Changes for page Product recommendations for personalized mailings and website
From version 1.2
edited by Andrej Rylov
on 2025/10/22 07:36
on 2025/10/22 07:36
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To version 2.1
edited by Andrej Rylov
on 2025/10/22 08:53
on 2025/10/22 08:53
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Upload new image "product_recommendations_overview.png", version 1.1
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... ... @@ -34,7 +34,7 @@ 34 34 35 35 (% class="box warningmessage" %) 36 36 ((( 37 -* To use these algorithms in **Product Recommendations** macros within [[Smart Communications>>doc:Main.Us ing.Smart_Communications.WebHome]], please contact Loymax specialists.37 +* To use these algorithms in **Product Recommendations** macros within [[Smart Communications>>doc:Main.Usage.Smart_Communications.WebHome]], please contact Loymax specialists. 38 38 * The Product Recommendations module is an optional, separately licensed feature available on a paid basis. 39 39 ))) 40 40 ... ... @@ -47,7 +47,7 @@ 47 47 Currently, 5 algorithms are available for generating product recommendations: 48 48 49 49 (% class="table-bordered table-sticky" %) 50 -(% class="info" %)|(% style="text-align:center; width:58px" %)**No.**|(% style="text-align:center; width:409px" %)**Name**|(% style="text-align:center; width:495px" %)**Metavariable/macro for use in [[Smart Communications campaigns>>doc:Main.Us ing.Smart_Communications.Mass_mailings.WebHome]]**|(% style="text-align:center; width:477px" %)**Example of macro output in final message (shown for email)**50 +(% class="info" %)|(% style="text-align:center; width:58px" %)**No.**|(% style="text-align:center; width:409px" %)**Name**|(% style="text-align:center; width:495px" %)**Metavariable/macro for use in [[Smart Communications campaigns>>doc:Main.Usage.Smart_Communications.Mass_mailings.WebHome]]**|(% style="text-align:center; width:477px" %)**Example of macro output in final message (shown for email)** 51 51 |(% style="width:58px" %)1.|(% style="width:409px" %)**[[Popular Products>>doc:||anchor="01"]]**|(% style="width:495px" %){% set clientRecommendation = client.recommendations('**Popular**') %} 52 52 {% for recommendation in clientRecommendation~|get(3) %} 53 53 <br>~{~{recommendation.name}} ... ... @@ -119,17 +119,17 @@ 119 119 120 120 (% class="table-bordered" style="width:1218px" %) 121 121 (% class="info" %)|(% style="text-align:center; width:399px" %)**Campaign**|(% style="text-align:center; width:370px" %)**Trigger**|(% style="text-align:center; width:446px" %)**Use Case** 122 -|(% style="width:399px" %)[[**Abandoned View**>>doc:Main.Us ing.Smart_Communications.Campaign_list.Triggers.WebHome||anchor="H41144043E44843543D43D44B43943F44043E44143C43E442440"]]|(% style="width:370px" %)Product viewed but not purchased|(% style="width:446px" %)(((122 +|(% style="width:399px" %)[[**Abandoned View**>>doc:Main.Usage.Smart_Communications.Campaign_list.Triggers.WebHome||anchor="H41144043E44843543D43D44B43943F44043E44143C43E442440"]]|(% style="width:370px" %)Product viewed but not purchased|(% style="width:446px" %)((( 123 123 Customer viewed a product page and then left the site. 124 124 125 125 After a defined time interval (t), send an email featuring the most popular products. 126 126 ))) 127 -|(% style="width:399px" %)[[**Abandoned Category View**>>doc:Main.Us ing.Smart_Communications.Campaign_list.Triggers.WebHome||anchor="H41144043E44843543D43D44B43943F44043E44143C43E44244043A43044243543343E440438438"]]|(% style="width:370px" %)Category viewed but nothing purchased|(% style="width:446px" %)(((127 +|(% style="width:399px" %)[[**Abandoned Category View**>>doc:Main.Usage.Smart_Communications.Campaign_list.Triggers.WebHome||anchor="H41144043E44843543D43D44B43943F44043E44143C43E44244043A43044243543343E440438438"]]|(% style="width:370px" %)Category viewed but nothing purchased|(% style="width:446px" %)((( 128 128 Customer browsed a product category and then left the site. 129 129 130 130 After a defined time interval (t), send an email featuring the most popular products. 