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| Multinomial Logit× | Mô hình Tương tác Không gian (Trọng lực)× | |
|---|---|---|
| Lĩnh vực≠ | Kinh tế lượng | Phân tích không gian |
| Họ | Regression model | Regression model |
| Năm ra đời≠ | 1974 | 1971 |
| Người khởi xướng≠ | McFadden | Alan Wilson (entropy-maximizing family) |
| Loại≠ | Multinomial logistic regression | Model of flows between spatial origins and destinations |
| Công trình gốc≠ | McFadden, D. (1974). Conditional Logit Analysis of Qualitative Choice Behavior. In P. Zarembka (Ed.), Frontiers in Econometrics (pp. 105-142). Academic Press. ISBN: 978-0127761503 | Wilson, A. G. (1971). A family of spatial interaction models, and associated developments. Environment and Planning A, 3(1), 1–32. DOI ↗ |
| Tên gọi khác | multinomial logistic regression, polytomous logistic regression, softmax regression, Çok Kategorili Lojistik Regresyon | gravity model, spatial interaction model, competing destinations model, mekânsal etkileşim modeli |
| Liên quan≠ | 5 | 4 |
| Tóm tắt≠ | Multinomial logistic regression is a maximum-likelihood method for a nominal (unordered) dependent variable with more than two categories. Building on McFadden's 1974 treatment of qualitative choice, it gives each category its own set of coefficients relative to a reference category. | Spatial interaction models predict the volume of flows — migrants, commuters, shoppers, trade, trips — between origins and destinations as a function of the size of each place and the distance or cost separating them. By analogy to Newton's gravity, interaction rises with the 'mass' of origin and destination and falls with separation, and Wilson's 1971 entropy-maximizing family put these models on a rigorous footing for transport, migration, and retail analysis. |
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