Models API Reference ==================== All models are importable from ``prosemble.models``. Supervised LVQ -------------- .. autoclass:: prosemble.models.GLVQ :members: fit, predict, predict_proba, save, load :undoc-members: .. autoclass:: prosemble.models.GRLVQ :members: fit, predict, predict_proba :undoc-members: .. autoclass:: prosemble.models.GMLVQ :members: fit, predict, predict_proba :undoc-members: .. autoclass:: prosemble.models.LGMLVQ :members: fit, predict, predict_proba :undoc-members: .. autoclass:: prosemble.models.GTLVQ :members: fit, predict, predict_proba :undoc-members: .. autoclass:: prosemble.models.CELVQ :members: fit, predict, predict_proba :undoc-members: .. autoclass:: prosemble.models.LVQ1 :members: fit, predict :undoc-members: .. autoclass:: prosemble.models.LVQ21 :members: fit, predict :undoc-members: .. autoclass:: prosemble.models.MedianLVQ :members: fit, predict :undoc-members: .. autoclass:: prosemble.models.SLVQ :members: fit, predict, predict_proba :undoc-members: .. autoclass:: prosemble.models.RSLVQ :members: fit, predict, predict_proba :undoc-members: .. autoclass:: prosemble.models.MRSLVQ :members: fit, predict, predict_proba :undoc-members: .. autoclass:: prosemble.models.LMRSLVQ :members: fit, predict, predict_proba :undoc-members: .. autoclass:: prosemble.models.RSLVQ_NG :members: fit, predict, predict_proba :undoc-members: .. autoclass:: prosemble.models.MRSLVQ_NG :members: fit, predict, predict_proba :undoc-members: .. autoclass:: prosemble.models.LMRSLVQ_NG :members: fit, predict, predict_proba :undoc-members: .. autoclass:: prosemble.models.GLVQ1 :members: fit, predict :undoc-members: .. autoclass:: prosemble.models.GLVQ21 :members: fit, predict :undoc-members: Deep and Siamese Variants -------------------------- .. autoclass:: prosemble.models.LVQMLN :members: fit, predict, predict_proba :undoc-members: .. autoclass:: prosemble.models.PLVQ :members: fit, predict, predict_proba :undoc-members: .. autoclass:: prosemble.models.SiameseGLVQ :members: fit, predict, predict_proba :undoc-members: .. autoclass:: prosemble.models.SiameseGMLVQ :members: fit, predict, predict_proba :undoc-members: .. autoclass:: prosemble.models.SiameseGTLVQ :members: fit, predict, predict_proba :undoc-members: Image LVQ --------- .. autoclass:: prosemble.models.ImageGLVQ :members: fit, predict, predict_proba :undoc-members: .. autoclass:: prosemble.models.ImageGMLVQ :members: fit, predict, predict_proba :undoc-members: .. autoclass:: prosemble.models.ImageGTLVQ :members: fit, predict, predict_proba :undoc-members: Classification-By-Components ----------------------------- .. autoclass:: prosemble.models.CBC :members: fit, predict, predict_proba :undoc-members: .. autoclass:: prosemble.models.ImageCBC :members: fit, predict, predict_proba :undoc-members: Supervised Neural Gas --------------------- .. autoclass:: prosemble.models.SRNG :members: fit, predict, predict_proba :undoc-members: .. autoclass:: prosemble.models.SMNG :members: fit, predict, predict_proba :undoc-members: .. autoclass:: prosemble.models.SLNG :members: fit, predict, predict_proba :undoc-members: .. autoclass:: prosemble.models.STNG :members: fit, predict, predict_proba :undoc-members: Cross-Entropy Neural Gas ^^^^^^^^^^^^^^^^^^^^^^^^ .. autoclass:: prosemble.models.CELVQ_NG :members: fit, predict, predict_proba :undoc-members: .. autoclass:: prosemble.models.MCELVQ_NG :members: fit, predict, predict_proba :undoc-members: .. autoclass:: prosemble.models.LCELVQ_NG :members: fit, predict, predict_proba :undoc-members: .. autoclass:: prosemble.models.TCELVQ_NG :members: fit, predict, predict_proba :undoc-members: One-Class GLVQ -------------- .. autoclass:: prosemble.models.OCGLVQ :members: fit, predict, decision_function, predict_with_reject :undoc-members: .. autoclass:: prosemble.models.OCGRLVQ :members: fit, predict, decision_function, predict_with_reject :undoc-members: .. autoclass:: prosemble.models.OCGMLVQ :members: fit, predict, decision_function, predict_with_reject :undoc-members: .. autoclass:: prosemble.models.OCLGMLVQ :members: fit, predict, decision_function, predict_with_reject :undoc-members: .. autoclass:: prosemble.models.OCGTLVQ :members: fit, predict, decision_function, predict_with_reject :undoc-members: One-Class GLVQ with Neural Gas ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ .. autoclass:: prosemble.models.OCGLVQ_NG :members: fit, predict, decision_function, predict_with_reject :undoc-members: .. autoclass:: prosemble.models.OCGRLVQ_NG :members: fit, predict, decision_function, predict_with_reject :undoc-members: .. autoclass:: prosemble.models.OCGMLVQ_NG :members: fit, predict, decision_function, predict_with_reject :undoc-members: .. autoclass:: prosemble.models.OCLGMLVQ_NG :members: fit, predict, decision_function, predict_with_reject :undoc-members: .. autoclass:: prosemble.models.OCGTLVQ_NG :members: fit, predict, decision_function, predict_with_reject :undoc-members: One-Class RSLVQ --------------- .. autoclass:: prosemble.models.OCRSLVQ :members: fit, predict, decision_function, predict_with_reject :undoc-members: .. autoclass:: prosemble.models.OCMRSLVQ :members: fit, predict, decision_function, predict_with_reject :undoc-members: .. autoclass:: prosemble.models.OCLMRSLVQ :members: fit, predict, decision_function, predict_with_reject :undoc-members: One-Class RSLVQ with Neural Gas ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ .. autoclass:: prosemble.models.OCRSLVQ_NG :members: fit, predict, decision_function, predict_with_reject :undoc-members: .. autoclass:: prosemble.models.OCMRSLVQ_NG :members: fit, predict, decision_function, predict_with_reject :undoc-members: .. autoclass:: prosemble.models.OCLMRSLVQ_NG :members: fit, predict, decision_function, predict_with_reject :undoc-members: SVQ-OCC ------- .. autoclass:: prosemble.models.SVQOCC :members: fit, predict, decision_function, predict_with_reject :undoc-members: .. autoclass:: prosemble.models.SVQOCC_R :members: fit, predict, decision_function, predict_with_reject :undoc-members: .. autoclass:: prosemble.models.SVQOCC_M :members: fit, predict, decision_function, predict_with_reject :undoc-members: .. autoclass:: prosemble.models.SVQOCC_LM :members: fit, predict, decision_function, predict_with_reject :undoc-members: .. autoclass:: prosemble.models.SVQOCC_T :members: fit, predict, decision_function, predict_with_reject :undoc-members: Fuzzy Clustering ---------------- .. autoclass:: prosemble.models.FCM :members: fit, predict, predict_proba :undoc-members: .. autoclass:: prosemble.models.PCM :members: fit, predict, predict_proba :undoc-members: .. autoclass:: prosemble.models.FPCM :members: fit, predict, predict_proba, get_typicality :undoc-members: .. autoclass:: prosemble.models.PFCM :members: fit, predict, predict_proba, predict_typicality :undoc-members: .. autoclass:: prosemble.models.AFCM :members: fit, predict, predict_proba :undoc-members: .. autoclass:: prosemble.models.HCM :members: fit, predict :undoc-members: .. autoclass:: prosemble.models.IPCM :members: fit, predict, predict_proba :undoc-members: .. autoclass:: prosemble.models.IPCM2 :members: fit, predict, predict_proba :undoc-members: Kernel Clustering ^^^^^^^^^^^^^^^^^ .. autoclass:: prosemble.models.KFCM :members: fit, predict, predict_proba :undoc-members: .. autoclass:: prosemble.models.KPCM :members: fit, predict, predict_proba :undoc-members: .. autoclass:: prosemble.models.KFPCM :members: fit, predict, predict_proba, get_typicality :undoc-members: .. autoclass:: prosemble.models.KPFCM :members: fit, predict, predict_proba, get_typicality :undoc-members: .. autoclass:: prosemble.models.KAFCM :members: fit, predict, predict_proba :undoc-members: .. autoclass:: prosemble.models.KIPCM :members: fit, predict, predict_proba :undoc-members: .. autoclass:: prosemble.models.KIPCM2 :members: fit, predict, predict_proba :undoc-members: One-Class Differentiating Kernel --------------------------------- .. autoclass:: prosemble.models.OCDKGLVQ :members: fit, predict, decision_function, predict_with_reject, kernel_bandwidths :undoc-members: .. autoclass:: prosemble.models.OCDKGRLVQ :members: fit, predict, decision_function, predict_with_reject, relevance_profile, kernel_bandwidths :undoc-members: .. autoclass:: prosemble.models.OCDKGMLVQ :members: fit, predict, decision_function, predict_with_reject, omega_hat_matrix, lambda_hat_matrix :undoc-members: One-Class Differentiating Kernel (Neural Gas) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ .. autoclass:: prosemble.models.OCDKGLVQ_NG :members: fit, predict, decision_function, predict_with_reject, kernel_bandwidths :undoc-members: .. autoclass:: prosemble.models.OCDKGRLVQ_NG :members: