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Yum-me: A Personalized Nutrient-based Meal Recommender System [article]

Longqi Yang, Cheng-Kang Hsieh, Hongjian Yang, Nicola Dell, Serge Belongie, Curtis Cole, Deborah Estrin
<span title="2017-04-30">2017</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
We propose Yum-me, a personalized nutrient-based meal recommender system designed to meet individuals' nutritional expectations, dietary restrictions, and fine-grained food preferences.  ...  Nutrient-based meal recommendations have the potential to help individuals prevent or manage conditions such as diabetes and obesity.  ...  YUM-ME: PERSONALIZED NUTRIENT-BASED MEAL RECOMMENDATIONS Our personalized nutrient-based meal recommendation system, Yum-me, operates over a given inventory of food items and suggests the items that will  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1605.07722v3">arXiv:1605.07722v3</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/ekkxeoocbzb4rcxgq5g65nn34u">fatcat:ekkxeoocbzb4rcxgq5g65nn34u</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200825165230/https://arxiv.org/pdf/1605.07722v3.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/96/23/96232087612425ceed0f60629a87d220932eb72b.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1605.07722v3" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

Yum-Me

Longqi Yang, Cheng-Kang Hsieh, Hongjian Yang, John P. Pollak, Nicola Dell, Serge Belongie, Curtis Cole, Deborah Estrin
<span title="2017-07-17">2017</span> <i title="Association for Computing Machinery (ACM)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/a2o77szzyngfjiyr6oftvf2ts4" style="color: black;">ACM Transactions on Information Systems</a> </i> &nbsp;
We propose Yum-me, a personalized nutrient-based meal recommender system designed to meet individuals' nutritional expectations, dietary restrictions, and ne-grained food preferences.  ...  Nutrient-based meal recommendations have the potential to help individuals prevent or manage conditions such as diabetes and obesity.  ...  YUM-ME: PERSONALIZED NUTRIENT-BASED MEAL RECOMMENDATIONS Our personalized nutrient-based meal recommendation system, Yum-me, operates over a given inventory of food items and suggests the items that will  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/3072614">doi:10.1145/3072614</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/30464375">pmid:30464375</a> <a target="_blank" rel="external noopener" href="https://pubmed.ncbi.nlm.nih.gov/PMC6242282/">pmcid:PMC6242282</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/vecetywpu5cw3njwnfs3m4anze">fatcat:vecetywpu5cw3njwnfs3m4anze</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170618164553/http://www.cs.cornell.edu/~ylongqi/paper/YangYumme.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/cc/fe/ccfe9c9334ddf0298a6f83e64a365680b5222c11.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/3072614"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> acm.org </button> </a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6242282" title="pubmed link"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> pubmed.gov </button> </a>

Design and Development of Diabetes Management System Using Machine Learning

Robert A. Sowah, Adelaide A. Bampoe-Addo, Stephen K. Armoo, Firibu K. Saalia, Francis Gatsi, Baffour Sarkodie-Mensah
<span title="2020-07-16">2020</span> <i title="Hindawi Limited"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/ln45xhi4ybgj3ewra3qnilaxdi" style="color: black;">International Journal of Telemedicine and Applications</a> </i> &nbsp;
The system recommended meals to meet the calorific needs of users successfully using KNN (with k=5) and answered questions asked in a human-like way.  ...  a meal is recommended for consumption; implementing K-Nearest Neighbour (KNN) algorithm to recommend meals; using cognitive sciences to build a diabetes question and answer chatbot; tracking user activity  ...  [23] proposed Yum-me, a personalized nutrient-based meal recommender system designed to meet individuals' nutritional expectations, dietary restrictions, and fine-grained food preferences.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1155/2020/8870141">doi:10.1155/2020/8870141</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/32724304">pmid:32724304</a> <a target="_blank" rel="external noopener" href="https://pubmed.ncbi.nlm.nih.gov/PMC7381989/">pmcid:PMC7381989</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/x6r2srgjejbvffggtonikkbuye">fatcat:x6r2srgjejbvffggtonikkbuye</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200718013651/http://downloads.hindawi.com/journals/ijta/2020/8870141.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/07/be/07be4dcdc4eb92c94260ea0c107eaa07e8e2f5da.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1155/2020/8870141"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> hindawi.com </button> </a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7381989" title="pubmed link"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> pubmed.gov </button> </a>

New Contextual Collaborative Filtering System with Application to Personalized Healthy Nutrition Education

