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Ethnographic Decision Modeling×Cultural Consensus Model×निर्णय वृक्ष×
क्षेत्रAnthropologyAnthropologyमशीन अधिगम
परिवारProcess / pipelineLatent structureMachine learning
उद्भव वर्ष198919861984
प्रवर्तकChristina H. GladwinA. Kimball Romney, Susan C. Weller & William H. BatchelderBreiman, Friedman, Olshen & Stone
प्रकारQualitative-formal model of real-world choice behaviorLatent-structure measurement model for shared cultural knowledgeRecursive partitioning (if-then rules)
मौलिक स्रोतGladwin, C. H. (1989). Ethnographic Decision Tree Modeling. Qualitative Research Methods Series 19. Newbury Park, CA: Sage. ISBN: 9780803934870Romney, A. K., Weller, S. C., & Batchelder, W. H. (1986). Culture as consensus: A theory of culture and informant accuracy. American Anthropologist, 88(2), 313–338. DOI ↗Breiman, L., Friedman, J.H., Olshen, R.A. & Stone, C.J. (1984). Classification and Regression Trees. Wadsworth. DOI ↗
उपनामEthnographic Decision Tree Modeling, EDTM, Decision Tree Ethnography, Ethnographic Decision ModelsCultural Consensus Theory, CCT, Consensus Analysis, Informant Accuracy ModelKarar Ağacı (Decision Tree), karar ağacı, classification tree, regression tree
संबंधित245
सारांशEthnographic decision tree modeling is a method for building a formal, qualitative model of how people actually make a specific recurring decision — such as whether to plant a crop, seek treatment, or adopt a practice. Developed by Christina Gladwin and set out in her 1989 Sage monograph, it elicits the criteria and rules people use through ethnographic interviews, represents them as an if-then decision tree, and then tests the tree's ability to predict the choices of a fresh sample of decision-makers.The cultural consensus model is a latent-structure measurement framework that estimates the culturally shared answers to a set of questions and, simultaneously, how much each informant knows, without the researcher knowing the correct answers in advance. Introduced by Romney, Weller and Batchelder in 1986, it treats agreement among informants as evidence of shared knowledge and uses a factor-analytic (or, in modern variants, Bayesian) decomposition to recover both a single 'answer key' and an informant-specific competence score.A Decision Tree is an interpretable classification and regression method, formalised by Breiman, Friedman, Olshen and Stone in their 1984 CART framework, that partitions the data with hierarchical if-then rules. Each split sends observations down one branch or another until a prediction is read off the leaf.
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