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Community-based recipe recommendation and adaptation in peer-to-peer networks

Published: 14 January 2010 Publication History

Abstract

In this paper, we propose a distributed recipe recommendation mechanism that utilizes social information for adaptive recipe recommendation in a peer-to-peer (P2P) network. A recipe flavor model is first proposed for modeling recipes and validating recipe adaptations. Peers in the network group themselves into communities in which members share common preferences of recipe data. This is helpful to visit more relevant peers when the query scope is fixed thus improve the performance of recommendation. Based on a graph-based recipe representation, we propose a recipe similarity measure and a filtering algorithm to generate candidates of cooking recipes to be recommended. A recipe adaptation method is also proposed in order to better match users' preferences. Simulation experiments are conducted for the evaluation of the proposed model and the results show good performance of it.

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Cited By

View all
  • (2022)Recipe Recommendation With Hierarchical Graph Attention NetworkFrontiers in Big Data10.3389/fdata.2021.7784174Online publication date: 12-Jan-2022
  • (2018)Knack for Cooking Extraction from User Generated Recipe SitesProceedings of the 20th International Conference on Information Integration and Web-based Applications & Services10.1145/3282373.3282404(134-137)Online publication date: 19-Nov-2018
  • (2017)Extraction of Characteristic Sets of Ingredients and Cooking Actions on Cuisine Type2017 31st International Conference on Advanced Information Networking and Applications Workshops (WAINA)10.1109/WAINA.2017.81(509-513)Online publication date: Mar-2017
  • Show More Cited By

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  1. Community-based recipe recommendation and adaptation in peer-to-peer networks

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      cover image ACM Conferences
      ICUIMC '10: Proceedings of the 4th International Conference on Uniquitous Information Management and Communication
      January 2010
      550 pages
      ISBN:9781605588933
      DOI:10.1145/2108616
      Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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      Published: 14 January 2010

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      Author Tags

      1. community-based information retrieval
      2. cooking recipe
      3. recipe adaptation
      4. recommender system

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      Cited By

      View all
      • (2022)Recipe Recommendation With Hierarchical Graph Attention NetworkFrontiers in Big Data10.3389/fdata.2021.7784174Online publication date: 12-Jan-2022
      • (2018)Knack for Cooking Extraction from User Generated Recipe SitesProceedings of the 20th International Conference on Information Integration and Web-based Applications & Services10.1145/3282373.3282404(134-137)Online publication date: 19-Nov-2018
      • (2017)Extraction of Characteristic Sets of Ingredients and Cooking Actions on Cuisine Type2017 31st International Conference on Advanced Information Networking and Applications Workshops (WAINA)10.1109/WAINA.2017.81(509-513)Online publication date: Mar-2017
      • (2016)Clustering for Similar Recipes in User-Generated Recipe Sites Based on Main Ingredients and Main Seasoning2016 19th International Conference on Network-Based Information Systems (NBiS)10.1109/NBiS.2016.49(336-341)Online publication date: Sep-2016
      • (2015)Sizzle Word Analysis from Multiple Internet MediaProceedings of the 2015 18th International Conference on Network-Based Information Systems10.1109/NBiS.2015.68(444-451)Online publication date: 2-Sep-2015
      • (2014)Comparative Analysis of Sizzle Words on the InternetProceedings of the 16th International Conference on Information Integration and Web-based Applications & Services10.1145/2684200.2684347(440-444)Online publication date: 4-Dec-2014

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