{"product_id":"9781009470315","title":"Optimizing Decision Trees for the Analysis of World Englishes and Sociolinguistic Data (Elements in World Englishes)","description":"\u003cp\u003eThis Element introduces PrInDT, a decision-tree method for modeling extra- and intralinguistic variables in World Englishes. It balances interpretability and accuracy, handles unbalanced classes, supports classification and regression, and analyzes multiple variables, with examples from England, Singapore, and St. Martin.\u003c\/p\u003e","brand":"Cambridge University Press","offers":[{"title":"Default Title","offer_id":45408839958607,"sku":"00000_00000_00000_00000","price":2695.0,"currency_code":"TWD","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0672\/9174\/2287\/files\/9781009470315-1.jpg?v=1784958542","url":"https:\/\/kinokuniya.com.tw\/products\/9781009470315","provider":"Books Kinokuniya Taiwan","version":"1.0","type":"link"}