[[["容易理解","easyToUnderstand","thumb-up"],["確實解決了我的問題","solvedMyProblem","thumb-up"],["其他","otherUp","thumb-up"]],[["缺少我需要的資訊","missingTheInformationINeed","thumb-down"],["過於複雜/步驟過多","tooComplicatedTooManySteps","thumb-down"],["過時","outOfDate","thumb-down"],["翻譯問題","translationIssue","thumb-down"],["示例/程式碼問題","samplesCodeIssue","thumb-down"],["其他","otherDown","thumb-down"]],["上次更新時間:2024-08-13 (世界標準時間)。"],[[["Counterfactual fairness is a metric that evaluates fairness by comparing predictions for similar individuals, differing only in a sensitive attribute like demographic group."],["This metric is particularly useful when datasets lack complete demographic information for all examples but contain it for a subset."],["While counterfactual fairness can identify individual-level biases, it might not address broader, systemic biases across subgroups."],["Other fairness metrics, such as demographic parity and equality of opportunity, provide a more holistic view but may require complete demographic data."],["Selecting the appropriate fairness metric depends on the specific application and desired outcome, with no single \"right\" metric universally applicable."]]],[]]