T-Patterns Revisited: Mining for Temporal Patterns in Sensor Data
Citations
232 citations
Cites background from "T-Patterns Revisited: Mining for Te..."
...In fact, data-mining [82] techniques can be leveraged to predict and discover new behavior patterns through specific techniques, such as sequential patterns [76] or time series and statistical analysis [15]....
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17 citations
Cites methods from "T-Patterns Revisited: Mining for Te..."
...Salah et al., 2010 reviewed the existing techniques for the discovery of temporal patterns in sensor data and proposed a modified T-Pattern algorithm (Magnusson, 2000)....
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16 citations
15 citations
Cites methods from "T-Patterns Revisited: Mining for Te..."
...A review of temporal pattern mining algorithms used to discover patterns in sensor networks is provided in [12]....
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13 citations
Cites background or methods from "T-Patterns Revisited: Mining for Te..."
...Due to such reasons, the statistical analysis of the human motion pattern from the PIR motion sensors also has considerable uncertainties [14]....
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...The temporal patterns of the human motion in the MERL dataset were analyzed by T-Pattern algorithm [13,14]....
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References
10,264 citations
"T-Patterns Revisited: Mining for Te..." refers methods in this paper
...For instance in recurrent neural networks, the temporal dimension is modelled with the help of context units [20]....
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2,567 citations
1,975 citations
1,593 citations
"T-Patterns Revisited: Mining for Te..." refers methods in this paper
...In particular, the WINEPI algorithm [27] and its extensions have a similar formulation with the T-pattern algorithm, and the two approaches can be contrasted for their merits and drawbacks in real and simulated data....
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...In [27] the WINEPI algorithm is proposed, where a fixed-length temporal window is used to filter out cohesive episodes, followed by a threshold-based selection....
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873 citations
"T-Patterns Revisited: Mining for Te..." refers background in this paper
..., in the home of an elderly person [15]), the real challenge of the problem is the existence of multiple causes, triggering unrelated events one after the other....
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