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CJP - Collaborative Filtering on Purchases

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Overview

Neural Collaborative Filtering for personalized recommendations leveraging the patterns in the purchase behaviors of other customers

WPOS

Use Cases

Mode

Requirements

ALL

Customer Correlation-based Promoter

RANKER

You need to confirm with Boxalino that this Collaborative Filtering has been computed for your account

Variables

  • none

Cases to consider

There is only one standard case

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.

Typically, you don’t need to configure any parameter and can use it as is.

 Use-Cases (JSON) - click copy on the top right
[
  {
    "useCaseModelSource": "library",
    "useCaseModelId": 188,
    "useCaseModelVersion": 1,
    "useCaseModelSubVersion": 1,
    "name": "Collaborative Filtering Purchases",
    "order": "1",
    "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-customer-purchases-customer"
        },
        "scope": "global",
        "startval": {},
        "schema": ""
      },
      {
        "name": "source",
        "value": {
          "format": "StringParameterValue",
          "value": ""
        },
        "scope": "global",
        "startval": {},
        "schema": ""
      },
      {
        "name": "valuesConditionMapKey",
        "value": {
          "format": "StringParameterValue",
          "value": null
        },
        "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": null
        },
        "scope": "global"
      },
      {
        "name": "targetSeparator",
        "value": {
          "format": "StringParameterValue",
          "value": "\\\\|"
        },
        "scope": "global",
        "startval": {},
        "schema": ""
      },
      {
        "name": "field",
        "value": {
          "format": "FieldParameterValue",
          "value": "id"
        },
        "scope": "global"
      },
      {
        "name": "boostFilter",
        "value": {
          "format": "BooleanParameterValue",
          "value": true
        },
        "scope": "global"
      },
      {
        "name": "boostWeight",
        "value": {
          "format": "StringParameterValue",
          "value": "1000000"
        },
        "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": "0"
        },
        "scope": "global",
        "startval": {},
        "schema": ""
      },
      {
        "name": "topWeightMinThreshold",
        "value": {
          "format": "StringParameterValue",
          "value": "0"
        },
        "scope": "global",
        "startval": {},
        "schema": ""
      },
      {
        "name": "limitFieldValues",
        "value": {
          "format": "StringParameterValues",
          "values": [
            "*"
          ]
        },
        "scope": "global"
      }
    ],
    "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_journey.png",
        "tooltip": "JOURNEY OPTIMIZATION"
      },
      "level": {
        "value": "L1",
        "tooltip": "LEVEL 1 - ENGAGEMENT JOURNEYS (4+1+4)"
      },
      "initiative": {
        "value": "fa-folder",
        "tooltip": "RETURNING CUSTOMERS"
      },
      "character": {
        "value": "",
        "tooltip": ""
      },
      "mode": {
        "label": "",
        "value": "",
        "tooltip": ""
      }
    },
    "sections": [
      {
        "id": "main",
        "label": "Values",
        "active": true
      },
      {
        "id": "advanced",
        "label": "Advanced",
        "active": false
      }
    ],
    "isSelected": true,
    "status": true
  }
]
  • No labels