Welcome to PyIT2FLS’s documentation!

Contents:

• PyIT2FLS
  • Installation
    • From Source
    • Using PyPI
  • Support My Work with Tether (USDT)
  • Getting Started
    • Example 1: Defining Type 1 Fuzzy Sets and Performing AND/OR Operators on Them
    • Example 2: Defining Type 1 TSK Fuzzy Systems
    • Example 3: Defining Type 1 Mamdani Fuzzy Systems
    • Example 4: Defining Interval Type 2 Fuzzy Sets
    • Example 5. Performing MEET and JOIN Operators on IT2FSs
    • Example 6: Defining Interval Type 2 TSK Fuzzy Systems
    • Example 7: Defining Interval Type 2 Mamdani Fuzzy Systems
    • Example 8: Learning From Input/Output Data
• Classes
  • T1FS
    • T1FS
    • __repr__()
    • copy()
    • __call__()
    • __neg__()
    • _CoG()
    • defuzzify()
    • plot()
  • T1TSK
    • T1TSK
    • __repr__()
    • copy()
    • add_input_variable()
    • add_output_variable()
    • add_rule()
    • evaluate()
  • T1Mamdani
    • T1Mamdani
    • __repr__()
    • copy()
    • add_input_variable()
    • add_output_variable()
    • add_rule()
    • _CoG()
    • _CoA()
    • _product_evaluate()
    • _minimum_evaluate()
    • _lukasiewicz_evaluate()
    • _zadeh_evaluate()
    • _dienes_rescher_evaluate()
  • IT2FS
    • IT2FS
    • __repr__()
    • check_set()
    • copy()
    • plot()
    • __neg__()
  • IT2FLS
    • IT2FLS
    • __repr__()
    • add_input_variable()
    • add_output_variable()
    • add_rule()
    • copy()
    • evaluate_list()
    • evaluate()
  • IT2TSK
    • IT2TSK
    • __repr__()
    • add_input_variable()
    • add_output_variable()
    • add_rule()
    • copy()
    • evaluate()
  • IT2Mamdani
    • IT2Mamdani
    • add_input_variable()
    • add_output_variable()
    • add_rule()
    • copy()
    • __repr__()
    • __meet()
    • __join()
    • __Mamdani_Centroid()
    • __Mamdani_CoSet()
    • __Mamdani_CoSum()
    • __Mamdani_Height()
    • __Mamdani_ModiHe()
  • T1Fuzzy_ML
    • T1Fuzzy_ML
    • error()
    • fit()
    • score()
  • T1Mamdani_ML
    • T1Mamdani_ML
    • get_T1Mamdani()
  • T1TSK_ML
    • T1TSK_ML
    • get_T1TSK()
  • Linear_System
    • Linear_System
    • __call__()
    • Y()
    • __repr__()
    • __str__()
    • __add__()
    • __sub__()
    • __neg__()
    • __mul__()
    • __truediv__()
    • __isub__()
    • __iadd__()
    • __imul__()
    • __idiv__()
  • T1_TS_Model
    • T1_TS_Model
    • d0()
    • __call__()
    • Y()
  • IT2TSK_ML_Model
    • IT2TSK_ML_Model
    • __call__()
  • IT2TSK_ML
    • IT2TSK_ML
    • error()
    • fit()
    • score()
  • IT2Mamdani_ML_Model
    • IT2Mamdani_ML_Model
    • __call__()
  • IT2Mamdani_ML
    • IT2Mamdani_ML
    • error()
    • fit()
    • score()
  • IT2_TS_Model
    • IT2_TS_Model
    • d0()
    • __call__()
    • Y()
• Membership Functions
  • zero_mf()
  • singleton_mf()
  • const_mf()
  • tri_mf()
  • rtri_mf()
  • ltri_mf()
  • trapezoid_mf()
  • gaussian_mf()
  • gauss_uncert_mean_umf()
  • gauss_uncert_mean_lmf()
  • gauss_uncert_std_umf()
  • gauss_uncert_std_lmf()
  • rgauss_uncert_std_umf()
  • rgauss_uncert_std_lmf()
  • lgauss_uncert_std_umf()
  • lgauss_uncert_std_lmf()
  • elliptic_mf()
  • semi_elliptic_mf()
  • gbell_mf()
• Popular Interval Type 2 Fuzzy Sets
  • IT2FS_Elliptic()
  • IT2FS_Semi_Elliptic()
  • IT2FS_Gaussian_UncertMean()
  • IT2FS_Gaussian_UncertStd()
  • IT2FS_RGaussian_UncertStd()
  • IT2FS_LGaussian_UncertStd()
• T-Norms and S-Norms
  • min_t_norm()
  • product_t_norm()
  • lukasiewicz_t_norm()
  • drastic_t_norm()
  • nilpotent_minimum_t_norm()
  • hamacher_product_t_norm()
  • max_s_norm()
  • probabilistic_sum_s_norm()
  • bounded_sum_s_norm()
  • drastic_s_norm()
  • nilpotent_maximum_s_norm()
  • einstein_sum_s_norm()
• Functions
  • T1FS_Emphasize()
  • T1FS_plot()
  • T1FS_AND()
  • T1FS_OR()
  • IT2FS_Emphasize()
  • IT2FS_plot()
  • TR_plot()
  • crisp()
  • crisp_list()
  • meet()
  • MEET()
  • join()
  • JOIN()
  • Centroid()
  • CoSet()
  • CoSum()
  • Height()
  • ModiHe()
• Algorithms
  • KM_algorithm()
  • EKM_algorithm()
  • WEKM_algorithm()
  • TWEKM_algorithm()
  • EIASC_algorithm()
  • WM_algorithm()
  • BMM_algorithm()
  • LBMM_algorithm()
  • NT_algorithm()
• Matrices
  • T1FMatrix()
  • T1FMatrix_Complement()
  • T1FMatrix_Intersection()
  • T1FMatrix_Union()
  • Minmax()
  • Maxmin()
  • T1FMatrix_isNull()
  • T1FMatrix_isUniversal()
  • T1FSoftMatrix_Product()
  • T1FSoftMatrix()

Indices and tables

• Index

• Module Index

• Search Page