ScholarGate
Trợ lý

So sánh phương pháp

Xem các phương pháp đã chọn cạnh nhau; những hàng khác biệt được làm nổi bật.

Ordinary Least Squares (OLS)×Phương pháp Biến Công cụ (IV) cho Suy luận Nhân quả×
Lĩnh vựcThống kêKinh tế học y tế
HọRegression modelProcess / pipeline
Năm ra đời18051990s (modern applications)
Người khởi xướngAdrien-Marie Legendre (1805); Carl Friedrich Gauss (1809)Angrist & Pischke (applied econometrics); rooted in econometric theory
LoạiLinear parameter estimationMethod
Công trình gốcLegendre, A.-M. (1805). Nouvelles méthodes pour la détermination des orbites des comètes. Firmin Didot, Paris. [Appendix: Sur la Méthode des moindres quarrés, pp. 72–80.] link ↗Angrist, J. D., & Pischke, J. S. (2009). Mostly Harmless Econometrics: An Empiricist's Companion. Princeton: Princeton University Press. link ↗
Tên gọi khácOLS, OLS regression, linear least squares, classical linear regressionIV, two-stage least squares, TSLS, causal estimation
Liên quan83
Tóm tắtOrdinary Least Squares (OLS) is the canonical method for estimating the parameters of a linear regression model by minimizing the sum of squared differences between observed and predicted values. First published by Adrien-Marie Legendre in 1805 and independently developed by Carl Friedrich Gauss (who claimed priority from 1795), OLS is provably optimal under the Gauss-Markov theorem: given its assumptions, it yields the Best Linear Unbiased Estimator (BLUE) of the regression coefficients.Instrumental variables (IV) is an econometric method to estimate causal effects when treatment or exposure is not randomly assigned and confounding is severe or unmeasured. IV relies on a third variable (instrument) that influences treatment but does not directly affect the outcome, allowing researchers to isolate the causal effect from the noise of confounding. Developed extensively in econometrics (Angrist & Pischke, 1990s–2000s), IV methods are increasingly used in health economics and health services research to leverage natural experiments and policy changes.
ScholarGateBộ dữ liệu
  1. v1
  2. 4 Nguồn tài liệu
  3. PUBLISHED
  1. v1
  2. 3 Nguồn tài liệu
  3. PUBLISHED

Đến trang tìm kiếm Tải xuống bản trình chiếu

ScholarGateSo sánh phương pháp: Ordinary Least Squares · Instrumental Variables in Health Research. Truy cập ngày 2026-06-19 từ https://scholargate.app/vi/compare