1 /*! \page libshogun_examples Examples for C++ libshogun Interface
3 This page lists ready to run shogun examples for the C++ libshogun interface.
5 \li \subpage libshogun_balanced_examples
6 \li \subpage libshogun_base_examples
7 \li \subpage libshogun_basic_examples
8 \li \subpage libshogun_classifier_examples
9 \li \subpage libshogun_clustering_examples
10 \li \subpage libshogun_converter_examples
11 \li \subpage libshogun_evaluation_examples
12 \li \subpage libshogun_features_examples
13 \li \subpage libshogun_hashed_examples
14 \li \subpage libshogun_io_examples
15 \li \subpage libshogun_kernel_examples
16 \li \subpage libshogun_labels_examples
17 \li \subpage libshogun_library_examples
18 \li \subpage libshogun_mathematics_examples
19 \li \subpage libshogun_metric_examples
20 \li \subpage libshogun_modelselection_examples
21 \li \subpage libshogun_neuralnets_examples
22 \li \subpage libshogun_optimization_examples
23 \li \subpage libshogun_parameter_examples
24 \li \subpage libshogun_preprocessor_examples
25 \li \subpage libshogun_random_examples
26 \li \subpage libshogun_regression_examples
27 \li \subpage libshogun_serialization_examples
28 \li \subpage libshogun_so_examples
29 \li \subpage libshogun_splitting_examples
30 \li \subpage libshogun_statistics_examples
31 \li \subpage libshogun_streaming_examples
32 \li \subpage libshogun_structure_examples
33 \li \subpage libshogun_transfer_examples
34 \li \subpage libshogun_variational_examples
36 To run the examples you will need to manually compile them via
38 g++ name_of_example.cpp -lshogun
41 in case you installed libshogun to a nonstandard directory you will need to specify the appropriate library and include paths, e.g.
43 g++ -I/path/to/libshogun/includes name_of_example.cpp -L/path/to/libshogun/sofile -lshogun
46 Then the examples are standard binary executables and can be started via
50 respectively if the libraries are in nonstandard locations (such that they cannot be found by the dynamic linker)
52 LD_LIBRARY_PATH=path/to/libshogun ./name_of_example
55 \section libshogun_balanced_examples Balanced
58 \li <b>examples/documented/libshogun/balanced_conditional_probability_tree.cpp</b>
59 \verbinclude balanced_conditional_probability_tree.cpp
61 \section libshogun_base_examples Base
64 \li <b>examples/documented/libshogun/base_load_all_file_parameters.cpp</b>
65 \verbinclude base_load_all_file_parameters.cpp
67 \li <b>examples/documented/libshogun/base_load_file_parameters.cpp</b>
68 \verbinclude base_load_file_parameters.cpp
70 \li <b>examples/documented/libshogun/base_map_parameters.cpp</b>
71 \verbinclude base_map_parameters.cpp
73 \li <b>examples/documented/libshogun/base_migration_dropping_and_new.cpp</b>
74 \verbinclude base_migration_dropping_and_new.cpp
76 \li <b>examples/documented/libshogun/base_migration_multiple_dependencies.cpp</b>
77 \verbinclude base_migration_multiple_dependencies.cpp
79 \li <b>examples/documented/libshogun/base_migration_new_buggy.cpp</b>
80 \verbinclude base_migration_new_buggy.cpp
82 \li <b>examples/documented/libshogun/base_migration_type_conversion.cpp</b>
83 \verbinclude base_migration_type_conversion.cpp
85 \li <b>examples/documented/libshogun/base_parameter_map.cpp</b>
86 \verbinclude base_parameter_map.cpp
88 \section libshogun_basic_examples Basic
91 \li <b>examples/documented/libshogun/basic_minimal.cpp</b>
92 \verbinclude basic_minimal.cpp
94 \section libshogun_classifier_examples Classifier
97 \li <b>examples/documented/libshogun/classifier_bagging_liblinear.cpp</b>
98 \verbinclude classifier_bagging_liblinear.cpp
100 \li <b>examples/documented/libshogun/classifier_featureblocklogisticregression.cpp</b>
