def full_test(): # CREATE CHAR_NUM CHARACTERISTICS console.write_header("Creating Characteristics") characteristics = [] data.generate_characteristic(characteristics) # CREATE CLASS_NUM SYMBOL CLASSES console.write_header(" Creating Symbol Classes") symbolClasses = [] data.generate_symbol_classes(symbolClasses, characteristics) console.write_header("Computing Homogeneous Distortion") Distorter().create_homogeneus_cloud(symbolClasses) for c in range(0, util.global_variables.CLASS_NUM): console.write_header("Computing Cluster Evaluation") best_k = ps.cluster_evaluation(util.global_variables.MAX_K_CLUS_EVALUATION, symbolClasses[c:c+1]) util.global_variables.K = best_k[0] console.write_header("Computing Clusters with K:", str(util.global_variables.K)) Clusterer().computeClusters(symbolClasses[c:c+1]) console.write_header("Creating Non Homogeneous Foreign") foreignClassesNonHomo = f_creator.create_non_homogeneous_foreign(symbolClasses) console.write_header("Creating Homogeneous Foreign") foreignClassesHomo = f_creator.create_homogeneous_foreign(symbolClasses, characteristics) console.write_header(" Synthetic Data Calculations") synth_calc.ambiguity_for_different_radiuses(symbolClasses[:], foreignClassesHomo, foreignClassesNonHomo)
def synthetic_test_paper_2(): # CREATE CHAR_NUM CHARACTERISTICS console.write_header("Creating Characteristics") characteristics = [] data.generate_characteristic(characteristics) # CREATE CLASS_NUM SYMBOL CLASSES console.write_header(" Creating Symbol Classes") symbolClasses = [] data.generate_symbol_classes(symbolClasses, characteristics) # CREATE CLOUD DISTORTION IN NATIVE SET console.write_header("Computing K cloud Distortion") Distorter().create_cluster_assessment_cloud(util.global_variables.K_CLOUD_DISTORTION,symbolClasses) #Distorter().create_k_clouds(util.global_variables.K_CLOUD_DISTORTION,symbolClasses) util.global_variables.K = 2 Clusterer().computeClusters(symbolClasses[:]) Plot3D().renderPlot(symbolClasses) util.global_variables.K = 1 Clusterer().computeClusters(symbolClasses[:]) Plot3D().renderPlot(symbolClasses) util.global_variables.K = 3 Clusterer().computeClusters(symbolClasses[:]) Plot3D().renderPlot(symbolClasses)
def synthetic_homo_native(): # CREATE CHAR_NUM CHARACTERISTICS console.write_header("Creating Characteristics") characteristics = [] data.generate_characteristic(characteristics) # CREATE CLASS_NUM SYMBOL CLASSES console.write_header(" Creating Symbol Classes") symbolClasses = [] data.generate_symbol_classes(symbolClasses, characteristics) # Distortion console.write_header("Computing Homogeneous Distortion") Distorter().create_homogeneus_cloud(symbolClasses) # Clustering console.write_header("Computing Clusters") Clusterer().computeClusters(symbolClasses[:util.global_variables.CLASS_NUM]) # Plot3D console.write_header(" Displaying Plot") Plot3D().renderPlot(symbolClasses[:util.global_variables.CLASS_NUM]) # Generating Foreign classes console.write_header("Creating Non Homogeneous Foreign") foreignClassesNonHomo = f_creator.create_non_homogeneous_foreign(symbolClasses) console.write_header("Creating Homogeneous Foreign") foreignClassesHomo = f_creator.create_homogeneous_foreign(symbolClasses, characteristics) # Radiuses console.write_header(" Synthetic Data Calculations") synth_calc.ambiguity_for_different_radiuses(symbolClasses[:], foreignClassesHomo, foreignClassesNonHomo)
def __generate_symbol(): characteristics = [] data.generate_characteristic(characteristics) symbolClasses = [] data.generate_symbol_classes(symbolClasses, characteristics) Distorter().create_cluster_assessment_cloud(global_v.K_CLOUD_DISTORTION, symbolClasses) return symbolClasses
def grouping_assessment(): # CREATE CHAR_NUM CHARACTERISTICS console.write_header("Creating Characteristics") characteristics = [] data.generate_characteristic(characteristics) # CREATE CLASS_NUM SYMBOL CLASSES console.write_header(" Creating Symbol Classes") symbolClasses = [] data.generate_symbol_classes(symbolClasses, characteristics) console.write_header("Computing K cloud Distortion") #Distorter().create_k_clouds(util.global_variables.K_CLOUD_DISTORTION,symbolClasses) Distorter().create_non_homogeneus_cloud(symbolClasses) console.write_header("Computing Cluster Evaluation") ps.cluster_evaluation(util.global_variables.MAX_K_CLUS_EVALUATION,symbolClasses)
def synthetic_test_paper_1(): # CREATE CHAR_NUM CHARACTERISTICS console.write_header("Creating Characteristics") characteristics = [] data.generate_characteristic(characteristics) # CREATE CLASS_NUM SYMBOL CLASSES console.write_header(" Creating Symbol Classes") symbolClasses = [] data.generate_symbol_classes(symbolClasses, characteristics) # DISTORTION (UNIFORM) console.write_header("Computing Homogeneous Distortion") Distorter().create_homogeneus_cloud(symbolClasses) # FOREIGN HOMOGENEOUS console.write_header("Creating Homogeneous Foreign") foreignClassesHomo = f_creator.create_homogeneous_foreign(symbolClasses, characteristics) # FOREIGN NON-HOMOGENEOUS console.write_header("Creating Non Homogeneous Foreign") foreignClassesNonHomo = f_creator.create_non_homogeneous_foreign(symbolClasses) # CREATE ELLIPSOIDS AND CUBOIDS FOR EACH LEARNING SET console.write_header("Generating Convex and Compact Sets") membership = BasicMembership(symbolClasses) membership.shrink_objects(0) # just to write to he file plot = Plot2D() plot.renderPlot(symbolClasses, membership, ObjectType.ELLIPSOID) plot.renderPlot(symbolClasses, membership, ObjectType.CUBOID) for i in range(0,5): # Check native membership.check_natives_ellipsoid_proper(symbolClasses[:],"foreign_homo","foreign_non_homo") membership.check_natives_cuboid_proper(symbolClasses[:],"foreign_homo","foreign_non_homo") # Check foreign membership.check_foreign_ellipsoid(foreignClassesHomo, "foreign_homo") membership.check_foreign_ellipsoid(foreignClassesNonHomo, "foreign_non_homo") membership.check_foreign_cuboids(foreignClassesHomo, "foreign_homo") membership.check_foreign_cuboids(foreignClassesNonHomo, "foreign_non_homo") # Shrink if i != 4: membership.shrink_objects(5) plot.renderPlot(symbolClasses, membership, ObjectType.ELLIPSOID) plot.renderPlot(symbolClasses, membership, ObjectType.CUBOID)