Time series symbolization and search for frequent patterns

Author(s):  
Mai Van Hoan ◽  
Matthieu Exbrayat
Author(s):  
M. C. Hao ◽  
M. Marwah ◽  
H. Janetzko ◽  
D. A. Keim ◽  
U. Dayal ◽  
...  

2011 ◽  
Author(s):  
M. Hao ◽  
M. Marwah ◽  
H. Janetzko ◽  
R. Sharma ◽  
D. A. Keim ◽  
...  

Author(s):  
B. Satheesh, Et. al.

Mining of regular trends in group action databases, time series databases, and lots of different database types was popularly studied in data processing research. Most previous studies follow the generation-and-test method of associate degree Apriori-like candidate collection. In this study, we seem to propose a particular frequency tree like structure, which is associated degree of prefix-tree like structure that is extended to be used for compressed storage, crucial knowledge of the frequency pattern, associated degrees create an economic FP-tree mining methodology, FP growth, by the growth of pattern fragments for the mining of the entire set of frequent patterns. Three different mining techniques are used to outsize the information which is compressed into small structures such as FP-tree that avoids repetitive information scans, cost. The proposed FP-tree-based mining receives an example philosophy of section creation to stay away from the exorbitant age of several competitor sets, and an apportioning-based, separating and-overcoming technique is used to divide the mining task into a contingent knowledge base for restricted mining designs that effectively reduces the investigation field.


2012 ◽  
Vol 11 (1) ◽  
pp. 71-83 ◽  
Author(s):  
M. C. Hao ◽  
M. Marwah ◽  
H. Janetzko ◽  
U. Dayal ◽  
D. A. Keim ◽  
...  

2011 ◽  
Vol 29 (1) ◽  
pp. 67-76 ◽  
Author(s):  
Koichi Ogawara ◽  
Yasufumi Tanabe ◽  
Ryo Kurazume ◽  
Tsutomu Hasegawa

1994 ◽  
Vol 144 ◽  
pp. 279-282
Author(s):  
A. Antalová

AbstractThe occurrence of LDE-type flares in the last three cycles has been investigated. The Fourier analysis spectrum was calculated for the time series of the LDE-type flare occurrence during the 20-th, the 21-st and the rising part of the 22-nd cycle. LDE-type flares (Long Duration Events in SXR) are associated with the interplanetary protons (SEP and STIP as well), energized coronal archs and radio type IV emission. Generally, in all the cycles considered, LDE-type flares mainly originated during a 6-year interval of the respective cycle (2 years before and 4 years after the sunspot cycle maximum). The following significant periodicities were found:• in the 20-th cycle: 1.4, 2.1, 2.9, 4.0, 10.7 and 54.2 of month,• in the 21-st cycle: 1.2, 1.6, 2.8, 4.9, 7.8 and 44.5 of month,• in the 22-nd cycle, till March 1992: 1.4, 1.8, 2.4, 7.2, 8.7, 11.8 and 29.1 of month,• in all interval (1969-1992):a)the longer periodicities: 232.1, 121.1 (the dominant at 10.1 of year), 80.7, 61.9 and 25.6 of month,b)the shorter periodicities: 4.7, 5.0, 6.8, 7.9, 9.1, 15.8 and 20.4 of month.Fourier analysis of the LDE-type flare index (FI) yields significant peaks at 2.3 - 2.9 months and 4.2 - 4.9 months. These short periodicities correspond remarkably in the all three last solar cycles. The larger periodicities are different in respective cycles.


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