101 \verbinclude classifier_featureblocklogisticregression.cpp
103 \li <b>examples/documented/libshogun/classifier_gaussian_process_binary_classification.cpp</b>
104 \verbinclude classifier_gaussian_process_binary_classification.cpp
106 \li <b>examples/documented/libshogun/classifier_gaussiannaivebayes.cpp</b>
107 \verbinclude classifier_gaussiannaivebayes.cpp
109 \li <b>examples/documented/libshogun/classifier_knn.cpp</b>
110 \verbinclude classifier_knn.cpp
112 \li <b>examples/documented/libshogun/classifier_larank.cpp</b>
113 \verbinclude classifier_larank.cpp
115 \li <b>examples/documented/libshogun/classifier_latent_svm.cpp</b>
116 \verbinclude classifier_latent_svm.cpp
118 \li <b>examples/documented/libshogun/classifier_lda.cpp</b>
119 \verbinclude classifier_lda.cpp
121 \li <b>examples/documented/libshogun/classifier_libsvm.cpp</b>
122 \verbinclude classifier_libsvm.cpp
124 \li <b>examples/documented/libshogun/classifier_libsvm_probabilities.cpp</b>
125 \verbinclude classifier_libsvm_probabilities.cpp
127 \li <b>examples/documented/libshogun/classifier_minimal_svm.cpp</b>
128 \verbinclude classifier_minimal_svm.cpp
130 \li <b>examples/documented/libshogun/classifier_mklmulticlass.cpp</b>
131 \verbinclude classifier_mklmulticlass.cpp
133 \li <b>examples/documented/libshogun/classifier_multiclass_ecoc.cpp</b>
134 \verbinclude classifier_multiclass_ecoc.cpp
136 \li <b>examples/documented/libshogun/classifier_multiclass_ecoc_discriminant.cpp</b>
137 \verbinclude classifier_multiclass_ecoc_discriminant.cpp
139 \li <b>examples/documented/libshogun/classifier_multiclass_ecoc_random.cpp</b>
140 \verbinclude classifier_multiclass_ecoc_random.cpp
142 \li <b>examples/documented/libshogun/classifier_multiclass_prob_heuristics.cpp</b>
143 \verbinclude classifier_multiclass_prob_heuristics.cpp
145 \li <b>examples/documented/libshogun/classifier_multiclass_relaxedtree.cpp</b>
146 \verbinclude classifier_multiclass_relaxedtree.cpp
148 \li <b>examples/documented/libshogun/classifier_multiclass_shareboost.cpp</b>
149 \verbinclude classifier_multiclass_shareboost.cpp
151 \li <b>examples/documented/libshogun/classifier_multiclasslibsvm.cpp</b>
152 \verbinclude classifier_multiclasslibsvm.cpp
154 \li <b>examples/documented/libshogun/classifier_multiclasslinearmachine.cpp</b>
155 \verbinclude classifier_multiclasslinearmachine.cpp
157 \li <b>examples/documented/libshogun/classifier_nearest_centroid.cpp</b>
158 \verbinclude classifier_nearest_centroid.cpp
160 \li <b>examples/documented/libshogun/classifier_newtontest.cpp</b>
161 \verbinclude classifier_newtontest.cpp
163 \li <b>examples/documented/libshogun/classifier_qda.cpp</b>
164 \verbinclude classifier_qda.cpp
166 \section libshogun_clustering_examples Clustering
169 \li <b>examples/documented/libshogun/clustering_kmeans.cpp</b>
170 \verbinclude clustering_kmeans.cpp
172 \section libshogun_converter_examples Converter
175 \li <b>examples/documented/libshogun/converter_diffusionmaps.cpp</b>
176 \verbinclude converter_diffusionmaps.cpp
178 \li <b>examples/documented/libshogun/converter_factoranalysis.cpp</b>
179 \verbinclude converter_factoranalysis.cpp
181 \li <b>examples/documented/libshogun/converter_hessianlocallylinearembedding.cpp</b>
182 \verbinclude converter_hessianlocallylinearembedding.cpp
184 \li <b>examples/documented/libshogun/converter_isomap.cpp</b>
185 \verbinclude converter_isomap.cpp
187 \li <b>examples/documented/libshogun/converter_jade_bss.cpp</b>
188 \verbinclude converter_jade_bss.cpp
190 \li <b>examples/documented/libshogun/converter_kernellocallylinearembedding.cpp</b>
191 \verbinclude converter_kernellocallylinearembedding.cpp
