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Sören Henning
AnomalyDetection
Commits
f402d49f
Commit
f402d49f
authored
Jun 13, 2016
by
Sören Henning
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First working version of ARIMA forecaster
parent
f8770671
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pom.xml
pom.xml
+6
-0
src/main/java/anomalydetection/forecast/ARIMAForecaster.java
src/main/java/anomalydetection/forecast/ARIMAForecaster.java
+26
-0
src/main/java/anomalydetection/forecast/AbstractRForecaster.java
...n/java/anomalydetection/forecast/AbstractRForecaster.java
+39
-0
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pom.xml
View file @
f402d49f
...
...
@@ -111,6 +111,12 @@
<artifactId>
blueprints-core
</artifactId>
<version>
2.6.0
</version>
</dependency>
<dependency>
<groupId>
org.rosuda.REngine
</groupId>
<artifactId>
Rserve
</artifactId>
<version>
1.8.1
</version>
</dependency>
</dependencies>
<build>
...
...
src/main/java/anomalydetection/forecast/ARIMAForecaster.java
0 → 100644
View file @
f402d49f
package
anomalydetection.forecast
;
import
org.rosuda.REngine.REXPMismatchException
;
import
org.rosuda.REngine.REngineException
;
import
anomalydetection.timeseries.EquidistantTimeSeries
;
public
class
ARIMAForecaster
extends
AbstractRForecaster
{
public
ARIMAForecaster
(
final
String
host
,
final
int
port
)
{
super
(
host
,
port
);
}
@Override
protected
double
performRForecast
(
final
EquidistantTimeSeries
timeSeries
)
throws
REXPMismatchException
,
REngineException
{
// Transfer time series to R
super
.
rConnection
.
assign
(
"timeSeries"
,
timeSeries
.
toValuesArray
());
// Do ARIMA forecast on time Series
super
.
rConnection
.
eval
(
"forecast <- forecast(auto.arima(ts(timeSeries)), h=1)"
);
// Retrieve result
double
result
=
super
.
rConnection
.
eval
(
"as.numeric(forecast$mean)"
).
asDouble
();
return
result
;
}
}
src/main/java/anomalydetection/forecast/AbstractRForecaster.java
0 → 100644
View file @
f402d49f
package
anomalydetection.forecast
;
import
org.rosuda.REngine.REXPMismatchException
;
import
org.rosuda.REngine.REngineException
;
import
org.rosuda.REngine.Rserve.RConnection
;
import
org.rosuda.REngine.Rserve.RserveException
;
import
anomalydetection.timeseries.EquidistantTimeSeries
;
public
abstract
class
AbstractRForecaster
implements
Forecaster
{
final
RConnection
rConnection
;
public
AbstractRForecaster
(
final
String
host
,
final
int
port
)
{
try
{
this
.
rConnection
=
new
RConnection
(
host
,
port
);
this
.
rConnection
.
eval
(
"library(forecast)"
);
}
catch
(
RserveException
e
)
{
// TODO Exception Handling
e
.
printStackTrace
();
throw
new
IllegalStateException
(
e
);
// TODO
}
}
@Override
public
final
double
forecast
(
final
EquidistantTimeSeries
timeSeries
)
{
// TODO Exception Handling
try
{
performRForecast
(
timeSeries
);
}
catch
(
REXPMismatchException
|
REngineException
e
)
{
// TODO Auto-generated catch block
e
.
printStackTrace
();
}
return
Double
.
NaN
;
// TODO
}
protected
abstract
double
performRForecast
(
final
EquidistantTimeSeries
timeSeries
)
throws
REXPMismatchException
,
REngineException
;
}
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