131 131 ))) 132 -|(% style="width:399px" %)[[**Abandoned Cart**>>doc:Main.Us ing.Smart_Communications.Campaign_list.Triggers.WebHome||anchor="H41144043E44843543D43D43044F43A43E44043743843D430"]]|(% style="width:370px" %)Product added to cart but not purchased|(% style="width:446px" %)(((132 +|(% style="width:399px" %)[[**Abandoned Cart**>>doc:Main.Usage.Smart_Communications.Campaign_list.Triggers.WebHome||anchor="H41144043E44843543D43D43044F43A43E44043743843D430"]]|(% style="width:370px" %)Product added to cart but not purchased|(% style="width:446px" %)((( 133 133 Customer added a product to the cart and then left the site. 134 134 135 135 After a defined time interval (t), send a reminder email about the abandoned cart along with the most popular products. ... ... @@ -139,11 +139,11 @@ 139 139 140 140 (% class="table-bordered" style="width:1218px" %) 141 141 (% class="info" %)|(% style="text-align:center; width:399px" %)**Campaign**|(% style="text-align:center; width:370px" %)**Trigger**|(% style="text-align:center; width:446px" %)**Use Case** 142 -|(% style="width:399px" %)[[**Website Homepage**>>doc:Main.Us ing.Smart_Communications.Campaign_list.Triggers.WebHome||anchor="H41A43B43843543D44243F43E44143544243843B441430439442"]]|(% style="width:370px" %)Website visit|(% style="width:446px" %)**Popular Products** section.142 +|(% style="width:399px" %)[[**Website Homepage**>>doc:Main.Usage.Smart_Communications.Campaign_list.Triggers.WebHome||anchor="H41A43B43843543D44243F43E44143544243843B441430439442"]]|(% style="width:370px" %)Website visit|(% style="width:446px" %)**Popular Products** section. 143 143 Customer is on the homepage. The most popular products are displayed. 144 -|(% style="width:399px" %)[[**Current Product Page View**>>doc:Main.Us ing.Smart_Communications.Campaign_list.Triggers.WebHome||anchor="H41A43B43843543D44243F43E44143C43E44244043543B43F44043E43444343A442A043D430441430439442435"]]|(% style="width:370px" %)Product view|(% style="width:446px" %)**Popular Products** section.144 +|(% style="width:399px" %)[[**Current Product Page View**>>doc:Main.Usage.Smart_Communications.Campaign_list.Triggers.WebHome||anchor="H41A43B43843543D44243F43E44143C43E44244043543B43F44043E43444343A442A043D430441430439442435"]]|(% style="width:370px" %)Product view|(% style="width:446px" %)**Popular Products** section. 145 145 Customer is viewing a product. The most popular products are displayed. 146 -|(% style="width:399px" %)[[**Current Category Page View**>>doc:Main.Us ing.Smart_Communications.Campaign_list.Triggers.WebHome||anchor="H41A43B43843543D44243F43E44143C43E44244043543B43F44043E43444343A44243E43244344E43A43044243543343E44043844EA043D430441430439442435"]]|(% style="width:370px" %)Category view|(% style="width:446px" %)**Popular Products** section.146 +|(% style="width:399px" %)[[**Current Category Page View**>>doc:Main.Usage.Smart_Communications.Campaign_list.Triggers.WebHome||anchor="H41A43B43843543D44243F43E44143C43E44244043543B43F44043E43444343A44243E43244344E43A43044243543343E44043844EA043D430441430439442435"]]|(% style="width:370px" %)Category view|(% style="width:446px" %)**Popular Products** section. 147 147 Customer is browsing a category. The most popular products are displayed. 148 148 149 149 ==== 4. General Concept of the **Popular Products** Algorithm ==== ... ... @@ -173,8 +173,8 @@ 173 173 174 174 (% class="table-bordered" style="width:1218px" %) 175 175 (% class="info" %)|(% style="text-align:center; width:399px" %)**Campaign**|(% style="text-align:center; width:370px" %)**Trigger**|(% style="text-align:center; width:446px" %)**Use Case** 176 -|(% style="width:399px" %)[[**Abandoned View**>>doc:Main.Us ing.Smart_Communications.Campaign_list.Triggers.WebHome||anchor="H41144043E44843543D43D44B43943F44043E44143C43E442440"]]|(% style="width:370px" %)Product viewed but not purchased|(% style="width:446px" %)Send an email after X days recommending the most popular products in the same category.177 -|(% style="width:399px" %)[[**Abandoned