li, Cuiping 1 Li, Shaoyong 1 Li, Yongli 1 Liang, Jiye 1 Lu, Jie 1 Miao, Duoqian 1 Min, Fan 1 Pawlak, Zdzisław 1 Qiao, Shaojie 1 Qin, Keyun 1 Sai, Ying 1 Shang, Lin 1 Shen, Hong 1 Shi, Zhongzhi 1 Shu, Wenhao 1 Skowron, Andrzej 1 Wang, Xizhao 1 Wenjun, Liu 1 Wu, Weizhi 1 Wu, Yu 1 Wu, Zhaocong 1 Xie, Keming 1 Xiu, Yeliang 1 Ye, Dongyi 1 Zeng, Huanglin 1 Zhang, Guangquan 1 Zhang, Qiang 1 Zhao, Suyun 1 Zheng, Lidi 1 Zou, Weili all top 5 Cited in 7 Serials 4 International Journal of Approximate Reasoning 3 Information Sciences 2 Fundamenta Informaticae 1 International Journal of Intelligent Systems 1 Journal of Global Optimization 1 Computational Intelligence 1 Open Mathematics Cited in 4 Fields 15 Computer science (68-XX) 1 History and biography (01-XX) 1 Operations research, mathematical programming (90-XX) 1 Game theory, economics, finance, and other social and behavioral sciences (91-XX) Citations by Year