scholarly journals A Very Fast Decision Tree Algorithm for Real-Time Data Mining of Imperfect Data Streams in a Distributed Wireless Sensor Network

2012 ◽  
Vol 8 (12) ◽  
pp. 863545 ◽  
Author(s):  
Hang Yang ◽  
Simon Fong ◽  
Guangmin Sun ◽  
Raymond Wong
Keyword(s):  
Data Mining ◽  
Wireless Sensor Network ◽  
Decision Tree ◽  
Data Streams ◽  
Wireless Sensor ◽  
Decision Tree Algorithm ◽  
Time Data ◽  
Imperfect Data ◽  
Real Time Data ◽  
Fast Decision

Real-Time Data Management on a Wireless Sensor Network

2005 ◽  
Vol 1 (2) ◽  
pp. 215-225 ◽  
Author(s):  
Chris Roadknight ◽  
Laura Parrott ◽  
Nathan Boyd ◽  
Ian W. Marshall
Keyword(s):  
Wireless Sensor Network ◽  
Sensor Network ◽  
Statistical Tests ◽  
Adaptive Method ◽  
Wireless Sensor ◽  
Limited Resources ◽  
Time Data ◽  
Real Time Data ◽  
Local Feedback ◽  
Material Exchange

A multi-layered algorithm is proposed that provides a scalable and adaptive method for handling data on a wireless sensor network. Statistical tests, local feedback, and global genetic style material exchange ensure limited resources such as battery and bandwidth which are used efficiently by manipulating data at the source and important features in the time series are not lost when compression needs to be made. The approach leads to a more ‘hands off’ implementation which is demonstrated by a real world oceanographic deployment of the system.

scholarly journals Real-time data mining of massive data streams from synoptic sky surveys

2016 ◽  
Vol 59 ◽  
pp. 95-104 ◽  
Author(s):  
S.G. Djorgovski ◽  
M.J. Graham ◽  
C. Donalek ◽  
A.A. Mahabal ◽  
A.J. Drake ◽  
...  
Keyword(s):  
Data Mining ◽  
Real Time ◽  
Data Streams ◽  
Massive Data ◽  
Time Data ◽  
Sky Surveys ◽  
Real Time Data

Real-time data mining of non-stationary data streams from sensor networks

2008 ◽  
Vol 9 (3) ◽  
pp. 344-353 ◽  
Author(s):  
Lior Cohen ◽  
Gil Avrahami-Bakish ◽  
Mark Last ◽  
Abraham Kandel ◽  
Oscar Kipersztok
Keyword(s):  
Data Mining ◽  
Sensor Networks ◽  
Real Time ◽  
Data Streams ◽  
Time Data ◽  
Real Time Data
Sign in / Sign up

Export Citation Format

Share Document