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Quantitative Economics with Python.pdf
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全英文，943页的大型资料，全部适量文字，可放大，可复制拷贝翻译，非常方便。主要内容如下：
I Tools and Techniques 1
1 Geometric Series for Elementary Economics 3
2 Modeling COVID 19 23
3 Linear Algebra 35
4 Complex Numbers and Trigonometry 59
5 LLN and CLT 69
6 Heavy-Tailed Distributions 87
II Introduction to Dynamics 105
7 Dynamics in One Dimension 107
8 AR1 Processes 127
9 Finite Markov Chains 141
10 Inventory Dynamics 165
11 Linear State Space Models 175
12 Application: The Samuelson Multiplier-Accelerator 199
13 Kesten Processes and Firm Dynamics 233
14 Wealth Distribution Dynamics 247
15 A First Look at the Kalman Filter 263
16 Shortest Paths 281
3
4 CONTENTS
17 Cass-Koopmans Planning Problem 291
18 Cass-Koopmans Competitive Equilibrium 307
III Search 323
19 Job Search I: The McCall Search Model 325
20 Job Search II: Search and Separation 341
21 Job Search III: Fitted Value Function Iteration 355
22 Job Search IV: Correlated Wage Offers 365
23 Job Search V: Modeling Career Choice 375
24 Job Search VI: On-the-Job Search 389
IV Consumption, Savings and Growth 401
25 Cake Eating I: Introduction to Optimal Saving 403
26 Cake Eating II: Numerical Methods 415
27 Optimal Growth I: The Stochastic Optimal Growth Model 431
28 Optimal Growth II: Accelerating the Code with Numba 449
29 Optimal Growth III: Time Iteration 461
30 Optimal Growth IV: The Endogenous Grid Method 473
31 The Income Fluctuation Problem I: Basic Model 481
32 The Income Fluctuation Problem II: Stochastic Returns on Assets 497
V Information 509
33 Job Search VII: Search with Learning 511
34 Likelihood Ratio Processes 539
CONTENTS 5
35 A Problem that Stumped Milton Friedman 553
36 Exchangeability and Bayesian Updating 571
37 Likelihood Ratio Processes and Bayesian Learning 587
38 Bayesian versus Frequentist Decision Rules 595
VI LQ Control 623
39 LQ Control: Foundations 625
40 The Permanent Income Model 655
41 Permanent Income II: LQ Techniques 673
42 Production Smoothing via Inventories 691
VII Multiple Agent Models 711
43 Schelling,s Segregation Model 713
44 A Lake Model of Employment and Unemployment 725
45 Rational Expectations Equilibrium 751
46 Stability in Linear Rational Expectations Models 767
47 Markov Perfect Equilibrium 789
48 Uncertainty Traps 807
49 The Aiyagari Model 821
VIII Asset Pricing and Finance 831
50 Asset Pricing: Finite State Models 833
51 Asset Pricing with Incomplete Markets 855
IX Data and Empirics 867
52 Pandas for Panel Data 869
6 CONTENTS
53 Linear Regression in Python 891
54 Maximum Likelihood Estimation 90
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