193 \li <b>examples/documented/libshogun/converter_laplacianeigenmaps.cpp</b>
194 \verbinclude converter_laplacianeigenmaps.cpp
196 \li <b>examples/documented/libshogun/converter_linearlocaltangentspacealignment.cpp</b>
197 \verbinclude converter_linearlocaltangentspacealignment.cpp
199 \li <b>examples/documented/libshogun/converter_localitypreservingprojections.cpp</b>
200 \verbinclude converter_localitypreservingprojections.cpp
202 \li <b>examples/documented/libshogun/converter_locallylinearembedding.cpp</b>
203 \verbinclude converter_locallylinearembedding.cpp
205 \li <b>examples/documented/libshogun/converter_localtangentspacealignment.cpp</b>
206 \verbinclude converter_localtangentspacealignment.cpp
208 \li <b>examples/documented/libshogun/converter_multidimensionalscaling.cpp</b>
209 \verbinclude converter_multidimensionalscaling.cpp
211 \li <b>examples/documented/libshogun/converter_neighborhoodpreservingembedding.cpp</b>
212 \verbinclude converter_neighborhoodpreservingembedding.cpp
214 \li <b>examples/documented/libshogun/converter_stochasticproximityembedding.cpp</b>
215 \verbinclude converter_stochasticproximityembedding.cpp
217 \section libshogun_evaluation_examples Evaluation
220 \li <b>examples/documented/libshogun/evaluation_cross_validation_classification.cpp</b>
221 \verbinclude evaluation_cross_validation_classification.cpp
223 \li <b>examples/documented/libshogun/evaluation_cross_validation_knn.cpp</b>
224 \verbinclude evaluation_cross_validation_knn.cpp
226 \li <b>examples/documented/libshogun/evaluation_cross_validation_locked_comparison.cpp</b>
227 \verbinclude evaluation_cross_validation_locked_comparison.cpp
229 \li <b>examples/documented/libshogun/evaluation_cross_validation_mkl_weight_storage.cpp</b>
230 \verbinclude evaluation_cross_validation_mkl_weight_storage.cpp
232 \li <b>examples/documented/libshogun/evaluation_cross_validation_multiclass.cpp</b>
233 \verbinclude evaluation_cross_validation_multiclass.cpp
235 \li <b>examples/documented/libshogun/evaluation_cross_validation_multiclass_mkl.cpp</b>
236 \verbinclude evaluation_cross_validation_multiclass_mkl.cpp
238 \li <b>examples/documented/libshogun/evaluation_cross_validation_regression.cpp</b>
239 \verbinclude evaluation_cross_validation_regression.cpp
241 \section libshogun_features_examples Features
244 \li <b>examples/documented/libshogun/features_copy_subset_simple_features.cpp</b>
245 \verbinclude features_copy_subset_simple_features.cpp
247 \li <b>examples/documented/libshogun/features_copy_subset_sparse_features.cpp</b>
248 \verbinclude features_copy_subset_sparse_features.cpp
250 \li <b>examples/documented/libshogun/features_dense_real_modular.cpp</b>
251 \verbinclude features_dense_real_modular.cpp
253 \li <b>examples/documented/libshogun/features_subset_labels.cpp</b>
254 \verbinclude features_subset_labels.cpp
256 \li <b>examples/documented/libshogun/features_subset_simple_features.cpp</b>
257 \verbinclude features_subset_simple_features.cpp
259 \li <b>examples/documented/libshogun/features_subset_stack.cpp</b>
260 \verbinclude features_subset_stack.cpp
262 \section libshogun_hashed_examples Hashed
265 \li <b>examples/documented/libshogun/hashed_features_example.cpp</b>
266 \verbinclude hashed_features_example.cpp
268 \section libshogun_io_examples Io
271 \li <b>examples/documented/libshogun/io_libsvm_multilabel.cpp</b>
272 \verbinclude io_libsvm_multilabel.cpp
274 \li <b>examples/documented/libshogun/io_linereader.cpp</b>
275 \verbinclude io_linereader.cpp
277 \section libshogun_kernel_examples Kernel
280 \li <b>examples/documented/libshogun/kernel_custom.cpp</b>
281 \verbinclude kernel_custom.cpp
283 \li <b>examples/documented/libshogun/kernel_custom_index.cpp</b>
