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Research Article 


Expert System for Recommendations of Healthy Food Recipes using machine learning

Dr. Naveed Jhamat, Dr. Ghulam Mustafa*, Zeeshan Arshad, Rizwan Abbas.

Abstract
Making customized recommendations has been a key feature of many websites, and it's just getting bigger as more people have access to vast volumes of data on the internet. When done correctly, giving recommendations based on the individual's preferences rather than trendy products improves consumer satisfaction and will eventually draw more buyers. One more challenge is to deliver healthy recommendations that represent the needs of consumers and preferences and information on the wellbeing of the consumers. This paper proposes a method that categorizes recipes by cuisine and calories that will help to improve rating predictions. We built the proposed Hybrid Hierarchical Clusters Recommender System (HHCRS) with cuisine and calories information and compared its performance with baseline and other minimal recommender systems. The findings showed that our approach can substantially boost prediction and can help to minimize the sparsity of the rating matrix.

Key words: Recipe Recommender System, Cuisines, Calories, Clustering, Artificial Intelligence


 
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How to Cite this Article
Pubmed Style

Dr. Naveed Jhamat, Dr. Ghulam Mustafa, Zeeshan Arshad, Rizwan Abbas. Expert System for Recommendations of Healthy Food Recipes using machine learning. EEO. 2021; 20(5): 2867-2874. doi: 10.17051/ilkonline.2021.05.313


Web Style

Dr. Naveed Jhamat, Dr. Ghulam Mustafa, Zeeshan Arshad, Rizwan Abbas. Expert System for Recommendations of Healthy Food Recipes using machine learning. http://ilkogretim-online.org//?mno=64447 [Access: April 09, 2021]. doi: 10.17051/ilkonline.2021.05.313


AMA (American Medical Association) Style

Dr. Naveed Jhamat, Dr. Ghulam Mustafa, Zeeshan Arshad, Rizwan Abbas. Expert System for Recommendations of Healthy Food Recipes using machine learning. EEO. 2021; 20(5): 2867-2874. doi: 10.17051/ilkonline.2021.05.313



Vancouver/ICMJE Style

Dr. Naveed Jhamat, Dr. Ghulam Mustafa, Zeeshan Arshad, Rizwan Abbas. Expert System for Recommendations of Healthy Food Recipes using machine learning. EEO. (2021), [cited April 09, 2021]; 20(5): 2867-2874. doi: 10.17051/ilkonline.2021.05.313



Harvard Style

Dr. Naveed Jhamat, Dr. Ghulam Mustafa, Zeeshan Arshad, Rizwan Abbas (2021) Expert System for Recommendations of Healthy Food Recipes using machine learning. EEO, 20 (5), 2867-2874. doi: 10.17051/ilkonline.2021.05.313



Turabian Style

Dr. Naveed Jhamat, Dr. Ghulam Mustafa, Zeeshan Arshad, Rizwan Abbas. 2021. Expert System for Recommendations of Healthy Food Recipes using machine learning. Elementary Education Online, 20 (5), 2867-2874. doi: 10.17051/ilkonline.2021.05.313



Chicago Style

Dr. Naveed Jhamat, Dr. Ghulam Mustafa, Zeeshan Arshad, Rizwan Abbas. "Expert System for Recommendations of Healthy Food Recipes using machine learning." Elementary Education Online 20 (2021), 2867-2874. doi: 10.17051/ilkonline.2021.05.313



MLA (The Modern Language Association) Style

Dr. Naveed Jhamat, Dr. Ghulam Mustafa, Zeeshan Arshad, Rizwan Abbas. "Expert System for Recommendations of Healthy Food Recipes using machine learning." Elementary Education Online 20.5 (2021), 2867-2874. Print. doi: 10.17051/ilkonline.2021.05.313



APA (American Psychological Association) Style

Dr. Naveed Jhamat, Dr. Ghulam Mustafa, Zeeshan Arshad, Rizwan Abbas (2021) Expert System for Recommendations of Healthy Food Recipes using machine learning. Elementary Education Online, 20 (5), 2867-2874. doi: 10.17051/ilkonline.2021.05.313








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