22 #ifndef __LINEAR_REGRESSION_SINGLE_BETA_TYPES_H__
23 #define __LINEAR_REGRESSION_SINGLE_BETA_TYPES_H__
25 #include "services/daal_shared_ptr.h"
26 #include "algorithms/algorithm.h"
27 #include "algorithms/linear_regression/linear_regression_model.h"
28 #include "data_management/data/homogen_numeric_table.h"
34 namespace linear_regression
36 namespace quality_metric
64 lastDataInputId = predictedResponses
73 model = lastDataInputId + 1,
74 lastModelInputId = model
88 lastResultId = inverseOfXtX
95 enum ResultDataCollectionId
97 betaCovariances = lastResultId + 1,
98 lastResultDataCollectionId = betaCovariances
114 struct DAAL_EXPORT Parameter:
public daal::algorithms::Parameter
116 Parameter(
double alphaVal = 0.05,
double accuracyVal = 0.001);
117 virtual ~Parameter() {}
120 double accuracyThreshold;
126 virtual services::Status check()
const;
134 class DAAL_EXPORT Input:
public daal::algorithms::Input
137 DAAL_CAST_OPERATOR(Input);
138 DAAL_DOWN_CAST_OPERATOR(Input, daal::algorithms::Input);
150 data_management::NumericTablePtr
get(DataInputId id)
const;
157 void set(DataInputId
id,
const data_management::NumericTablePtr &value);
164 linear_regression::ModelPtr
get(ModelInputId id)
const;
171 void set(ModelInputId
id,
const linear_regression::ModelPtr &value);
180 services::Status check(
const daal::algorithms::Parameter *par,
int method)
const DAAL_C11_OVERRIDE;
182 typedef services::SharedPtr<Input> InputPtr;
188 class DAAL_EXPORT Result:
public daal::algorithms::Result
191 DAAL_CAST_OPERATOR(Result);
192 DAAL_DOWN_CAST_OPERATOR(Result, daal::algorithms::Result);
201 data_management::NumericTablePtr
get(ResultId id)
const;
208 void set(ResultId
id,
const data_management::NumericTablePtr &value);
215 data_management::DataCollectionPtr
get(ResultDataCollectionId id)
const;
223 data_management::NumericTablePtr
get(ResultDataCollectionId id,
size_t index)
const;
230 void set(ResultDataCollectionId
id,
const data_management::DataCollectionPtr &value);
240 template <
typename algorithmFPType>
241 DAAL_EXPORT services::Status allocate(
const daal::algorithms::Input *input,
const daal::algorithms::Parameter *par,
const int method);
251 services::Status check(
const daal::algorithms::Input *input,
const daal::algorithms::Parameter *par,
int method)
const DAAL_C11_OVERRIDE;
256 int getSerializationTag() const DAAL_C11_OVERRIDE {
return SERIALIZATION_LINEAR_REGRESSION_SINGLE_BETA_RESULT_ID; }
260 template<
typename Archive,
bool onDeserialize>
261 services::Status serialImpl(Archive *arch)
263 daal::algorithms::Result::serialImpl<Archive, onDeserialize>(arch);
265 return services::Status();
268 services::Status serializeImpl(data_management::InputDataArchive *arch) DAAL_C11_OVERRIDE
270 serialImpl<data_management::InputDataArchive, false>(arch);
272 return services::Status();
275 services::Status deserializeImpl(
const data_management::OutputDataArchive *arch) DAAL_C11_OVERRIDE
277 serialImpl<const data_management::OutputDataArchive, true>(arch);
279 return services::Status();
282 typedef services::SharedPtr<Result> ResultPtr;
285 using interface1::Parameter;
286 using interface1::Result;
287 using interface1::ResultPtr;
288 using interface1::Input;
289 using interface1::InputPtr;
298 #endif // __LINEAR_REGRESSION_SINGLE_BETA_TYPES_H__
daal::algorithms::linear_regression::quality_metric::single_beta::zScore
Definition: linear_regression_single_beta_types.h:85
daal::algorithms::linear_regression::quality_metric::single_beta::ResultDataCollectionId
ResultDataCollectionId
Available identifiers of the result of single beta quality metrics.
Definition: linear_regression_single_beta_types.h:95
daal
Definition: algorithm_base_common.h:31
daal::algorithms::linear_regression::quality_metric::single_beta::DataInputId
DataInputId
Available identifiers of input objects for a single beta quality metrics.
Definition: linear_regression_single_beta_types.h:60
daal::algorithms::linear_regression::quality_metric::single_beta::model
Definition: linear_regression_single_beta_types.h:73
daal::algorithms::linear_regression::quality_metric::single_beta::interface1::Result::getSerializationTag
int getSerializationTag() const DAAL_C11_OVERRIDE
Definition: linear_regression_single_beta_types.h:256
daal::algorithms::linear_regression::quality_metric::single_beta::ModelInputId
ModelInputId
Available identifiers of input objects for single beta quality metrics.
Definition: linear_regression_single_beta_types.h:71
daal::algorithms::linear_regression::quality_metric::single_beta::variance
Definition: linear_regression_single_beta_types.h:84
daal::algorithms::linear_regression::quality_metric::single_beta::ResultId
ResultId
Available identifiers of the result of single beta quality metrics.
Definition: linear_regression_single_beta_types.h:81
daal::algorithms::linear_regression::quality_metric::single_beta::confidenceIntervals
Definition: linear_regression_single_beta_types.h:86
daal::algorithms::linear_regression::quality_metric::single_beta::Method
Method
Definition: linear_regression_single_beta_types.h:51
daal::algorithms::linear_regression::quality_metric::single_beta::rms
Definition: linear_regression_single_beta_types.h:83
daal::algorithms::linear_regression::quality_metric::single_beta::interface1::Parameter::alpha
double alpha
Definition: linear_regression_single_beta_types.h:119
daal::algorithms::linear_regression::quality_metric::single_beta::expectedResponses
Definition: linear_regression_single_beta_types.h:62
daal::algorithms::math::abs::value
Definition: abs_types.h:86
daal::algorithms::linear_regression::quality_metric::single_beta::interface1::Parameter
Parameters for the compute() method of single beta quality metrics.
Definition: linear_regression_single_beta_types.h:114
daal::algorithms::linear_regression::quality_metric::single_beta::interface1::Parameter::accuracyThreshold
double accuracyThreshold
Definition: linear_regression_single_beta_types.h:120
daal::algorithms::linear_regression::quality_metric::single_beta::interface1::Result
Provides interface for the result of linear regression quality metrics.
Definition: linear_regression_single_beta_types.h:188
daal::algorithms::linear_regression::quality_metric::single_beta::defaultDense
Definition: linear_regression_single_beta_types.h:53
daal::algorithms::linear_regression::quality_metric::single_beta::betaCovariances
Definition: linear_regression_single_beta_types.h:97
daal::algorithms::linear_regression::quality_metric::single_beta::predictedResponses
Definition: linear_regression_single_beta_types.h:63
daal::algorithms::linear_regression::quality_metric::single_beta::inverseOfXtX
Definition: linear_regression_single_beta_types.h:87