{"id":14840,"date":"2019-06-26T13:53:43","date_gmt":"2019-06-26T17:53:43","guid":{"rendered":"http:\/\/bangla.salearningschool.com\/recent-posts\/projects-research-association-analysis-with-deep-learning\/"},"modified":"2020-02-08T09:30:41","modified_gmt":"2020-02-08T14:30:41","slug":"projects-research-association-analysis-with-deep-learning","status":"publish","type":"post","link":"http:\/\/bangla.sitestree.com\/?p=14840","title":{"rendered":"Projects\/Research: Association Analysis with Deep Learning"},"content":{"rendered":"<p>Association Analysis using Deep Learning (Association concepts are provided in the URLs near the end)<br \/>\n&#8212;<\/p>\n<p>Use of Deep Learning to Examine the Association of the Built Environment With Prevalence of Neighborhood Adult Obesity<br \/>\n<a href=\"https:\/\/jamanetwork.com\/journals\/jamanetworkopen\/fullarticle\/2698635\">https:\/\/jamanetwork.com\/journals\/jamanetworkopen\/fullarticle\/2698635<\/a><\/p>\n<p>yanbeic\/Deep-Association-Learning<br \/>\n<a href=\"https:\/\/github.com\/yanbeic\/Deep-Association-Learning\">https:\/\/github.com\/yanbeic\/Deep-Association-Learning<\/a><br \/>\nTensorflow Implementation of the paper Chen et al. Deep Association Learning for Unsupervised Video Person Re-identification. BMVC2018. You may refer to our poster for a quick overview.<\/p>\n<p>Intruder Detection Using Deep Learning and Association Rule Mining<br \/>\n<a href=\"https:\/\/ieeexplore.ieee.org\/document\/7876395\">https:\/\/ieeexplore.ieee.org\/document\/7876395<\/a><\/p>\n<p>Deep Association Learning for Unsupervised Video Person Re-identification<br \/>\n<a href=\"https:\/\/arxiv.org\/abs\/1808.07301\">https:\/\/arxiv.org\/abs\/1808.07301<\/a><\/p>\n<p>Data Association for Multi-Object Tracking via Deep Neural Networks<br \/>\nKwangjin Yoon,1 Du Yong Kim,2 Young-Chul Yoon,1 and Moongu Jeon1,*<br \/>\n<a href=\"https:\/\/www.ncbi.nlm.nih.gov\/pmc\/articles\/PMC6387419\/\">https:\/\/www.ncbi.nlm.nih.gov\/pmc\/articles\/PMC6387419\/<\/a><\/p>\n<p>A Deep-learning Model May Help Predict Lung Cancer Survival and Outcomes<br \/>\n<a href=\"https:\/\/www.aacr.org\/Newsroom\/Pages\/News-Release-Detail.aspx?ItemID=1311\">https:\/\/www.aacr.org\/Newsroom\/Pages\/News-Release-Detail.aspx?ItemID=1311<\/a><\/p>\n<p>Association Learning Via Deep Neural Networks<br \/>\n<a href=\"https:\/\/digitalcommons.usu.edu\/etd\/7028\/\">https:\/\/digitalcommons.usu.edu\/etd\/7028\/<\/a><\/p>\n<p>The association between deep learning approach and case based learning<br \/>\n<a href=\"https:\/\/www.ncbi.nlm.nih.gov\/pmc\/articles\/PMC6460538\/\">https:\/\/www.ncbi.nlm.nih.gov\/pmc\/articles\/PMC6460538\/<\/a><\/p>\n<p>Exemplar-Driven Top-Down Saliency Detection via Deep Association<br \/>\n<a href=\"https:\/\/ieeexplore.ieee.org\/document\/7780986\">https:\/\/ieeexplore.ieee.org\/document\/7780986<\/a><br \/>\n&#8212;<\/p>\n<p>Github Projects:<br \/>\nTensorflow Implementation of the paper Chen et al. Deep Association Learning for Unsupervised Video Person Re-identification. BMVC2018. You may refer to our poster for a quick overview.<br \/>\n<a href=\"https:\/\/github.com\/yanbeic\/Deep-Association-Learning\">https:\/\/github.com\/yanbeic\/Deep-Association-Learning<\/a><\/p>\n<p>haeusser\/learning_by_association<br \/>\nThis repository contains code for the paper Learning by Association &#8211; A versatile semi-supervised training method for neural networks (CVPR 2017) and the follow-up work Associative Domain Adaptation (ICCV 2017).<br \/>\n<a href=\"https:\/\/github.com\/haeusser\/learning_by_association\">https:\/\/github.com\/haeusser\/learning_by_association<\/a><\/p>\n<p>&#8212;<br \/>\nConcept:<br \/>\nComplete guide to Association Rules (1\/2)<br \/>\n<a href=\"https:\/\/towardsdatascience.com\/association-rules-2-aa9a77241654\">https:\/\/towardsdatascience.com\/association-rules-2-aa9a77241654<\/a><\/p>\n<p>Association Analysis<br \/>\n<a href=\"https:\/\/www.coursera.org\/lecture\/big-data-machine-learning\/association-analysis-oUPXf\">https:\/\/www.coursera.org\/lecture\/big-data-machine-learning\/association-analysis-oUPXf<\/a><\/p>\n<p>Association Rule<br \/>\n<a href=\"https:\/\/www.geeksforgeeks.org\/association-rule\/\">https:\/\/www.geeksforgeeks.org\/association-rule\/<\/a><\/p>\n<p>MachineX: Layman&#8217;s Guide to Association Rule Learning<br \/>\n<a