Cart**>>doc:Main.Us ing.Smart_Communications.Campaign_list.Triggers.WebHome||anchor="H41144043E44843543D43D43044F43A43E44043743843D430"]]|(% style="width:370px" %)Product added to cart but not purchased|(% style="width:446px" %)Send an email after X days recommending the most popular products in the same category.176 +|(% style="width:399px" %)[[**Abandoned View**>>doc:Main.Usage.Smart_Communications.Campaign_list.Triggers.WebHome||anchor="H41144043E44843543D43D44B43943F44043E44143C43E442440"]]|(% style="width:370px" %)Product viewed but not purchased|(% style="width:446px" %)Send an email after X days recommending the most popular products in the same category. 177 +|(% style="width:399px" %)[[**Abandoned Cart**>>doc:Main.Usage.Smart_Communications.Campaign_list.Triggers.WebHome||anchor="H41144043E44843543D43D43044F43A43E44043743843D430"]]|(% style="width:370px" %)Product added to cart but not purchased|(% style="width:446px" %)Send an email after X days recommending the most popular products in the same category. 178 178 179 179 ==== 3. Use Cases for the **Popular Products in Category** Algorithm in Website Personalization ==== 180 180 ... ... @@ -182,7 +182,7 @@ 182 182 183 183 (% class="table-bordered" style="width:1218px" %) 184 184 (% class="info" %)|(% style="text-align:center; width:399px" %)**Campaign**|(% style="text-align:center; width:369px" %)**Trigger**|(% style="text-align:center; width:447px" %)**Use Case** 185 -|(% style="width:399px" %)[[**Current Product Page View**>>doc:Main.Us ing.Smart_Communications.Campaign_list.Triggers.WebHome||anchor="H41A43B43843543D44243F43E44143C43E44244043543B43F44043E43444343A442A043D430441430439442435"]]|(% style="width:369px" %)Product view|(% style="width:447px" %)**Compared With This Product** section.185 +|(% style="width:399px" %)[[**Current Product Page View**>>doc:Main.Usage.Smart_Communications.Campaign_list.Triggers.WebHome||anchor="H41A43B43843543D44243F43E44143C43E44244043543B43F44043E43444343A442A043D430441430439442435"]]|(% style="width:369px" %)Product view|(% style="width:447px" %)**Compared With This Product** section. 186 186 Recommend popular products from the same category based on the currently viewed item. 187 187 188 188 ==== 4. General Concept of the Algorithm ==== ... ... @@ -209,14 +209,14 @@ 209 209 210 210 (% class="table-bordered" style="width:1218px" %) 211 211 (% class="info" %)|(% style="text-align:center; width:399px" %)**Campaign**|(% style="text-align:center; width:370px" %)**Trigger**|(% style="text-align:center; width:446px" %)**Use Case** 212 -|(% style="width:399px" %)[[**Abandoned View**>>doc:Main.Us ing.Smart_Communications.Campaign_list.Triggers.WebHome||anchor="H41144043E44843543D43D44B43943F44043E44143C43E442440"]]|(% style="width:370px" %)Product viewed but not ordered|(% style="width:446px" %)Send an email after X days with alternative products similar to those viewed by the customer.213 -|(% style="width:399px" %)[[**Abandoned Cart**>>doc:Main.Us ing.Smart_Communications.Campaign_list.Triggers.WebHome||anchor="H41144043E44843543D43D43044F43A43E44043743843D430"]]|(% style="width:370px" %)Product added to cart but not purchased|(% style="width:446px" %)Send an email after X days with alternative products similar to those viewed by the customer.212 +|(% style="width:399px" %)[[**Abandoned View**>>doc:Main.Usage.Smart_Communications.Campaign_list.Triggers.WebHome||anchor="H41144043E44843543D43D44B43943F44043E44143C43E442440"]]|(% style="width:370px" %)Product viewed but not ordered|(% style="width:446px" %)Send an email after X days with alternative products similar to those viewed by the customer. 213 +|(% style="width:399px" %)[[**Abandoned Cart**>>doc:Main.Usage.Smart_Communications.Campaign_list.Triggers.WebHome||anchor="H41144043E44843543D43D43044F43A43E44043743843D430"]]|(% style="width:370px" %)Product added to cart but not purchased|(% style="width:446px" %)Send an email after X days with alternative products similar to those viewed by the customer. 