https://terms-en.ai-term-hub.com/zh/tags/ai-ethics/Recent content in AI Ethics on 中文AI术语词典Hugozh-cnSat, 18 Jul 2026 11:44:45 +0000https://terms-en.ai-term-hub.com/zh/terms/explainability/Sat, 18 Jul 2026 10:59:51 +0000https://terms-en.ai-term-hub.com/zh/terms/explainability/<h2 id="definition">Definition</h2> <p>这一概念通过提供对模型如何得出特定预测的洞察，解决了复杂人工智能系统中的“黑盒”问题。SHAP 或 LIME 等技术有助于可视化特征重要性&hellip;（原文截断）</p> <h3 id="summary">Summary</h3> <p>可解释性是指人类理解人工智能模型做出决策原因的程度。</p> <h2 id="key-concepts">Key Concepts</h2> <ul> <li>可理解性</li> <li>黑盒问题</li> <li>信任</li> <li>偏差检测</li> </ul> <h2 id="use-cases">Use Cases</h2> <ul> <li>审计贷款批准算法以评估公平性</li> <li>为临床医生诊断医学影像模型</li> <li>金融风险评估中的监管合规</li> </ul> <h2 id="code-example">Code Example</h2> <div class="highlight"><pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;"><code class="language-python" data-lang="python"><span style="display:flex;"><span><span style="color:#f92672">import</span> shap </span></span><span style="display:flex;"><span><span style="color:#f92672">import</span> numpy <span style="color:#66d9ef">as</span> np </span></span><span style="display:flex;"><span> </span></span><span style="display:flex;"><span><span style="color:#75715e"># Assuming model is a trained scikit-learn model</span> </span></span><span style="display:flex;"><span>explainer <span style="color:#f92672">=</span> shap<span style="color:#f92672">.</span>TreeExplainer(model) </span></span><span style="display:flex;"><span>shap_values <span style="color:#f92672">=</span> explainer<span style="color:#f92672">.</span>shap_values(X_test) </span></span><span style="display:flex;"><span>shap<span style="color:#f92672">.</span>summary_plot(shap_values, X_test) </span></span></code></pre></div><h2 id="related-terms">Related Terms</h2> <ul> <li><a href="https://terms-en.ai-term-hub.com/en/terms/shap-%E6%B2%99%E6%99%AE%E5%88%A9%E5%8A%A0%E5%92%8C%E8%A7%A3%E9%87%8A/">SHAP (沙普利加和解释)</a></li> <li><a href="https://terms-en.ai-term-hub.com/en/terms/lime-%E5%B1%80%E9%83%A8%E5%8F%AF%E8%A7%A3%E9%87%8A%E6%A8%A1%E5%9E%8B%E4%B8%8D%E5%8F%AF%E7%9F%A5%E8%A7%A3%E9%87%8A/">LIME (局部可解释模型不可知解释)</a></li> <li><a href="https://terms-en.ai-term-hub.com/en/terms/ai-ethics-%E4%BA%BA%E5%B7%A5%E6%99%BA%E8%83%BD%E4%BC%A6%E7%90%86/">AI Ethics (人工智能伦理)</a></li> <li><a href="https://terms-en.ai-term-hub.com/en/terms/transparency-%E9%80%8F%E6%98%8E%E5%BA%A6/">Transparency (透明度)</a></li> </ul>