TY - JOUR
T1 - Survey of classification of data streams
AU - Wang, Tao
AU - Li, Zhoujun
AU - Yan, Yuejin
AU - Chen, Huowang
PY - 2007/11
Y1 - 2007/11
N2 - Data streams mining, the technology of getting valuable information from continuous data streams is a field that has recently gained increasingly attention all over the world. In the model of data streams, data does not take the form of persistent relations, but rather arrives in a multiple, continuous, rapid and time-varying way. Because of the rapid data arriving speed and huge size of data set in data streams, novel algorithms are devised to resolve these problems. Among these research topics, classifying methods is an important one. In this review paper, the state-of-the-art in this growing vital field is presented, and theses methods are introduced from two directions: stationary distribution data streams and data streams with concept drift. Finally, the challenges and future work in this field are explored.
AB - Data streams mining, the technology of getting valuable information from continuous data streams is a field that has recently gained increasingly attention all over the world. In the model of data streams, data does not take the form of persistent relations, but rather arrives in a multiple, continuous, rapid and time-varying way. Because of the rapid data arriving speed and huge size of data set in data streams, novel algorithms are devised to resolve these problems. Among these research topics, classifying methods is an important one. In this review paper, the state-of-the-art in this growing vital field is presented, and theses methods are introduced from two directions: stationary distribution data streams and data streams with concept drift. Finally, the challenges and future work in this field are explored.
KW - Classify
KW - Concept-drift
KW - Data streams
KW - Mining
KW - Stationary distribution
UR - https://www.scopus.com/pages/publications/37449005590
U2 - 10.1360/crad20071101
DO - 10.1360/crad20071101
M3 - 文章
AN - SCOPUS:37449005590
SN - 1000-1239
VL - 44
SP - 1809
EP - 1815
JO - Jisuanji Yanjiu yu Fazhan/Computer Research and Development
JF - Jisuanji Yanjiu yu Fazhan/Computer Research and Development
IS - 11
ER -