214 214 215 215 ==== 3. Use Cases for the **Similar Products** Algorithm in Website Personalization ==== 216 216 217 217 (% class="table-bordered" style="width:1218px" %) 218 218 (% class="info" %)|(% style="text-align:center; width:399px" %)**Campaign**|(% style="text-align:center; width:369px" %)**Trigger**|(% style="text-align:center; width:447px" %)**Use Case** 219 -|(% style="width:399px" %)[[**Current Product Page View**>>doc:Main.Us ing.Smart_Communications.Campaign_list.Triggers.WebHome||anchor="H41A43B43843543D44243F43E44143C43E44244043543B43F44043E43444343A442A043D430441430439442435"]]|(% style="width:369px" %)Product view|(% style="width:447px" %)**You Might Like** section.219 +|(% style="width:399px" %)[[**Current Product Page View**>>doc:Main.Usage.Smart_Communications.Campaign_list.Triggers.WebHome||anchor="H41A43B43843543D44243F43E44143C43E44244043543B43F44043E43444343A442A043D430441430439442435"]]|(% style="width:369px" %)Product view|(% style="width:447px" %)**You Might Like** section. 220 220 Recommend alternative products similar to the one currently viewed by the customer. 221 221 222 222 ==== 4. General Concept of the Algorithm ==== ... ... @@ -243,17 +243,17 @@ 243 243 244 244 (% class="table-bordered" style="width:1218px" %) 245 245 (% class="info" %)|(% style="text-align:center; width:399px" %)**Campaign**|(% style="text-align:center; width:370px" %)**Trigger**|(% style="text-align:center; width:446px" %)**Use Case** 246 -|(% style="width:399px" %)[[**Abandoned View**>>doc:Main.Us ing.Smart_Communications.Campaign_list.Triggers.WebHome||anchor="H41144043E44843543D43D44B43943F44043E44143C43E442440"]]|(% style="width:370px" %)Product viewed but not ordered|(% style="width:446px" %)Send an email after X days with products most frequently bought together with the item viewed by the customer.247 -|(% style="width:399px" %)[[**Abandoned Cart**>>doc:Main.Us ing.Smart_Communications.Campaign_list.Triggers.WebHome||anchor="H41144043E44843543D43D43044F43A43E44043743843D430"]]|(% style="width:370px" %)Product added to cart but not purchased|(% style="width:446px" %)Send an email after X days with products most frequently bought together with the items in the customer’s cart.248 -|(% style="width:399px" %)[[**Thank You for Your Purchase!**>>doc:Main.Us ing.Smart_Communications.Campaign_list.Triggers.WebHome||anchor="H42143443543B43043D43743043A430437"]]|(% style="width:370px" %)Customer made a purchase|(% style="width:446px" %)Send an email after X days with products most frequently bought together with the items in the customer’s order.246 +|(% style="width:399px" %)[[**Abandoned View**>>doc:Main.Usage.Smart_Communications.Campaign_list.Triggers.WebHome||anchor="H41144043E44843543D43D44B43943F44043E44143C43E442440"]]|(% style="width:370px" %)Product viewed but not ordered|(% style="width:446px" %)Send an email after X days with products most frequently bought together with the item viewed by the customer. 247 +|(% style="width:399px" %)[[**Abandoned Cart**>>doc:Main.Usage.Smart_Communications.Campaign_list.Triggers.WebHome||anchor="H41144043E44843543D43D43044F43A43E44043743843D430"]]|(% style="width:370px" %)Product added to cart but not purchased|(% style="width:446px" %)Send an email after X days with products most frequently bought together with the items in the customer’s cart. 248 +|(% style="width:399px" %)[[**Thank You for Your Purchase!**>>doc:Main.Usage.Smart_Communications.Campaign_list.Triggers.WebHome||anchor="H42143443543B43043D43743043A430437"]]|(% style="width:370px" %)Customer made a purchase|(% style="width:446px" %)Send an email after X days with products most frequently bought together with the items in the customer’s order. 