nach oben

Erschienen in:

2018 | OriginalPaper | Buchkapitel

Considering Nutrients During the Generation of Recipes by Process-Oriented Case-Based Reasoning

verfasst von : Christian Zeyen, Maximilian Hoffmann, Gilbert Müller, Ralph Bergmann

Erschienen in: Case-Based Reasoning Research and Development

Verlag: Springer International Publishing

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config

KI-gestützte Suche

Aus

Abstract

This paper investigates the generation of recipes in consideration of user-defined nutrient contents. For this purpose, we extend our previous case-based reasoning approach that already covers the formulation of user queries with various dietary practices. More precisely, this work augments the domain ontology with nutritional information and introduces a novel nutrition concept fulfillment into the retrieval and adaptation process. An experimental evaluation with real cooking recipes demonstrates the applicability of the approach and systematically investigates the influence of various adaptation methods on the query fulfillment with multiple constraints. It is shown, that all adaptation methods are able to optimize generated recipes according to certain nutritional constraints as well as ingredient and cooking step preferences and that the adaptation outperforms the sole retrieval of available recipes.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

über 102.000 Bücher
über 537 Zeitschriften

aus folgenden Fachgebieten:

Automobil + Motoren
Bauwesen + Immobilien
Business IT + Informatik
Elektrotechnik + Elektronik
Energie + Nachhaltigkeit
Finance + Banking
Management + Führung
Marketing + Vertrieb
Maschinenbau + Werkstoffe
Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Jetzt informieren

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

über 67.000 Bücher
über 390 Zeitschriften

aus folgenden Fachgebieten:

Automobil + Motoren
Bauwesen + Immobilien
Business IT + Informatik
Elektrotechnik + Elektronik
Energie + Nachhaltigkeit
Maschinenbau + Werkstoffe

Jetzt Wissensvorsprung sichern!

Jetzt informieren

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

über 67.000 Bücher
über 340 Zeitschriften

aus folgenden Fachgebieten:

Bauwesen + Immobilien
Business IT + Informatik
Finance + Banking
Management + Führung
Marketing + Vertrieb
Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Jetzt informieren

Vorheriges Kapitel Improving kNN for Human Activity Recognition with Privileged Learning Using Translation Models

Nächstes Kapitel An Effective Method for Identifying Unknown Unknowns with Noisy Oracle

See cake.wi2.uni-trier.de.

See https://ndb.nal.usda.gov/ndb/.

Please note that this is a simplified user interface that does not allow the definition of workflow fragments. However, a full-featured interface is also available online.

A running demo is available under cookingcake.wi2.uni-trier.de/diet.

Aamodt, A., Plaza, E.: Case-based reasoning: foundational issues, methodological variations, and system approaches. AI Communi. 7(1), 39–59 (1994)

Ballesteros, M., Martın, R., Dıaz-Agudo, B.: JADAWeb: A CBR System for Cooking Recipes. In: Bichindaritz, I., Montani, S. (eds.) Case-Based Reasoning. Research and Development, ICCBR 2010. LNCS, vol. 6176, pp. 179–188. Springer (2010)

Bergmann, R., Gil, Y.: Similarity assessment and efficient retrieval of semantic workflows. Inf. Syst. 40, 115–127 (2014)CrossRef

Blansché, A., et al.: TAAABLE 3: adaptation of ingredient quantities and of textual preparations. In: Bichindaritz, I., Montani, S. (eds.) ICCBR 2010 Workshop Proceedings, pp. 189–198 (2010)

Cordier, A., Lieber, J., Molli, P., Nauer, E., Skaf-Molli, H., Toussaint, Y.: WIKITAAABLE: a semantic wiki as a blackboard for a textual case-base reasoning system. In: Lange, C., Schaffert, S., Skaf-Molli, H., Völkel, M. (eds.) 4th Semantic Wiki Workshop (SemWiki) at the 6th ESWC, CEUR Workshop Proceedings, vol. 464 (2009). CEUR-WS.org

