├── LICENSE ├── MSOM_Data └── .gitkeep ├── MSOM_data_cleaned └── .gitkeep ├── MSOM_data_estimated └── .gitkeep ├── MSOM_data_optimized └── .gitkeep ├── README.md ├── illustrations ├── .gitkeep ├── example_logit_demand.png └── example_regional.png ├── pricing_output ├── .gitkeep ├── inf_hor_fixed_price_range2_10_inf_[0dot21898133_0dot53923218_0dot99865338_1dot26479121_1dot74157239_0dot58121468\^J_0dot1689682__0dot31425697](0dot5,_0dot5,_0)_0dot8_0dot9mmnl_price.png ├── inf_hor_fixed_price_range2_10_inf_[0dot21898133_0dot53923218_0dot99865338_1dot26479121_1dot74157239_0dot58121468\^J_0dot1689682__0dot31425697](0dot5,_0dot5,_0)_0dot8_0dot9mmnl_referenceprice.png ├── inf_hor_fixed_price_range2_10_inf_[0dot24830571_0dot40447312_0dot74772254_1dot77613348_1dot68477983_0dot64187507\^J_1dot26032525_0dot90380861](0dot5,_0dot5,_0)_0dot8_0dot9mmnl_price.png ├── inf_hor_fixed_price_range2_10_inf_[0dot24830571_0dot40447312_0dot74772254_1dot77613348_1dot68477983_0dot64187507\^J_1dot26032525_0dot90380861](0dot5,_0dot5,_0)_0dot8_0dot9mmnl_referenceprice.png ├── inf_hor_fixed_price_range2_10_inf_[1dot60475511_0dot82333991_1dot14365691_0dot54707074_1dot66595477_0dot30896262\^J_1dot44264549_1dot24988783](0dot5,_0dot5,_0)_0dot8_0dot9mmnl_price.png ├── inf_hor_fixed_price_range2_10_inf_[1dot60475511_0dot82333991_1dot14365691_0dot54707074_1dot66595477_0dot30896262\^J_1dot44264549_1dot24988783](0dot5,_0dot5,_0)_0dot8_0dot9mmnl_referenceprice.png ├── inf_hor_fixed_price_range2_10_inf_[1dot66777809_0dot89712398_0dot74760977_1dot65553831_0dot59414377_1dot66132145\^J_1dot97881841_1dot26387878](0dot5,_0dot5,_0)_0dot8_0dot9mmnl_price.png ├── inf_hor_fixed_price_range2_10_inf_[1dot66777809_0dot89712398_0dot74760977_1dot65553831_0dot59414377_1dot66132145\^J_1dot97881841_1dot26387878](0dot5,_0dot5,_0)_0dot8_0dot9mmnl_referenceprice.png ├── inf_hor_fixed_price_range2_10_inf_[1dot83237536_1dot07567653_1dot39224552_0dot36417898_0dot24256763_1dot99828718\^J_0dot43084791_0dot94876898](0dot5,_0dot5,_0)_0dot8_0dot9mmnl_price.png ├── inf_hor_fixed_price_range2_10_inf_[1dot83237536_1dot07567653_1dot39224552_0dot36417898_0dot24256763_1dot99828718\^J_0dot43084791_0dot94876898](0dot5,_0dot5,_0)_0dot8_0dot9mmnl_referenceprice.png ├── myopic_inf_hor_fixed_price_range0_10_inf_(2,_2,_1dot0,_2)(1,_0,_0)_0dot8_0dot95mmnl_V ├── myopic_inf_hor_fixed_price_range0_10_inf_(2,_2,_1dot0,_2)(1,_0,_0)_0dot8_0dot95mmnl_V_m ├── myopic_inf_hor_fixed_price_range0_10_inf_(2,_2,_1dot0,_2)(1,_0,_0)_0dot8_0dot95mmnl_mu ├── myopic_inf_hor_fixed_price_range0_10_inf_(2,_2,_1dot0,_2)(1,_0,_0)_0dot8_0dot95mmnl_mu_m ├── myopic_inf_hor_fixed_price_range0_10_inf_(2,_2,_1dot5,_2)(1,_0,_0)_0dot8_0dot95mmnl_V ├── myopic_inf_hor_fixed_price_range0_10_inf_(2,_2,_1dot5,_2)(1,_0,_0)_0dot8_0dot95mmnl_V_m ├── myopic_inf_hor_fixed_price_range0_10_inf_(2,_2,_1dot5,_2)(1,_0,_0)_0dot8_0dot95mmnl_mu ├── myopic_inf_hor_fixed_price_range0_10_inf_(2,_2,_1dot5,_2)(1,_0,_0)_0dot8_0dot95mmnl_mu_m ├── myopic_inf_hor_fixed_price_range0_10_inf_(2,_2,_2dot0,_2)(1,_0,_0)_0dot8_0dot95mmnl_V ├── myopic_inf_hor_fixed_price_range0_10_inf_(2,_2,_2dot0,_2)(1,_0,_0)_0dot8_0dot95mmnl_V_m ├── myopic_inf_hor_fixed_price_range0_10_inf_(2,_2,_2dot0,_2)(1,_0,_0)_0dot8_0dot95mmnl_mu ├── myopic_inf_hor_fixed_price_range0_10_inf_(2,_2,_2dot0,_2)(1,_0,_0)_0dot8_0dot95mmnl_mu_m ├── myopic_inf_hor_fixed_price_range0_10_inf_(2,_2,_2dot5,_2)(1,_0,_0)_0dot8_0dot95mmnl_V ├── myopic_inf_hor_fixed_price_range0_10_inf_(2,_2,_2dot5,_2)(1,_0,_0)_0dot8_0dot95mmnl_V_m ├── myopic_inf_hor_fixed_price_range0_10_inf_(2,_2,_2dot5,_2)(1,_0,_0)_0dot8_0dot95mmnl_mu ├── myopic_inf_hor_fixed_price_range0_10_inf_(2,_2,_2dot5,_2)(1,_0,_0)_0dot8_0dot95mmnl_mu_m ├── myopic_inf_hor_fixed_price_range0_10_inf_(2,_2,_3dot0,_2)(1,_0,_0)_0dot8_0dot95mmnl_V ├── myopic_inf_hor_fixed_price_range0_10_inf_(2,_2,_3dot0,_2)(1,_0,_0)_0dot8_0dot95mmnl_V_m ├── myopic_inf_hor_fixed_price_range0_10_inf_(2,_2,_3dot0,_2)(1,_0,_0)_0dot8_0dot95mmnl_mu ├── myopic_inf_hor_fixed_price_range0_10_inf_(2,_2,_3dot0,_2)(1,_0,_0)_0dot8_0dot95mmnl_mu_m ├── myopic_inf_hor_fixed_price_range0_10_inf_(2,_2,_3dot5,_2)(1,_0,_0)_0dot8_0dot95mmnl_V ├── myopic_inf_hor_fixed_price_range0_10_inf_(2,_2,_3dot5,_2)(1,_0,_0)_0dot8_0dot95mmnl_V_m ├── myopic_inf_hor_fixed_price_range0_10_inf_(2,_2,_3dot5,_2)(1,_0,_0)_0dot8_0dot95mmnl_mu ├── myopic_inf_hor_fixed_price_range0_10_inf_(2,_2,_3dot5,_2)(1,_0,_0)_0dot8_0dot95mmnl_mu_m ├── myopic_inf_hor_fixed_price_range0_10_inf_(2,_2,_4dot0,_2)(1,_0,_0)_0dot8_0dot95mmnl_V ├── myopic_inf_hor_fixed_price_range0_10_inf_(2,_2,_4dot0,_2)(1,_0,_0)_0dot8_0dot95mmnl_V_m ├── myopic_inf_hor_fixed_price_range0_10_inf_(2,_2,_4dot0,_2)(1,_0,_0)_0dot8_0dot95mmnl_mu ├── myopic_inf_hor_fixed_price_range0_10_inf_(2,_2,_4dot0,_2)(1,_0,_0)_0dot8_0dot95mmnl_mu_m ├── myopic_inf_hor_fixed_price_range0_10_inf_(2,_2,_4dot5,_2)(1,_0,_0)_0dot8_0dot95mmnl_V ├── myopic_inf_hor_fixed_price_range0_10_inf_(2,_2,_4dot5,_2)(1,_0,_0)_0dot8_0dot95mmnl_V_m ├── myopic_inf_hor_fixed_price_range0_10_inf_(2,_2,_4dot5,_2)(1,_0,_0)_0dot8_0dot95mmnl_mu ├── myopic_inf_hor_fixed_price_range0_10_inf_(2,_2,_4dot5,_2)(1,_0,_0)_0dot8_0dot95mmnl_mu_m ├── pricing_opt_mmnl_ext_3c79df1d80_0dot8_2000_30_60_inf_0dot06_0dot95_r0=51dot9_price_path.png ├── pricing_opt_mmnl_ext_3c79df1d80_0dot8_2000_30_60_inf_0dot06_0dot95_r0=53dot52_price_path.png ├── pricing_opt_mmnl_ext_3c79df1d80_0dot8_2000_30_60_inf_0dot06_0dot95_r0=54dot78_price_path.png ├── pricing_opt_mmnl_ext_3c79df1d80_0dot8_2000_30_60_inf_0dot06_0dot95_r0=56dot58_price_path.png ├── pricing_opt_mmnl_ext_3c79df1d80_0dot8_2000_30_60_inf_0dot06_0dot95_r0=56dot7_price_path.png ├── pricing_opt_mmnl_ext_3c79df1d80_0dot8_2000_30_60_inf_0dot06_0dot95_r0=57dot24_price_path.png ├── pricing_opt_mmnl_ext_3c79df1d80_0dot8_2000_30_60_inf_0dot06_0dot95_r0=57dot36_price_path.png ├── pricing_opt_mmnl_ext_3c79df1d80_0dot8_2000_30_60_inf_0dot06_0dot95_r0=57dot3_price_path.png ├── pricing_opt_mmnl_ext_3c79df1d80_0dot8_2000_30_60_inf_0dot06_0dot9_r0=54dot96_price_path.png ├── pricing_opt_mmnl_ext_3c79df1d80_0dot8_2000_30_60_inf_0dot06_0dot9_r0=55dot38_price_path.png ├── pricing_opt_mmnl_ext_3c79df1d80_0dot8_2000_30_60_inf_0dot06_0dot9_r0=55dot8_price_path.png ├── pricing_opt_mmnl_ext_3c79df1d80_0dot8_2000_30_60_inf_0dot06_0dot9_r0=56dot22_price_path.png ├── pricing_opt_mmnl_ext_3c79df1d80_0dot8_2000_30_60_inf_0dot06_0dot9_r0=57dot06_price_path.png ├── pricing_opt_mmnl_ext_3c79df1d80_0dot8_2000_30_60_inf_0dot06_0dot9_r0=57dot48_price_path.png ├── pricing_opt_mmnl_ext_3c79df1d80_0dot8_2000_30_60_inf_0dot06_0dot9_r0=58dot32_price_path.png ├── pricing_opt_mmnl_ext_adfedb6893_0dot8_2000_50_160_inf_0dot22_0dot95_r0=159dot12_price_path.png ├── pricing_opt_mmnl_ext_adfedb6893_0dot8_2000_50_160_inf_0dot22_0dot9_r0=159dot12_price_path.png ├── pricing_opt_mmnl_ext_b5cb479f7d_0dot8_2000_20_50_inf_0dot06_0dot95_r0=42dot68_price_path.png ├── pricing_opt_mmnl_ext_b5cb479f7d_0dot8_2000_20_50_inf_0dot06_0dot95_r0=42dot8_price_path.png ├── pricing_opt_mmnl_ext_b5cb479f7d_0dot8_2000_20_50_inf_0dot06_0dot95_r0=44dot12_price_path.png ├── pricing_opt_mmnl_ext_b5cb479f7d_0dot8_2000_20_50_inf_0dot06_0dot95_r0=44dot24_price_path.png ├── pricing_opt_mmnl_ext_b5cb479f7d_0dot8_2000_20_50_inf_0dot06_0dot95_r0=45dot26_price_path.png ├── pricing_opt_mmnl_ext_b5cb479f7d_0dot8_2000_20_50_inf_0dot06_0dot95_r0=45dot38_price_path.png ├── pricing_opt_mmnl_ext_b5cb479f7d_0dot8_2000_20_50_inf_0dot06_0dot95_r0=46dot88_price_path.png ├── pricing_opt_mmnl_ext_b5cb479f7d_0dot8_2000_20_50_inf_0dot06_0dot95_r0=47dot6_price_path.png ├── pricing_opt_mmnl_ext_b5cb479f7d_0dot8_2000_20_50_inf_0dot06_0dot95_r0=48dot08_price_path.png ├── pricing_opt_mmnl_ext_b5cb479f7d_0dot8_2000_20_50_inf_0dot06_0dot9_r0=42dot56_price_path.png ├── pricing_opt_mmnl_ext_b5cb479f7d_0dot8_2000_20_50_inf_0dot06_0dot9_r0=43dot76_price_path.png ├── pricing_opt_mmnl_ext_b5cb479f7d_0dot8_2000_20_50_inf_0dot06_0dot9_r0=44dot96_price_path.png ├── pricing_opt_mmnl_ext_b5cb479f7d_0dot8_2000_20_50_inf_0dot06_0dot9_r0=45dot92_price_path.png ├── pricing_opt_mmnl_ext_b5cb479f7d_0dot8_2000_20_50_inf_0dot06_0dot9_r0=46dot7_price_path.png ├── pricing_opt_mmnl_ext_b5cb479f7d_0dot8_2000_20_50_inf_0dot06_0dot9_r0=47dot36_price_path.png ├── pricing_opt_mmnl_ext_b5cb479f7d_0dot8_2000_20_50_inf_0dot06_0dot9_r0=47dot84_price_path.png └── pricing_opt_mmnl_ext_b5cb479f7d_0dot8_2000_20_50_inf_0dot06_0dot9_r0=48dot2_price_path.png ├── scripts ├── __pycache__ │ ├── mmnl_simulation.cpython-37.pyc │ ├── optimal_pricing_policy_exp_update.cpython-37.pyc │ ├── py_MSOM_cleaning.cpython-37.pyc │ ├── py_estimation.cpython-37.pyc │ └── utilis.cpython-37.pyc ├── cross_validation.py ├── mmnl_simulation.py ├── optimal_pricing_policy_exp_update.py ├── py_MSOM_cleaning.py ├── py_estimation.py ├── run_EM_KETrain.py ├── run_data_cleaning.py ├── run_estimate_optimize_simulation.py ├── run_extract_features.py ├── run_freq_estimate.py ├── run_freq_user.py ├── run_linear_estimation.py ├── run_logisregmixEM.R ├── run_mmnl_estimation.py ├── run_mmnl_estimation_compare.py ├── run_mmnl_estimation_simulation.py ├── run_mmnl_myopic_pricing.py ├── run_mmnl_pricing_optimization.py ├── run_mmnl_revenue_compare.py ├── run_myopic_pricing_optimization_simulation.py ├── run_pricing_optimization.py └── utilis.py └── simulation_results └── .gitkeep /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hanshengjiang/Reference_Effects/HEAD/LICENSE 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