284 \verbinclude kernel_custom_index.cpp
286 \li <b>examples/documented/libshogun/kernel_custom_kernel.cpp</b>
287 \verbinclude kernel_custom_kernel.cpp
289 \li <b>examples/documented/libshogun/kernel_gaussian.cpp</b>
290 \verbinclude kernel_gaussian.cpp
292 \li <b>examples/documented/libshogun/kernel_machine_train_locked.cpp</b>
293 \verbinclude kernel_machine_train_locked.cpp
295 \li <b>examples/documented/libshogun/kernel_revlin.cpp</b>
296 \verbinclude kernel_revlin.cpp
298 \section libshogun_labels_examples Labels
301 \li <b>examples/documented/libshogun/labels_binary_fit_sigmoid.cpp</b>
302 \verbinclude labels_binary_fit_sigmoid.cpp
304 \section libshogun_library_examples Library
307 \li <b>examples/documented/libshogun/library_circularbuffer.cpp</b>
308 \verbinclude library_circularbuffer.cpp
310 \li <b>examples/documented/libshogun/library_dyn_int.cpp</b>
311 \verbinclude library_dyn_int.cpp
313 \li <b>examples/documented/libshogun/library_dynarray.cpp</b>
314 \verbinclude library_dynarray.cpp
316 \li <b>examples/documented/libshogun/library_gc_array.cpp</b>
317 \verbinclude library_gc_array.cpp
319 \li <b>examples/documented/libshogun/library_hash.cpp</b>
320 \verbinclude library_hash.cpp
322 \li <b>examples/documented/libshogun/library_hdf5.cpp</b>
323 \verbinclude library_hdf5.cpp
325 \li <b>examples/documented/libshogun/library_indirect_object.cpp</b>
326 \verbinclude library_indirect_object.cpp
328 \li <b>examples/documented/libshogun/library_map.cpp</b>
329 \verbinclude library_map.cpp
331 \li <b>examples/documented/libshogun/library_mldatahdf5.cpp</b>
332 \verbinclude library_mldatahdf5.cpp
334 \li <b>examples/documented/libshogun/library_serialization.cpp</b>
335 \verbinclude library_serialization.cpp
337 \li <b>examples/documented/libshogun/library_set.cpp</b>
338 \verbinclude library_set.cpp
340 \section libshogun_mathematics_examples Mathematics
343 \li <b>examples/documented/libshogun/mathematics_confidence_intervals.cpp</b>
344 \verbinclude mathematics_confidence_intervals.cpp
346 \li <b>examples/documented/libshogun/mathematics_lapack.cpp</b>
347 \verbinclude mathematics_lapack.cpp
349 \section libshogun_metric_examples Metric
352 \li <b>examples/documented/libshogun/metric_lmnnn.cpp</b>
353 \verbinclude metric_lmnnn.cpp
355 \section libshogun_modelselection_examples Modelselection
358 \li <b>examples/documented/libshogun/modelselection_apply_parameter_tree.cpp</b>
359 \verbinclude modelselection_apply_parameter_tree.cpp
361 \li <b>examples/documented/libshogun/modelselection_combined_kernel_sub_parameters.cpp</b>
362 \verbinclude modelselection_combined_kernel_sub_parameters.cpp
364 \li <b>examples/documented/libshogun/modelselection_grid_search_kernel.cpp</b>
365 \verbinclude modelselection_grid_search_kernel.cpp
367 \li <b>examples/documented/libshogun/modelselection_grid_search_krr.cpp</b>
368 \verbinclude modelselection_grid_search_krr.cpp
370 \li <b>examples/documented/libshogun/modelselection_grid_search_linear.cpp</b>
371 \verbinclude modelselection_grid_search_linear.cpp
373 \li <b>examples/documented/libshogun/modelselection_grid_search_mkl.cpp</b>
374 \verbinclude modelselection_grid_search_mkl.cpp
376 \li <b>examples/documented/libshogun/modelselection_grid_search_multiclass_svm.cpp</b>
377 \verbinclude modelselection_grid_search_multiclass_svm.cpp
379 \li <b>examples/documented/libshogun/modelselection_grid_search_string_kernel.cpp</b>
380 \verbinclude modelselection_grid_search_string_kernel.cpp
382 \li <b>examples/documented/libshogun/modelselection_model_selection_parameters_test.cpp</b>
383 \verbinclude modelselection_model_selection_parameters_test.cpp
