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微觀計量經濟學 讀者對象:教師、學生 ![]()
本書以橫截面數據和面板數據為基礎,全面介紹了微觀計量經濟學的理論模型和估計原理。本書包括:
緒論、離散被解釋變量模型、分位數回歸模型、工具變量法、受限被解釋變量模型、面板數據模型Ⅰ、面板
數據模型Ⅱ、處理效應、匹配方法、局部平均處理效應、雙重差分模型、事件分析法、合成控制法及斷點回
歸設計等。
本書的撰寫遵循以下原則:先對理論知識進行介紹,然后結合Stata 軟件和具體例子來介紹相應的估計
命令及其運用。此外,本書在介紹基本理論時,還會結合具體問題給出一些例子,以便加深讀者對相關知識
點的理解。
本書可作為經濟學、管理學及其他相關學科高年級本科生、碩士研究生及博士研究生的中高級計量經濟
學教材,也可作為相關領域的教師及研究人員了解定量分析方法的參考讀物。
金江
---------------------------- 金江,經濟學博士,華南理工大學經濟與金融學院副教授。主要從事計量經濟學、勞動經濟學、城市經濟學等的教學與研究工作,長期講授計量經濟學、中級計量經濟學、高級計量經濟學等本科生和研究生課程,具有豐富的計量經濟學學科教學經驗;在Chinese Journal of Sociology、《統(tǒng)計研究》《社會》《經濟評論》《中國人口·資源與環(huán)境》等中英文期刊上發(fā)表論文20余篇。
第1 章 緒論 ···················································································································· 1
1.1 什么是微觀數據 ········································································································ 1
1.2 計量經濟學的經典分析框架 ························································································· 2
1.3 廣義最小二乘法 ········································································································ 3
1.4 最大似然估計 ··········································································································· 4
1.5 廣義矩估計 ·············································································································· 5
第2 章 離散被解釋變量模型 ··························································································· 8
2.1 二元選擇模型 ··········································································································· 8
2.2 隨機效用模型 ·········································································································· 13
2.3 多元選擇模型 ·········································································································· 14
2.4 排序選擇模型 ·········································································································· 16
2.5 泊松回歸 ················································································································ 19
2.6 應用指南 ················································································································ 21
第3 章 分位數回歸模型 ································································································· 29
3.1 分位數的含義 ·········································································································· 29
3.2 中位數回歸 ············································································································· 29
3.3 分位數回歸 ············································································································· 31
3.4 統(tǒng)計推斷 ················································································································ 34
3.5 應用指南 ················································································································ 35
第4 章 工具變量法 ········································································································ 38
4.1 內生性問題 ············································································································· 38
4.2 工具變量估計思想的提出 ··························································································· 40
4.3 工具變量估計 ·········································································································· 40
4.4 如何尋找工具變量 ···································································································· 44
4.5 應用指南 ················································································································ 45
第5 章 受限被解釋變量模型 ·························································································· 52
5.1 斷尾回歸 ················································································································ 52
5.2 樣本選擇模型 ·········································································································· 54
5.3 截取回歸 ················································································································ 56
5.4 應用指南 ················································································································ 60
第6 章 面板數據模型Ⅰ ································································································· 63
6.1 面板數據的特征 ······································································································· 63
6.2 靜態(tài)面板數據模型的估計 ··························································································· 64
6.3 固定效應和隨機效應的選擇 ························································································ 67
6.4 其他問題 ················································································································ 69
6.5 動態(tài)面板數據模型 ···································································································· 71
6.6 應用指南 ················································································································ 75
第7 章 面板數據模型Ⅱ ································································································· 83
7.1 面板二元選擇模型 ···································································································· 83
7.2 面板泊松模型 ·········································································································· 87
7.3 面板Tobit 模型 ········································································································ 89
7.4 面板分位數模型 ······································································································· 90
7.5 應用指南 ················································································································ 92
第8 章 處理效應 ············································································································ 98
8.1 處理效應的定義 ······································································································· 98
8.2 識別假設 ················································································································ 99
8.3 選擇偏誤 ·············································································································· 100
8.4 其他問題 ·············································································································· 103
第9 章 匹配方法 ·········································································································· 106
9.1 識別假設 ·············································································································· 106
9.2 匹配估計 ·············································································································· 108
9.3 不同的匹配方法 ····································································································· 111
9.4 多處理組的匹配估計 ······························································································· 112
9.5 其他問題 ·············································································································· 113
9.6 應用指南 ·············································································································· 114
第10 章 局部平均處理效應 ·························································································· 119
10.1 不可觀測因素的影響 ····························································································· 119
10.2 工具變量估計 ······································································································ 120
10.3 局部平均處理效應估計 ·························································································· 122
10.4 存在協(xié)變量時局部平均處理效應的估計 ····································································· 125
10.5 應用指南 ············································································································ 130
第 11 章 雙重差分模型 ································································································· 134
11.1 標準雙重差分模型 ································································································ 134
11.2 交疊雙重差分模型 ································································································ 136
11.3 傾向得分匹配-雙重差分估計 ··················································································· 138
11.4 其他類型DID 模型 ································································································ 139
11.5 應用指南 ············································································································ 140
第12 章 事件分析法 ····································································································· 144
12.1 基本模型 ············································································································ 144
12.2 識別要求 ············································································································ 146
12.3 其他問題 ············································································································ 148
12.4 應用指南 ············································································································ 149
第13 章 合成控制法 ····································································································· 153
13.1 合成控制法的估計原理 ·························································································· 153
13.2 多個處理個體的情況 ····························································································· 159
13.3 合成控制法的不足 ································································································ 160
13.4 應用指南 ············································································································ 161
第14 章 斷點回歸設計 ································································································· 165
14.1 基本思想 ············································································································ 165
14.2 清晰斷點 ············································································································ 166
14.3 模糊斷點 ············································································································ 171
14.4 其他問題 ············································································································ 174
14.5 斷點回歸的可靠性檢驗 ·························································································· 177
14.6 應用指南 ············································································································ 177
參考文獻 ························································································································ 183
附錄 ······························································································································· 186
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