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PCC - Context Products > Collaborative Filtering Bought Together

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Overview

Promote purchase behavior patterns found by Boxalino’s Deep Learning: Neural Collaborative Filtering based on products bought together with the main product of the PDP (UP-SELL WPO) or with the products already in the basket (CROSS-SELL WPO).

Read more about Neural Collaborative Filtering.

WPOS

Use Cases

Mode

Requirements

UP-SELL, CROSS-SELL

Lab Correlation Bought Together

RANKER*

You need to have enough purchases in your overall history with more than one product

* the Use Cases configuration is provided as SCORER with a default weight of 100000. You will need to adjust the weight to have the desired strength in the results or change the Mode to SCORER or FILTER if you want the returned suggestions to always match this Best Practice.

Variables

  • none

How to configure it?

You can import the JSON below directly in the Admin (use the Import button on the top right), as in this screen-shot.

 Use-Cases (JSON) - click copy on the top right
[
  {
    "useCaseModelSource": "library",
    "useCaseModelId": 192,
    "useCaseModelVersion": 1,
    "useCaseModelSubVersion": 1,
    "name": "Context Products > Collaborative Filtering Bought Together",
    "order": "3",
    "orGroup": null,
    "fromIndex": -1,
    "toIndex": -1,
    "maxWeight": null,
    "variant": "",
    "scope": "local",
    "overwriteLevel": 1,
    "overwriteLabel": [
      null
    ],
    "globalTargetTags": [
      null
    ],
    "active": true,
    "parameters": [
      {
        "name": "type",
        "value": {
          "format": "StringParameterValue",
          "value": "boxalino_std_collaborative-filtering-bought-together"
        },
        "scope": "global",
        "startval": {},
        "schema": ""
      },
      {
        "name": "valuesConditionMapKey",
        "value": {
          "format": "StringParameterValue",
          "value": "position_factor"
        },
        "scope": "global",
        "startval": {},
        "schema": ""
      },
      {
        "name": "targetAsValue",
        "value": {
          "format": "BooleanParameterValue",
          "value": true
        },
        "scope": "global"
      },
      {
        "name": "valuesConditionValueIndex",
        "value": {
          "format": "StringParameterValue",
          "value": "0"
        },
        "scope": "global",
        "startval": {},
        "schema": ""
      },
      {
        "name": "factor",
        "value": {
          "format": "NumberParameterValue",
          "value": 10
        },
        "scope": "global"
      },
      {
        "name": "targetSeparator",
        "value": {
          "format": "StringParameterValue",
          "value": "\\\\|"
        },
        "scope": "global",
        "startval": {},
        "schema": ""
      },
      {
        "name": "limitField",
        "value": {
          "format": "StringParameterValue",
          "value": null
        },
        "scope": "global",
        "startval": {},
        "schema": ""
      },
      {
        "name": "orCondition",
        "value": {
          "format": "BooleanParameterValue",
          "value": true
        },
        "scope": "global"
      },
      {
        "name": "required",
        "value": {
          "format": "BooleanParameterValue",
          "value": false
        },
        "scope": "global"
      },
      {
        "name": "topWeightNbValuesMaxThreshold",
        "value": {
          "format": "StringParameterValue",
          "value": "10"
        },
        "scope": "global",
        "startval": {},
        "schema": ""
      },
      {
        "name": "topWeightMinThreshold",
        "value": {
          "format": "StringParameterValue",
          "value": "0"
        },
        "scope": "global",
        "startval": {},
        "schema": ""
      },
      {
        "name": "limitFieldValues",
        "value": {
          "format": "StringParameterValues",
          "values": [
            "*"
          ]
        },
        "scope": "global"
      },
      {
        "name": "sourceField",
        "value": {
          "format": "FieldParameterValue",
          "value": "id"
        },
        "scope": "global"
      },
      {
        "name": "role",
        "value": {
          "format": "StringParameterValue",
          "value": "mainProduct"
        },
        "scope": "global",
        "startval": {},
        "schema": ""
      },
      {
        "name": "alwaysFilter",
        "value": {
          "format": "BooleanParameterValue",
          "value": true
        },
        "scope": "global"
      },
      {
        "name": "alsoFilter",
        "value": {
          "format": "BooleanParameterValue",
          "value": false
        },
        "scope": "global"
      },
      {
        "name": "onlyFilter",
        "value": {
          "format": "BooleanParameterValue",
          "value": false
        },
        "scope": "global"
      },
      {
        "name": "limitToFields",
        "value": {
          "format": "StringParameterValues",
          "values": []
        },
        "scope": "global"
      },
      {
        "name": "excludeFields",
        "value": {
          "format": "StringParameterValues",
          "values": []
        },
        "scope": "global"
      },
      {
        "name": "removeValues",
        "value": {
          "format": "StringParameterValues",
          "values": []
        },
        "scope": "global"
      },
      {
        "name": "boostFilter",
        "value": {
          "format": "BooleanParameterValue",
          "value": true
        },
        "scope": "global"
      },
      {
        "name": "boostWeight",
        "value": {
          "format": "StringParameterValue",
          "value": "1000000"
        },
        "scope": "global",
        "startval": {},
        "schema": ""
      }
    ],
    "segmentationIds": null,
    "segmentationUniqueKeys": [],
    "CPOInitiativeId": null,
    "notes": null,
    "options": {
      "status": null,
      "includeWidgets": null,
      "excludeWidgets": null,
      "allWidgets": null,
      "conditionalSegments": null,
      "conditionalProductSelections": null,
      "ordering": null,
      "parameters": [
        {
          "name": "system",
          "values": [
            "false"
          ]
        }
      ],
      "allLinkedAccounts": null,
      "accounts": null
    },
    "icons": {
      "strategy": {
        "value": "cpo_sales.png",
        "tooltip": "SALES OPTIMIZATION"
      },
      "level": {
        "value": "L1",
        "tooltip": "LEVEL 1 - ONLINE CONVERSIONS"
      },
      "initiative": {
        "value": "fa-folder",
        "tooltip": "EFFECTIVE CONTEXT"
      },
      "character": {
        "value": "",
        "tooltip": ""
      },
      "mode": {
        "label": "",
        "value": "",
        "tooltip": ""
      }
    },
    "sections": [
      {
        "id": "main",
        "label": "Values",
        "active": true
      },
      {
        "id": "advanced",
        "label": "Advanced",
        "active": false
      }
    ],
    "isSelected": true
  }
]
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