使用 Neo4j 和 GraphSAGE 将具有多种属性类型（int、float、string）的节点转换为嵌入？

Question

如果我的节点看起来像：

{id: 1, name: "John", last_name: "Doe", age: 40, city: "New York", credit_score: 5.5}
{id: 2, name: "Linda", last_name: "Lumbo", age: 32, city: "Washington", credit_score: 5.5}
{id: 3, name: "Greg", last_name: "Tanta", age: 28, city: "New York", credit_score: 5.5}
{id: 4, name: "Donald", last_name: "Greenboim", age: 64, city: "Tel Aviv", credit_score: 5.5}
{id: 5, name: "Leo", last_name: "Greenhouse", age: 98, city: "Paris", credit_score: 5.5}
{id: 6, name: "John", last_name: "Opelbaum", age: 80, city: "Moscow", credit_score: 1}
{id: 7, name: "John", last_name: "Vein", age: 21, city: "Los Angeles", credit_score: 0.35}
{id: 8, name: "Dino", last_name: "Lodz", age: 34, city: "New York", credit_score: 1.5}
{id: 9, name: "Kurt", last_name: "Kreston", age: 89, city: "New York", credit_score: 5.3}
{id: 10, name: "Alex", last_name: "Mulo", age: 22, city: "Moscow", credit_score: 2.5}
{id: 11, name: "John", last_name: "Tolo", age: 32, city: "Liverpool", credit_score: 0.5}
{id: 12, name: "Trent", last_name: "Benson", age: 57, city: "London", credit_score: 5.114}
{id: 13, name: "Tom", last_name: "Richardson", age: 23, city: "New York", credit_score: 0.986}
....

考虑到所有这些都是相互关联的，我想在属性上应用 GraphSAGE 算法。 由于某种原因，当我的属性是字符串时，我无法获得嵌入。请指导我如何在具有字符串类型属性的节点上应用 GraphSAGE 算法？或混合（浮点数、整数、字符串）。

无法调用过程 gds.graph.create：原因：java.lang.UnsupportedOperationException：当前不支持加载 String 类型的值

Answer 1

如果您想在字符串类型属性上运行 GraphSAGE，您需要应用一种热编码或其他技术将它们转换为数字列表中的数字。 属性类型不能是各种数据类型的混合，它必须在所有属性中保持一致。 AFAIK，这对任何包含 GraphSAGE 的库都有效，而不仅仅是 Neo4j GDS。

您可能可以跳过 id 属性，因为它不会引入任何附加信息。对于城市、姓名和姓氏，您可以使用一种热编码或词嵌入将这些属性包含在 GraphSAGE 中，决定权在您。