48 #ifndef __LINEAR_REGRESSION_SINGLE_BETA_TYPES_H__ 49 #define __LINEAR_REGRESSION_SINGLE_BETA_TYPES_H__ 51 #include "services/daal_shared_ptr.h" 52 #include "algorithms/algorithm.h" 53 #include "algorithms/linear_regression/linear_regression_model.h" 54 #include "data_management/data/homogen_numeric_table.h" 60 namespace linear_regression
62 namespace quality_metric
90 lastDataInputId = predictedResponses
99 model = lastDataInputId + 1,
100 lastModelInputId = model
114 lastResultId = inverseOfXtX
121 enum ResultDataCollectionId
123 betaCovariances = lastResultId + 1,
124 lastResultDataCollectionId = betaCovariances
140 struct DAAL_EXPORT Parameter:
public daal::algorithms::Parameter
142 Parameter(
double alphaVal = 0.05,
double accuracyVal = 0.001);
143 virtual ~Parameter() {}
146 double accuracyThreshold;
152 virtual services::Status check()
const;
160 class DAAL_EXPORT Input:
public daal::algorithms::Input
163 DAAL_CAST_OPERATOR(Input);
164 DAAL_DOWN_CAST_OPERATOR(Input, daal::algorithms::Input);
176 data_management::NumericTablePtr
get(DataInputId id)
const;
183 void set(DataInputId id,
const data_management::NumericTablePtr &value);
190 linear_regression::ModelPtr
get(ModelInputId id)
const;
197 void set(ModelInputId id,
const linear_regression::ModelPtr &value);
206 services::Status check(
const daal::algorithms::Parameter *par,
int method)
const DAAL_C11_OVERRIDE;
208 typedef services::SharedPtr<Input> InputPtr;
214 class DAAL_EXPORT Result:
public daal::algorithms::Result
217 DAAL_CAST_OPERATOR(Result);
218 DAAL_DOWN_CAST_OPERATOR(Result, daal::algorithms::Result);
227 data_management::NumericTablePtr
get(ResultId id)
const;
234 void set(ResultId id,
const data_management::NumericTablePtr &value);
241 data_management::DataCollectionPtr
get(ResultDataCollectionId id)
const;
249 data_management::NumericTablePtr
get(ResultDataCollectionId id,
size_t index)
const;
256 void set(ResultDataCollectionId id,
const data_management::DataCollectionPtr &value);
266 template <
typename algorithmFPType>
267 DAAL_EXPORT services::Status allocate(
const daal::algorithms::Input *input,
const daal::algorithms::Parameter *par,
const int method);
277 services::Status check(
const daal::algorithms::Input *input,
const daal::algorithms::Parameter *par,
int method)
const DAAL_C11_OVERRIDE;
282 int getSerializationTag() const DAAL_C11_OVERRIDE {
return SERIALIZATION_LINEAR_REGRESSION_SINGLE_BETA_RESULT_ID; }
286 template<
typename Archive,
bool onDeserialize>
287 services::Status serialImpl(Archive *arch)
289 daal::algorithms::Result::serialImpl<Archive, onDeserialize>(arch);
291 return services::Status();
294 services::Status serializeImpl(data_management::InputDataArchive *arch) DAAL_C11_OVERRIDE
296 serialImpl<data_management::InputDataArchive, false>(arch);
298 return services::Status();
301 services::Status deserializeImpl(
const data_management::OutputDataArchive *arch) DAAL_C11_OVERRIDE
303 serialImpl<const data_management::OutputDataArchive, true>(arch);
305 return services::Status();
308 typedef services::SharedPtr<Result> ResultPtr;
311 using interface1::Parameter;
312 using interface1::Result;
313 using interface1::ResultPtr;
314 using interface1::Input;
315 using interface1::InputPtr;
324 #endif // __LINEAR_REGRESSION_SINGLE_BETA_TYPES_H__ daal::algorithms::linear_regression::quality_metric::single_beta::variance
Definition: linear_regression_single_beta_types.h:110
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:86
daal::services::interface1::Status
Class that holds the results of API calls. In case of API routine failure it contains the list of err...
Definition: error_handling.h:491
daal
Definition: algorithm_base_common.h:57
daal::algorithms::interface1::Result
Base class to represent final results of the computation. Algorithm-specific final results are repres...
Definition: algorithm_types.h:331
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:107
daal::algorithms::linear_regression::quality_metric::single_beta::defaultDense
Definition: linear_regression_single_beta_types.h:79
daal::algorithms::linear_regression::quality_metric::single_beta::interface1::Result::getSerializationTag
int getSerializationTag() const DAAL_C11_OVERRIDE
Definition: linear_regression_single_beta_types.h:282
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:121
daal::algorithms::linear_regression::quality_metric::single_beta::model
Definition: linear_regression_single_beta_types.h:99
daal::algorithms::linear_regression::quality_metric::single_beta::expectedResponses
Definition: linear_regression_single_beta_types.h:88
daal::algorithms::linear_regression::quality_metric::single_beta::zScore
Definition: linear_regression_single_beta_types.h:111
daal::algorithms::linear_regression::quality_metric::single_beta::interface1::Result::deserializeImpl
services::Status deserializeImpl(const data_management::OutputDataArchive *arch) DAAL_C11_OVERRIDE
Definition: linear_regression_single_beta_types.h:301
daal::algorithms::linear_regression::quality_metric::single_beta::predictedResponses
Definition: linear_regression_single_beta_types.h:89
daal::algorithms::interface1::Parameter
Base class to represent computation parameters. Algorithm-specific parameters are represented as deri...
Definition: algorithm_types.h:86
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:97
daal::services::interface1::SharedPtr
Shared pointer that retains shared ownership of an object through a pointer. Several SharedPtr object...
Definition: daal_shared_ptr.h:187
daal::algorithms::linear_regression::quality_metric::single_beta::betaCovariances
Definition: linear_regression_single_beta_types.h:123
daal::data_management::interface1::OutputDataArchive
Provides methods to restore an object from its serialized counterpart and access the restored object...
Definition: data_archive.h:978
daal::algorithms::linear_regression::quality_metric::single_beta::interface1::Parameter::alpha
double alpha
Definition: linear_regression_single_beta_types.h:145
daal::algorithms::linear_regression::quality_metric::single_beta::Method
Method
Definition: linear_regression_single_beta_types.h:77
daal::algorithms::linear_regression::quality_metric::single_beta::confidenceIntervals
Definition: linear_regression_single_beta_types.h:112
daal::algorithms::math::abs::value
Definition: abs_types.h:112
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:140
daal::algorithms::linear_regression::quality_metric::single_beta::interface1::Parameter::accuracyThreshold
double accuracyThreshold
Definition: linear_regression_single_beta_types.h:146
daal::algorithms::linear_regression::quality_metric::single_beta::inverseOfXtX
Definition: linear_regression_single_beta_types.h:113
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:214
daal::algorithms::linear_regression::quality_metric::single_beta::interface1::Result::serializeImpl
services::Status serializeImpl(data_management::InputDataArchive *arch) DAAL_C11_OVERRIDE
Definition: linear_regression_single_beta_types.h:294
daal::algorithms::linear_regression::quality_metric::single_beta::rms
Definition: linear_regression_single_beta_types.h:109