Skip to end of banner
Go to start of banner

CJP - Collaborative Filtering on Purchases

Skip to end of metadata
Go to start of metadata

You are viewing an old version of this page. View the current version.

Compare with Current View Page History

« Previous Version 6 Next »

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

  • type: by default “boxalino_std_collaborative-filtering-customer-purchases-customer”, but there are other variants you can try:

    • Customer Affinities - Reorder products already bought: “boxalino_std_affinities-rebuy-customer”

    • Customer Affinities - Discover products not bought yet: “boxalino_std_affinities-discover-customer”

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