DimensionReducerFunction
表示由 DimensionReduction 生成的函数,将数据投影到低维近似流形.
更多信息和选项
- DimensionReducerFunction 的行为与 Function 相似.
- DimensionReducerFunction[…][example] 把单个实例 example 投影到近似流形.
- DimensionReducerFunction[…][{example1,example2,…}] 投影所有的 examplei.
- DimensionReducerFunction[…][data,prop] 给出与 data 关联的降维的指定属性.
- 可能的属性包括:
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"ReducedVectors" 给出向量的降维 "OriginalData" 给定降维向量,推出原来的实例 "ReconstructedData" 通过降维和反演进行重建 "ImputedData" 用插补值替换缺失值 - DimensionReduction[DimensionReducerFunction[…],FeatureExtractorfe] 可用于预置 FeatureExtractorFunction[…] fe 于已存在的特征提取器.
范例
打开所有单元 关闭所有单元基本范例 (3)
从向量列表生成 DimensionReducerFunction:
dr = DimensionReduction[{{1, 2, 3}, {2, 3, 5}, {3, 5, 8}, {4, 5, 8.5}}]dr[{6, 7, 14}]dr[{{6, 7, 14}, {5, 6, 11}, {1, 3, 4}}]dr[{{6, Missing[], 14}, {5, 6, Missing[]}, {Missing[], 3, 4}}]从向量列表生成 DimensionReducerFunction:
dr = DimensionReduction[{{Missing[], 2, 3}, {2, 3, 5}, {3, Missing[], 8}, {4, 5, 8.5}}]newvectors = {{6, 7, 14}, {5, 6, 11}, {1, 3, Missing[]}};reduced = dr[newvectors]dr[reduced, "OriginalVectors"]dr[newvectors, "ReconstructedVectors"]dr = DimensionReduction[{{1.4, "A"}, {1.5, "A"}, {2.3, "B"}, {5.4, "B"}}]dr[{2.4, "A"}]范围 (1)
从向量列表生成 DimensionReducerFunction:
dr = DimensionReduction[{{1, 2, 3}, {2, 3, 5}, {3, 5, 8}, {4, 5, 8.5}}]newvectors = {{6, 7, Missing[]}, {5, Missing[], 11}};dr[newvectors, "ImputedVectors"]相关指南
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- 无监督机器学习
文本
Wolfram Research (2015),DimensionReducerFunction,Wolfram 语言函数,https://reference.wolfram.com/language/ref/DimensionReducerFunction.html (更新于 2018 年).
CMS
Wolfram 语言. 2015. "DimensionReducerFunction." Wolfram 语言与系统参考资料中心. Wolfram Research. 最新版本 2018. https://reference.wolfram.com/language/ref/DimensionReducerFunction.html.
APA
Wolfram 语言. (2015). DimensionReducerFunction. Wolfram 语言与系统参考资料中心. 追溯自 https://reference.wolfram.com/language/ref/DimensionReducerFunction.html 年
BibTeX
@misc{reference.wolfram_2026_dimensionreducerfunction, author="Wolfram Research", title="{DimensionReducerFunction}", year="2018", howpublished="\url{https://reference.wolfram.com/language/ref/DimensionReducerFunction.html}", note=[Accessed: 04-September-2026]}
BibLaTeX
@online{reference.wolfram_2026_dimensionreducerfunction, organization={Wolfram Research}, title={DimensionReducerFunction}, year={2018}, url={https://reference.wolfram.com/language/ref/DimensionReducerFunction.html}, note=[Accessed: 04-September-2026]}