385 \li <b>examples/documented/libshogun/modelselection_parameter_combination_test.cpp</b>
386 \verbinclude modelselection_parameter_combination_test.cpp
388 \li <b>examples/documented/libshogun/modelselection_parameter_tree.cpp</b>
389 \verbinclude modelselection_parameter_tree.cpp
391 \section libshogun_neuralnets_examples Neuralnets
394 \li <b>examples/documented/libshogun/neuralnets_basic.cpp</b>
395 \verbinclude neuralnets_basic.cpp
397 \li <b>examples/documented/libshogun/neuralnets_convolutional.cpp</b>
398 \verbinclude neuralnets_convolutional.cpp
400 \li <b>examples/documented/libshogun/neuralnets_deep_autoencoder.cpp</b>
401 \verbinclude neuralnets_deep_autoencoder.cpp
403 \li <b>examples/documented/libshogun/neuralnets_deep_belief_network.cpp</b>
404 \verbinclude neuralnets_deep_belief_network.cpp
406 \section libshogun_optimization_examples Optimization
409 \li <b>examples/documented/libshogun/optimization_lbfgs.cpp</b>
410 \verbinclude optimization_lbfgs.cpp
412 \section libshogun_parameter_examples Parameter
415 \li <b>examples/documented/libshogun/parameter_iterate_float64.cpp</b>
416 \verbinclude parameter_iterate_float64.cpp
418 \li <b>examples/documented/libshogun/parameter_iterate_sgobject.cpp</b>
419 \verbinclude parameter_iterate_sgobject.cpp
421 \li <b>examples/documented/libshogun/parameter_modsel_parameters.cpp</b>
422 \verbinclude parameter_modsel_parameters.cpp
424 \li <b>examples/documented/libshogun/parameter_set_from_parameters.cpp</b>
425 \verbinclude parameter_set_from_parameters.cpp
427 \section libshogun_preprocessor_examples Preprocessor
430 \li <b>examples/documented/libshogun/preprocessor_fisherlda.cpp</b>
431 \verbinclude preprocessor_fisherlda.cpp
433 \li <b>examples/documented/libshogun/preprocessor_randomfouriergauss.cpp</b>
434 \verbinclude preprocessor_randomfouriergauss.cpp
436 \section libshogun_random_examples Random
439 \li <b>examples/documented/libshogun/random_conditional_probability_tree.cpp</b>
440 \verbinclude random_conditional_probability_tree.cpp
442 \li <b>examples/documented/libshogun/random_fourier_features.cpp</b>
443 \verbinclude random_fourier_features.cpp
445 \section libshogun_regression_examples Regression
448 \li <b>examples/documented/libshogun/regression_gaussian_process_ard.cpp</b>
449 \verbinclude regression_gaussian_process_ard.cpp
451 \li <b>examples/documented/libshogun/regression_gaussian_process_fitc.cpp</b>
452 \verbinclude regression_gaussian_process_fitc.cpp
454 \li <b>examples/documented/libshogun/regression_gaussian_process_gaussian.cpp</b>
455 \verbinclude regression_gaussian_process_gaussian.cpp
457 \li <b>examples/documented/libshogun/regression_gaussian_process_laplace.cpp</b>
458 \verbinclude regression_gaussian_process_laplace.cpp
460 \li <b>examples/documented/libshogun/regression_gaussian_process_product.cpp</b>
461 \verbinclude regression_gaussian_process_product.cpp
463 \li <b>examples/documented/libshogun/regression_gaussian_process_simple_exact.cpp</b>
464 \verbinclude regression_gaussian_process_simple_exact.cpp
466 \li <b>examples/documented/libshogun/regression_gaussian_process_sum.cpp</b>
467 \verbinclude regression_gaussian_process_sum.cpp
469 \li <b>examples/documented/libshogun/regression_libsvr.cpp</b>
470 \verbinclude regression_libsvr.cpp
472 \section libshogun_serialization_examples Serialization
475 \li <b>examples/documented/libshogun/serialization_basic_tests.cpp</b>
476 \verbinclude serialization_basic_tests.cpp
478 \li <b>examples/documented/libshogun/serialization_file_formats.cpp</b>
479 \verbinclude serialization_file_formats.cpp
481 \li <b>examples/documented/libshogun/serialization_multiclass_labels.cpp</b>
