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svmData.h
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1/**********************************************************************************
2* Copyright (c) 2020 Process Systems Engineering (AVT.SVT), RWTH Aachen University
3*
4* This program and the accompanying materials are made available under the
5* terms of the Eclipse Public License 2.0 which is available at
6* http://www.eclipse.org/legal/epl-2.0.
7*
8* SPDX-License-Identifier: EPL-2.0
9*
10* @file svmData.h
11*
12* @brief File containing declaration of a struct for storing SVM data.
13*
14**********************************************************************************/
15
16#pragma once
17
18#include <vector> // std::vector
19#include <memory> // std::shared_ptr, std::unique_ptr
20
21#include "modelData.h"
22#include "scaler.h"
23#include "kernel.h"
24
25namespace melon {
26
32 RBF
33 };
34
40 struct SvmData : public ModelData {
41 double rho;
42 std::vector<std::vector<double>> supportVectors;
43 std::vector<double> dualCoefficients;
46 std::vector<double> kernelParameters;
48 std::shared_ptr<const ScalerData> inputScalerData;
49 std::shared_ptr<const ScalerData> outputScalerData;
50 };
51}
Definition kernel.h:21
KERNEL_FUNCTION
enum for representing different kernel functions
Definition svmData.h:31
@ RBF
Definition svmData.h:32
Abstract class from which specific model data object can be derived and enabling polymorphism.
Definition modelData.h:22
Struct containing all information regarding the support vector machine.
Definition svmData.h:40
std::vector< double > dualCoefficients
Definition svmData.h:43
std::vector< double > kernelParameters
Definition svmData.h:46
KERNEL_FUNCTION kernelFunction
Definition svmData.h:45
std::vector< std::vector< double > > supportVectors
Definition svmData.h:42
double rho
Definition svmData.h:41
std::shared_ptr< const ScalerData > inputScalerData
Definition svmData.h:48
std::shared_ptr< const ScalerData > outputScalerData
Definition svmData.h:49