Hanft, A., Newo, R., Bach, K., Ihle, N., Althoff, K.D.: CookIIS - A successful Recipe Advisor and Menu Creator. In: Mointani, S., Jain, L.C. (eds.) Successful Case-based Reasoning Applications - 1. Studies in Comput. Intell., vol. 305, pp. 187–222. Springer (2010)

Herrera, P.J., Iglesias, P., Romero, D., Rubio, I., D-Agudo, B.: JaDaCook: Java application developed and cooked over ontological knowledge. In: Schaaf, M. (ed.) The 9th ECCBR 2008, Workshop Proceedings, pp. 209–218 (2008)

Institute of Medicine: Dietary Reference Intakes for Energy, Carbohydrate, Fiber, Fat, Fatty Acids, Cholesterol, Protein, and Amino Acids. The National Academies Press, Washington, DC (2005)

Minor, M., Montani, S., Recio-Garcia, J.A.: Process-oriented case-based reasoning. Inf. Syst. 40, 103–105 (2014)CrossRef

10.

Müller, G.: Workflow Modeling Assistance by Case-based Reasoning. Ph.D. thesis, University of Trier (2018)

11.

Müller, G., Bergmann, R.: Workflow streams: a means for compositional adaptation in process-oriented CBR. In: Lamontagne, L., Plaza, E. (eds.) ICCBR 2014. LNCS (LNAI), vol. 8765, pp. 315–329. Springer, Cham (2014). https://doi.org/10.1007/978-3-319-11209-1_23CrossRef

12.

Müller, G., Bergmann, R.: CookingCAKE: a framework for the adaptation of cooking recipes represented as workflows. In: Kendall-Morwick, J. (ed.) Workshop Proceedings from (ICCBR 2015), CEUR, vol. 1520, pp. 221–232 (2015). CEUR-WS.org

13.

Müller, G., Bergmann, R.: Generalization of workflows in process-oriented case-based reasoning. In: Russell, I., Eberle, W. (eds.) Proceedings of FLAIRS 2015, pp. 391–396. AAAI Press (2015)

14.

Müller, G., Bergmann, R.: Learning and applying adaptation operators in process-oriented case-based reasoning. In: Hüllermeier, E., Minor, M. (eds.) ICCBR 2015. LNCS (LNAI), vol. 9343, pp. 259–274. Springer, Cham (2015). https://doi.org/10.1007/978-3-319-24586-7_18CrossRef

15.

Müller, G., Bergmann, R.: POQL: a new query language for process-oriented case-based reasoning. In: Bergmann, R., Görg, S., Müller, G. (eds.) Proceedings of the LWA 2015, CEUR Workshop Proceedings, vol. 1458, pp. 247–255 (2015). CEUR-WS.org

16.

Müller, G., Bergmann, R.: Complexity-aware generation of workflows by process-oriented case-based reasoning. In: Kern-Isberner, G., Fürnkranz, J., Thimm, M. (eds.) KI 2017. LNCS (LNAI), vol. 10505, pp. 207–221. Springer, Cham (2017). https://doi.org/10.1007/978-3-319-67190-1_16CrossRef

17.

Van Der Aalst, W.M.: Business process management: a comprehensive survey. ISRN Softw. Eng. 2013 (2013)

Titel: Considering Nutrients During the Generation of Recipes by Process-Oriented Case-Based Reasoning
verfasst von: Christian Zeyen
Maximilian Hoffmann
Gilbert Müller
Ralph Bergmann
Verlag: Springer International Publishing
Buch: Case-Based Reasoning Research and Development
Print ISBN: 978-3-030-01080-5

Electronic ISBN: 978-3-030-01081-2

Copyright-Jahr: 2018
DOI: https://doi.org/10.1007/978-3-030-01081-2_31

Springer Professional

Abstract

Bitte loggen Sie sich ein, um Zugang zu Ihrer Lizenz zu erhalten.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Springer Professional "Technik"

Springer Professional "Wirtschaft"

Premium Partner