249 249 250 250 ==== 3. Use Cases for the **Bought Together** Algorithm in Website Personalization ==== 251 251 252 252 (% class="table-bordered" style="width:1218px" %) 253 253 (% class="info" %)|(% style="text-align:center; width:399px" %)**Campaign**|(% style="text-align:center; width:369px" %)**Trigger**|(% style="text-align:center; width:447px" %)**Use Case** 254 -|(% style="width:399px" %)[[**Current Product Page View**>>doc:Main.Us ing.Smart_Communications.Campaign_list.Triggers.WebHome||anchor="H41A43B43843543D44243F43E44143C43E44244043543B43F44043E43444343A442A043D430441430439442435"]]|(% style="width:369px" %)Product view|(% style="width:447px" %)**Frequently Bought Together** section.254 +|(% style="width:399px" %)[[**Current Product Page View**>>doc:Main.Usage.Smart_Communications.Campaign_list.Triggers.WebHome||anchor="H41A43B43843543D44243F43E44143C43E44244043543B43F44043E43444343A442A043D430441430439442435"]]|(% style="width:369px" %)Product view|(% style="width:447px" %)**Frequently Bought Together** section. 255 255 Recommend complementary products. 256 -|(% style="width:399px" %)[[**Product Added to Cart**>>doc:Main.Us ing.Smart_Communications.Campaign_list.Triggers.WebHome||anchor="H41443E43143043243B43543D44243E43243044043243A43E43D44243543943D435440"]]|(% style="width:369px" %)Product added to cart|(% style="width:447px" %)**Frequently Bought Together** section.256 +|(% style="width:399px" %)[[**Product Added to Cart**>>doc:Main.Usage.Smart_Communications.Campaign_list.Triggers.WebHome||anchor="H41443E43143043243B43543D44243E43243044043243A43E43D44243543943D435440"]]|(% style="width:369px" %)Product added to cart|(% style="width:447px" %)**Frequently Bought Together** section. 257 257 Recommend complementary products. 258 258 259 259 ==== 4. General Concept of the **Bought Together** Algorithm ==== ... ... @@ -309,27 +309,27 @@ 309 309 (% class="table-bordered" style="width:1218px" %) 310 310 (% class="info" %)|(% style="text-align:center; width:399px" %)**Campaign**|(% style="text-align:center; width:370px" %)**Trigger**|(% style="text-align:center; width:446px" %)**Use Case** 311 311 |(% style="width:399px" %)((( 312 -[[**Abandoned View**>>doc:Main.Us ing.Smart_Communications.Campaign_list.Triggers.WebHome||anchor="H41144043E44843543D43D44B43943F44043E44143C43E442440"]]312 +[[**Abandoned View**>>doc:Main.Usage.Smart_Communications.Campaign_list.Triggers.WebHome||anchor="H41144043E44843543D43D44B43943F44043E44143C43E442440"]] 313 313 314 314 315 315 )))|(% style="width:370px" %)Product viewed but not ordered|(% style="width:446px" %)Send an email X hours after viewing. 316 -|(% style="width:399px" %)[[**Abandoned Cart**>>doc:Main.Us ing.Smart_Communications.Campaign_list.Triggers.WebHome||anchor="H41144043E44843543D43D43044F43A43E44043743843D430"]]|(% style="width:370px" %)Product added to cart but not purchased|(% style="width:446px" %)Send an email X days after adding to cart.317 -|(% style="width:399px" %)**Purchase Recommendations**|(% style="width:370px" %)[[Customer made a purchase>>doc:Main.Us ing.Smart_Communications.Campaign_list.Triggers.WebHome||anchor="H42143443543B43043D43743043A430437"]]|(% style="width:446px" %)Send an email X days after purchase.316 +|(% style="width:399px" %)[[**Abandoned Cart**>>doc:Main.Usage.Smart_Communications.Campaign_list.Triggers.WebHome||anchor="H41144043E44843543D43D43044F43A43E44043743843D430"]]|(% style="width:370px" %)Product added to cart but not purchased|(% style="width:446px" %)Send an email X days after adding to cart. 317 +|(% style="width:399px" %)**Purchase Recommendations**|(% style="width:370px" %)[[Customer made a purchase>>doc:Main.Usage.Smart_Communications.Campaign_list.Triggers.WebHome||anchor="H42143443543B43043D43743043A430437"]]|(% style="width:446px" %)Send an email X days after purchase. 318 318 |(% style="width:399px" %)**Declining Purchase Amount**|(% style="width:370px" %)Customer’s purchase amount decreased by X% over a period|(% style="width:446px" %)If purchase amount drops by X%, send an email with personalized product recommendations. 319 -|(% style="width:399px" %)[[**Declining Website Visits**>>doc:Main.Us ing.Smart_Communications.Campaign_list.Triggers.WebHome||anchor="H41F44043E44843B43E43443D43543944143F43E44143B43543443D43543343E43F43E44143544943543D43844F441430439442430"]]|(% style="width:370px" %)Customer hasn’t visited the site|(% style="width:446px" %)Send an email if the customer hasn’t visited the site in X days.319 +|(% style="width:399px" %)[[**Declining Website Visits**>>doc:Main.Usage.Smart_Communications.Campaign_list.Triggers.WebHome||anchor="H41F44043E44843B43E43443D43543944143F43E44143B43543443D43543343E43F43E44143544943543D43844F441430439442430"]]|(% style="width:370px" %)Customer hasn’t visited the site|(% style="width:446px" %)Send an email if the customer hasn’t visited the site in X days. 320 320 321 321 ==== 3. Use Cases for the **Personalized Product Recommendations** Algorithm in Website Personalization ==== 322 322 323 323 (% class="table-bordered" style="width:1227px" %) 324 324 (% class="info" %)|(% style="text-align:center; width:399px" %)**Campaign**|(% style="text-align:center; width:369px" %)**Trigger**|(% style="text-align:center; width:452px" %)**Use Case** 325 -|(% style="width:399px" %)[[**Current Product Page View**>>doc:Main.Us ing.Smart_Communications.Campaign_list.Triggers.WebHome||anchor="H41A43B43843543D44243F43E44143C43E44244043543B43F44043E43444343A442A043D430441430439442435"]]|(% style="width:369px" %)Product page view|(% style="width:452px" %)**You Might Like** or **Just for You** section.325 +|(% style="width:399px" %)[[**Current Product Page View**>>doc:Main.Usage.Smart_Communications.Campaign_list.Triggers.WebHome||anchor="H41A43B43843543D44243F43E44143C43E44244043543B43F44043E43444343A442A043D430441430439442435"]]|(% style="width:369px" %)Product page view|(% style="width:452px" %)**You Might Like** or **Just for You** section. 326 326 Recommendations related to the viewed product. 327 -|(% style="width:399px" %)[[**Website Login**>>doc:Main.Us ing.Smart_Communications.Campaign_list.Triggers.WebHome||anchor="H41A43B43843543D44243F43E44143544243843B441430439442"]]|(% style="width:369px" %)Authorized customer login|(% style="width:452px" %)**You Might Like** or **Just for You** section.327 +|(% style="width:399px" %)[[**Website Login**>>doc:Main.Usage.Smart_Communications.Campaign_list.Triggers.WebHome||anchor="H41A43B43843543D44243F43E44143544243843B441430439442"]]|(% style="width:369px" %)Authorized customer login|(% style="width:452px" %)**You Might Like** or **Just for You** section. 328 328 Recommendations related to the viewed product. 329 329 330 330 ==== 4. General Concept of the **Personalized Product Recommendations** Algorithm ==== 331 331 332 -The **Personalized Product Recommendations** algorithm is an ensemble of multiple models and algorithms. Its foundation is the **[[Collaborative Filtering>>https://en.wikipedia.org/wiki/Collaborative_filtering]]**technique.332 +The **Personalized Product Recommendations** algorithm is an ensemble of multiple models and algorithms. Its foundation is the [[Collaborative Filtering>>https://en.wikipedia.org/wiki/Collaborative_filtering]] technique. 333 333 Using this method within an ensemble of models—alongside other algorithms—produces more relevant product recommendations for each customer. 334 334 335 335 **Collaborative filtering** is a method for generating predictions (recommendations) in [[recommendation systems>>doc:Main.General_information.Loymax_Loyalty.recommendation_systems.WebHome]] by leveraging known preferences (ratings) from a group of customers to predict unknown preferences for another customer. ... ... @@ -348,7 +348,7 @@ 348 348 * [[Product Recommendations Module Control Structure>>doc:.Control_structure.WebHome]] 349 349 * [[Recommendation System Integration>>doc:Main.General_information.Loymax_Loyalty.recommendation_systems.WebHome]] 350 350 * [[Omnichannel>>doc:Main.General_information.Sale_channels.WebHome]] 351 -* [[Attributes Related to Loymax AI>>doc:Main.Us ing.MMP.Admin_panel.Client_attributes.Common_attributes.WebHome||anchor="ML"]]351 +* [[Attributes Related to Loymax AI>>doc:Main.Usage.MMP.Admin_panel.Client_attributes.Common_attributes.WebHome||anchor="ML"]] 352 352 * [[Personal Offers Using Machine Learning Mechanics>>doc:Main.Installation_and_configuration.Extra_modules.CommunicationService_ML.WebHome]] 353 353 ))) 354 354
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