Hanane Zitouni, Souham Meshoul, Chaker Mezioud
<span title="">2020</span> <i title="Elsevier BV"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/o63dl5tt4rchrgx6avnqabwxd4" style="color: black;">Journal of King Saud University: Computer and Information Sciences</a> </i> &nbsp;
Indeed, we propose a personalized Healthy and Tasty application (H&T) that generates items based on 2DCCRS framework to guide the user toward the healthy and tasty meals that best meet his needs.  ...  This paper deals with context aware collaborative RS and presents a double contribution that consists of a two Dimensions Contextual Collaborative Recommender System (2DCCRS) and a related application.  ...  health status.Yum-me [42] , a personalized nutrient-based meal recommendation system designed to meet the nutritional requirements of individuals, and fine-grain food preferences.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.jksuci.2020.04.012">doi:10.1016/j.jksuci.2020.04.012</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/upsrrslncrdrvatxw6ly5qd6xu">fatcat:upsrrslncrdrvatxw6ly5qd6xu</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200429045706/https://pdf.sciencedirectassets.com/280416/AIP/1-s2.0-S1319157820303475/main.pdf?X-Amz-Security-Token=IQoJb3JpZ2luX2VjELz%2F%2F%2F%2F%2F%2F%2F%2F%2F%2FwEaCXVzLWVhc3QtMSJHMEUCIAGcE4FLzx4HDwcb6IXEkB3hnn0Ti7Jn%2BS2ecam%2BrZL0AiEAtFYoe%2F6g5YPjOL0yPwPS6dc%2Bitk%2FEltS96hR3AAFsxYqvQMI5f%2F%2F%2F%2F%2F%2F%2F%2F%2F%2FARADGgwwNTkwMDM1NDY4NjUiDP4ExkRjWzPFoL7GMSqRA9B7dbeQAOAud7MHM6Hr2h%2B1q2VydTrLpl6Xcn7S9wOzFiZrN%2FsMo7Vg8HVU7FfFD1R0P6S6Ws2m7mBlE2KW8JdeIEgSmrS57ImSCi47oM1Y3PgyzhZ0qNrhScSh7ERBHLff0uig2cl2WMkusDtxZ6Rx2m%2F3x4%2FFKrBo4wW%2BXtjEvtCPKA0T%2Fc2E1z84NhjMp8bDfQWarmO%2BntJ6zjq3U8YMoXWGBzlrVuBGPgw7GTDLSPRg4yzSdLrGRhI1eLKeybvlnY%2Fq%2B6eOhRVAVUdTL6UyMvK6WDFsS7LsUBPN%2Fbr825EQadxTP2HQV2AcCui3yCmGsbgmz3LHqw5Ez0nV8yTmjycTNN0VlLoaolxMGSFZNZ0GDnSMccCPXnHAf2LFfMdyXLip3KGJwFSD6bGKeilIdl6plNTdC1qFLJxMRGp7KB228%2Fi9aQNdlgBK%2B8t3Hp1achVXrlX6CxUVSLB%2FPkupQTSgayY5H9IEgWIxejfpZyaJo7rnq00cnnkp5KI%2FGrP6A%2BncOitCZDFMLfKLzrkFMJn4o%2FUFOusB%2BHO%2BEfulCPvOqexqaP44vkgEyHCE4wMDj%2FmicactHtUtAa%2B0X5pO%2BBTDoXEKPlTJgH5OjoB52bPKIn%2FRH9XIojkFxuKfRHeZkmRHUtVL0a%2FJkGq0B6IIRBwsFeG2okrNfNPivk00MxMKev24FJXqPAGMc3gyqPw3SVJauXoLpINix%2FcHfBXBkTWCvpDk8bjs6oV0fW3WEPN%2B9G2WW1Nxyh9JU6Jk7787KlKazr4nAdMyqFnFuSjNcjTo3hxTf1Kv9ouCMdwjyVkRMgtzs0d8u2FfAkVnU5%2BUeQoHBKqK9l%2FSfHh0U%2FubULYzDA%3D%3D&amp;X-Amz-Algorithm=AWS4-HMAC-SHA256&amp;X-Amz-Date=20200429T045702Z&amp;X-Amz-SignedHeaders=host&amp;X-Amz-Expires=300&amp;X-Amz-Credential=ASIAQ3PHCVTY2FDVIHFW%2F20200429%2Fus-east-1%2Fs3%2Faws4_request&amp;X-Amz-Signature=0bb138c67b8c81b967921d109917162ee18f97b2094b5fcea3b7e63302407ca0&amp;hash=df80b2d18c787c8a52c9005daf461034c3d71d472651416fd7cd7e6ce21798d6&amp;host=68042c943591013ac2b2430a89b270f6af2c76d8dfd086a07176afe7c76c2c61&amp;pii=S1319157820303475&amp;tid=spdf-8bef45cb-0183-4183-bc73-539be8af3811&amp;sid=04abab01313af041e41b869486defb051cb5gxrqa&amp;type=client" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.jksuci.2020.04.012"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> elsevier.com </button> </a>

Food Recommender Systems: Important Contributions, Challenges and Future Research Directions [article]

Christoph Trattner, David Elsweiler
<span title="2017-11-10">2017</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
Attaining cooking inspiration via digital sources is becoming evermore popular; as are systems, which recommend other types of food, such as meals in restaurants or products in supermarkets.  ...  as food recommendation systems for groups of users or systems which promote healthy eating.  ...  Lastly, 20 meal recommendations were generated of which 10 were shown in a random order and 10 as proposed by the the authors' "Yum-me" algorithm.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1711.02760v2">arXiv:1711.02760v2</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/3o6oyahtfbecho5whl6zoy7n4a">fatcat:3o6oyahtfbecho5whl6zoy7n4a</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200924201414/https://arxiv.org/pdf/1711.02760v2.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/75/ea/75ea206e14f38d39d35dbb20d8bdf47db0b69774.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1711.02760v2" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

Systematic Review of Nutritional Recommendation Systems

Iñigo Orue-Saiz, Miguel Kazarez, Amaia Mendez-Zorrilla
<span title="2021-12-17">2021</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/smrngspzhzce7dy6ofycrfxbim" style="color: black;">Applied Sciences</a> </i> &nbsp;
There are many apps created to count calories based on what we eat, or to estimate calorie consumption according to the sport we do, or to recommend recipes, but very few are capable of giving personalized  ...  This review tries to see what studies exist and what recommendation systems are used for this purpose, over the last 5 years in the main databases.  ...  [28] Towards a transfer learning approach to food recommendations through 2019 Pakistan Normal (Healthy) Everybody Food Content-based N/O food images [29] Yum-Me: A Personalized Nutrient-Based Meal Recommender  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/app112412069">doi:10.3390/app112412069</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/ekdtmwaikba2lov4ldkna57xnq">fatcat:ekdtmwaikba2lov4ldkna57xnq</a> </span>
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