482 \verbinclude serialization_multiclass_labels.cpp
484 \section libshogun_so_examples So
487 \li <b>examples/documented/libshogun/so_factorgraph.cpp</b>
488 \verbinclude so_factorgraph.cpp
490 \li <b>examples/documented/libshogun/so_fg_model.cpp</b>
491 \verbinclude so_fg_model.cpp
493 \li <b>examples/documented/libshogun/so_fg_multilabel.cpp</b>
494 \verbinclude so_fg_multilabel.cpp
496 \li <b>examples/documented/libshogun/so_hmsvm_mosek_simple.cpp</b>
497 \verbinclude so_hmsvm_mosek_simple.cpp
499 \li <b>examples/documented/libshogun/so_multiclass.cpp</b>
500 \verbinclude so_multiclass.cpp
502 \li <b>examples/documented/libshogun/so_multiclass_BMRM.cpp</b>
503 \verbinclude so_multiclass_BMRM.cpp
505 \li <b>examples/documented/libshogun/so_multilabel.cpp</b>
506 \verbinclude so_multilabel.cpp
508 \section libshogun_splitting_examples Splitting
511 \li <b>examples/documented/libshogun/splitting_LOO_crossvalidation.cpp</b>
512 \verbinclude splitting_LOO_crossvalidation.cpp
514 \li <b>examples/documented/libshogun/splitting_standard_crossvalidation.cpp</b>
515 \verbinclude splitting_standard_crossvalidation.cpp
517 \li <b>examples/documented/libshogun/splitting_stratified_crossvalidation.cpp</b>
518 \verbinclude splitting_stratified_crossvalidation.cpp
520 \section libshogun_statistics_examples Statistics
523 \li <b>examples/documented/libshogun/statistics_hsic.cpp</b>
524 \verbinclude statistics_hsic.cpp
526 \li <b>examples/documented/libshogun/statistics_linear_time_mmd.cpp</b>
527 \verbinclude statistics_linear_time_mmd.cpp
529 \li <b>examples/documented/libshogun/statistics_mmd_kernel_selection.cpp</b>
530 \verbinclude statistics_mmd_kernel_selection.cpp
532 \li <b>examples/documented/libshogun/statistics_quadratic_time_mmd.cpp</b>
533 \verbinclude statistics_quadratic_time_mmd.cpp
535 \section libshogun_streaming_examples Streaming
538 \li <b>examples/documented/libshogun/streaming_from_dense.cpp</b>
539 \verbinclude streaming_from_dense.cpp
541 \li <b>examples/documented/libshogun/streaming_onlineliblinear_dense.cpp</b>
542 \verbinclude streaming_onlineliblinear_dense.cpp
544 \li <b>examples/documented/libshogun/streaming_onlineliblinear_sparse.cpp</b>
545 \verbinclude streaming_onlineliblinear_sparse.cpp
547 \li <b>examples/documented/libshogun/streaming_onlinesvmsgd.cpp</b>
548 \verbinclude streaming_onlinesvmsgd.cpp
550 \li <b>examples/documented/libshogun/streaming_stringfeatures.cpp</b>
551 \verbinclude streaming_stringfeatures.cpp
553 \li <b>examples/documented/libshogun/streaming_vowpalwabbit.cpp</b>
554 \verbinclude streaming_vowpalwabbit.cpp
556 \li <b>examples/documented/libshogun/streaming_vwfeatures.cpp</b>
557 \verbinclude streaming_vwfeatures.cpp
559 \section libshogun_structure_examples Structure
562 \li <b>examples/documented/libshogun/structure_discrete_hmsvm_bmrm.cpp</b>
563 \verbinclude structure_discrete_hmsvm_bmrm.cpp
565 \li <b>examples/documented/libshogun/structure_hmsvm_mosek.cpp</b>
566 \verbinclude structure_hmsvm_mosek.cpp
568 \li <b>examples/documented/libshogun/structure_plif_hmsvm_bmrm.cpp</b>
569 \verbinclude structure_plif_hmsvm_bmrm.cpp
571 \section libshogun_transfer_examples Transfer
574 \li <b>examples/documented/libshogun/transfer_multitaskleastsquaresregression.cpp</b>
575 \verbinclude transfer_multitaskleastsquaresregression.cpp
577 \li <b>examples/documented/libshogun/transfer_multitasklogisticregression.cpp</b>
578 \verbinclude transfer_multitasklogisticregression.cpp
580 \section libshogun_variational_examples Variational
583 \li <b>examples/documented/libshogun/variational_approx_example.cpp</b>
584 \verbinclude variational_approx_example.cpp