fit, predict, decision_function, predict_with_reject, relevance_profile, kernel_bandwidths :undoc-members: .. autoclass:: prosemble.models.OCDKGMLVQ_NG :members: fit, predict, decision_function, predict_with_reject, omega_hat_matrix, lambda_hat_matrix :undoc-members: Differentiating Kernel Models ------------------------------ Supervised ^^^^^^^^^^ .. autoclass:: prosemble.models.DKGLVQ :members: fit, predict, predict_proba, kernel_bandwidths :undoc-members: .. autoclass:: prosemble.models.DKGRLVQ :members: fit, predict, predict_proba, relevance_profile, kernel_bandwidths :undoc-members: .. autoclass:: prosemble.models.DKGMLVQ :members: fit, predict, predict_proba, omega_hat_matrix, lambda_hat_matrix :undoc-members: Supervised (Neural Gas) ^^^^^^^^^^^^^^^^^^^^^^^ .. autoclass:: prosemble.models.DKGLVQ_NG :members: fit, predict, predict_proba, kernel_bandwidths :undoc-members: .. autoclass:: prosemble.models.DKGRLVQ_NG :members: fit, predict, predict_proba, relevance_profile, kernel_bandwidths :undoc-members: .. autoclass:: prosemble.models.DKGMLVQ_NG :members: fit, predict, predict_proba, omega_hat_matrix, lambda_hat_matrix :undoc-members: Unsupervised ^^^^^^^^^^^^ .. autoclass:: prosemble.models.DKNeuralGas :members: fit, predict, transform :undoc-members: .. autoclass:: prosemble.models.DKKohonenSOM :members: fit, predict, bmu_map :undoc-members: .. autoclass:: prosemble.models.DKHeskesSOM :members: fit, predict, bmu_map :undoc-members: Topology-Preserving Models -------------------------- .. autoclass:: prosemble.models.NeuralGas :members: fit, predict, transform :undoc-members: .. autoclass:: prosemble.models.GrowingNeuralGas :members: fit, predict :undoc-members: .. autoclass:: prosemble.models.KohonenSOM :members: fit, predict :undoc-members: .. autoclass:: prosemble.models.HeskesSOM :members: fit, predict :undoc-members: Riemannian Models ----------------- .. autoclass:: prosemble.models.RiemannianSRNG :members: fit, predict :undoc-members: .. autoclass:: prosemble.models.RiemannianSMNG :members: fit, predict, relevance_matrix :undoc-members: .. autoclass:: prosemble.models.RiemannianSLNG :members: fit, predict :undoc-members: .. autoclass:: prosemble.models.RiemannianSTNG :members: fit, predict :undoc-members: .. autoclass:: prosemble.models.RiemannianNeuralGas :members: fit, predict, transform :undoc-members: Riemannian Differentiating Kernel ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ .. autoclass:: prosemble.models.RiemannianDKGLVQ :members: fit, predict, kernel_bandwidths :undoc-members: .. autoclass:: prosemble.models.RiemannianDKGRLVQ :members: fit, predict, kernel_bandwidths, relevance_profile :undoc-members: .. autoclass:: prosemble.models.RiemannianDKGMLVQ :members: fit, predict, omega_hat_matrix, lambda_hat_matrix :undoc-members: .. autoclass:: prosemble.models.RiemannianDKSMNG :members: fit, predict, kernel_bandwidths :undoc-members: .. autoclass:: prosemble.models.RiemannianDKSLNG :members: fit, predict, kernel_bandwidths :undoc-members: .. autoclass:: prosemble.models.RiemannianDKSTNG :members: fit, predict, kernel_bandwidths :undoc-members: .. autoclass:: prosemble.models.RiemannianDKRSMNG :members: fit, predict, kernel_bandwidths, relevance_profile :undoc-members: .. autoclass:: prosemble.models.RiemannianDKMSMNG :members: fit, predict, omega_hat_matrix, lambda_hat_matrix :undoc-members: .. autoclass:: prosemble.models.RiemannianDKRSLNG :members: fit, predict, kernel_bandwidths, relevance_profile :undoc-members: .. autoclass:: prosemble.models.RiemannianDKMSLNG :members: fit, predict, omega_hat_matrix, lambda_hat_matrix :undoc-members: .. autoclass:: prosemble.models.RiemannianDKRSTNG :members: fit, predict, kernel_bandwidths, relevance_profile :undoc-members: .. autoclass:: prosemble.models.RiemannianDKMSTNG :members: fit, predict, omega_hat_matrix, lambda_hat_matrix :undoc-members: Utility Models -------------- .. autoclass:: prosemble.models.KMeansPlusPlus :members: fit, predict :undoc-members: .. autoclass:: prosemble.models.KNN :members: fit, predict :undoc-members: .. autoclass:: prosemble.models.NPC :members: fit, predict :undoc-members: .. autoclass:: prosemble.models.Kmeans :members: fit, predict :undoc-members: .. autoclass:: prosemble.models.SOM :members: fit, predict :undoc-members: .. autoclass:: prosemble.models.BGPC :members: fit, predict :undoc-members: