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Finding food entity relationships using user-generated data in recipe service

Published: 29 October 2012 Publication History

Abstract

Rakuten recipe is a recipe site where users can submit their recipes and share with the others. Since recipe contents are generated by users, they usually contain many misspellings, abbreviations, synonyms, hypernyms and hyponyms. Identifying and normalizing these words is essential to retrieve relevant recipes to user's request. In this paper, we introduce a new approach to finding related words in a recipe domain using the data structure. Based on the observation that people usually write the main ingredient in the first position of ingredient lists of each recipe and such a ingredient is strongly related to the categories where recipes belong, we calculate relation scores of word pairs using real service data, which contains 790 categories and 405,519 recipes. The experimental result showed that we successfully found semantically related word pairs with f-score of 0.93.

References

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Levenshtein, V. I. Binary codes capable of correcting deletions, insertions and reversals. Soviet Physics Doklady 10, 8 (Feb 1966), 707--710.
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Moskin, J. Can recipe search engines make you a better cook? http://www.nytimes.com/2011/05/18/dining/can-recipe-search-engines-make-you-a-better-cook.html, May 2011.
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Sumida, A., Yoshinaga, N., and Torisawa, K. Boosting precision and recall of hyponymy relation acquisition from hierarchical layouts in wikipedia. In LREC (2008), European Language Resources Association.
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Yih, W.-t., Goodman, J., and Carvalho, V. R. Finding advertising keywords on web pages. In Proceedings of the 15th international conference on World Wide Web (New York, NY, USA, 2006), WWW '06, ACM, pp. 213--222.

Cited By

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  • (2023)Named Entity Recognition by Character-Based Word Classification Using a Domain Specific DictionaryComputational Linguistics and Intelligent Text Processing10.1007/978-3-031-24340-0_4(38-48)Online publication date: 26-Feb-2023
  • (2019)Multilingualization of Cooking by Analogical Descriptionアナロジーによる料理の国際的な表記方式の提案Journal of Japan Society for Fuzzy Theory and Intelligent Informatics10.3156/jsoft.31.1_52631:1(526-533)Online publication date: 15-Feb-2019
  • (2017)Multilingualization of Restaurant Menu by Analogical DescriptionProceedings of the 9th Workshop on Multimedia for Cooking and Eating Activities in conjunction with The 2017 International Joint Conference on Artificial Intelligence10.1145/3106668.3106671(13-18)Online publication date: 20-Aug-2017
  • Show More Cited By

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    cover image ACM Conferences
    CIKM '12: Proceedings of the 21st ACM international conference on Information and knowledge management
    October 2012
    2840 pages
    ISBN:9781450311564
    DOI:10.1145/2396761
    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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    New York, NY, United States

    Publication History

    Published: 29 October 2012

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    Author Tags

    1. food entity relation
    2. recipe
    3. search effectiveness

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    Cited By

    View all
    • (2023)Named Entity Recognition by Character-Based Word Classification Using a Domain Specific DictionaryComputational Linguistics and Intelligent Text Processing10.1007/978-3-031-24340-0_4(38-48)Online publication date: 26-Feb-2023
    • (2019)Multilingualization of Cooking by Analogical Descriptionアナロジーによる料理の国際的な表記方式の提案Journal of Japan Society for Fuzzy Theory and Intelligent Informatics10.3156/jsoft.31.1_52631:1(526-533)Online publication date: 15-Feb-2019
    • (2017)Multilingualization of Restaurant Menu by Analogical DescriptionProceedings of the 9th Workshop on Multimedia for Cooking and Eating Activities in conjunction with The 2017 International Joint Conference on Artificial Intelligence10.1145/3106668.3106671(13-18)Online publication date: 20-Aug-2017
    • (2017)What You Use, Not What You Do: Automatic Classification of RecipesNatural Language Processing and Information Systems10.1007/978-3-319-59569-6_22(197-209)Online publication date: 2-Jun-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
    • (2016)Design in Everyday Cooking: Challenges for Assisting with Menu Planning and Food PreparationCross-Cultural Design10.1007/978-3-319-40093-8_19(182-192)Online publication date: 19-Jun-2016
    • (2014)Construction of a cooking ontology from cooking recipes and patentsProceedings of the 2014 ACM International Joint Conference on Pervasive and Ubiquitous Computing: Adjunct Publication10.1145/2638728.2641328(507-516)Online publication date: 13-Sep-2014
    • (2014)Extracting Naming Concepts by Analyzing Recipes and the Modifiers in Their TitlesTransactions on Engineering Technologies10.1007/978-94-017-9588-3_25(321-335)Online publication date: 30-Dec-2014

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