href=\"https:\/\/dzone.com\/articles\/machinex-laymans-guide-to-association-rule-learnin\">https:\/\/dzone.com\/articles\/machinex-laymans-guide-to-association-rule-learnin<\/a><\/p>\n<p>MachineX: Why No One Uses an Apriori Algorithm for Association Rule Learning<br \/>\n<a href=\"https:\/\/dzone.com\/articles\/machinex-why-no-one-uses-apriori-algorithm-for-ass\">https:\/\/dzone.com\/articles\/machinex-why-no-one-uses-apriori-algorithm-for-ass<\/a><\/p>\n<p>Association rule learning<br \/>\n<a href=\"https:\/\/en.m.wikipedia.org\/wiki\/Association_rule_learning\">https:\/\/en.m.wikipedia.org\/wiki\/Association_rule_learning<\/a><\/p>\n<p>An Introduction to Deep Learning<br \/>\n<a href=\"https:\/\/towardsdatascience.com\/an-introduction-to-deep-learning-af63448c122c\">https:\/\/towardsdatascience.com\/an-introduction-to-deep-learning-af63448c122c<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Association Analysis using Deep Learning (Association concepts are provided in the URLs near the end) &#8212; Use of Deep Learning to Examine the Association of the Built Environment With Prevalence of Neighborhood Adult Obesity https:\/\/jamanetwork.com\/journals\/jamanetworkopen\/fullarticle\/2698635 yanbeic\/Deep-Association-Learning https:\/\/github.com\/yanbeic\/Deep-Association-Learning Tensorflow Implementation of the paper Chen et al. Deep Association Learning for Unsupervised Video Person Re-identification. BMVC2018. You &hellip; <\/p>\n<p><a class=\"more-link btn\" href=\"http:\/\/bangla.sitestree.com\/?p=14840\">Continue reading<\/a><\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[1910,182],"tags":[],"class_list":["post-14840","post","type-post","status-publish","format-standard","hentry","category-ai-ml-ds-rl-dl-nn-nlp-data-mining-optimization","category---blog","item-wrap"],"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"jetpack-related-posts":[{"id":78210,"url":"http:\/\/bangla.sitestree.com\/?p=78210","url_meta":{"origin":14840,"position":0},"title":"Model Selection for your Project","author":"Sayed","date":"May 21, 2025","format":false,"excerpt":"Potential Models \u2022 Statistical Models \u2022 Parametric and Non-Parametric \u2022 Mathematical Model (Optimization) \u2022 Machine Learning \u2022 Data Mining \u2022 Deep Learning \u2022 Reinforcement Learning \u2022 Graph Mining \u2022 NLP \u2022 Optimization \u2022 Genetic Algorithm \u2022Association \u2022Basket Association \u2022Apriori Algorithm \u2022Supervised \u2022Classification \u2022Regression \u2022Unsupervised \u2022Clustering\/Customer Segmentation \u2022Reinforcement \u2022Learn a policy\u2026","rel":"","context":"In &quot;Analytics and Machine Learning Project Development&quot;","block_context":{"text":"Analytics and Machine Learning Project Development","link":"http:\/\/bangla.sitestree.com\/?cat=1974"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/bangla.sitestree.com\/wp-content\/uploads\/2025\/05\/image-22.png?resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/bangla.sitestree.com\/wp-content\/uploads\/2025\/05\/image-22.png?resize=350%2C200 1x, https:\/\/i0.wp.com\/bangla.sitestree.com\/wp-content\/uploads\/2025\/05\/image-22.png?resize=525%2C300 1.5x, https:\/\/i0.wp.com\/bangla.sitestree.com\/wp-content\/uploads\/2025\/05\/image-22.png?resize=700%2C400 2x"},"classes":[]},{"id":25049,"url":"http:\/\/bangla.sitestree.com\/?p=25049","url_meta":{"origin":14840,"position":1},"title":"Dietary Patterns and Disease: Machine Learning, Deep Learning, Statistical Methods #Root","author":"Author-Check- Article-or-Video","date":"April 15, 2021","format":false,"excerpt":"Dietary Patterns and Disease: Machine Learning, Deep Learning, Statistical Methods ---- First the unusual one: Deep Learning and Tabular Data \"Tabular data is the most commonly used type of data in industry, but deep learning on tabular data receives far less attention than deep learning for computer vision and natural\u2026","rel":"","context":"In &quot;FromSitesTree.com&quot;","block_context":{"text":"FromSitesTree.com","link":"http:\/\/bangla.sitestree.com\/?cat=1917"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":78217,"url":"http:\/\/bangla.sitestree.com\/?p=78217","url_meta":{"origin":14840,"position":2},"title":"Model Selection","author":"Sayed","date":"May 21, 2025","format":false,"excerpt":"\u2022 Optimizations\/Machine Learning\/Data Mining\/Deep Learning\/Reinforcement Learning\/Graph Mining\/NLP\/Genetic Algorithms \u2022 Regression \u2022 Linear \u2022 Non-Linear \u2022 Classifications \u2022 Logistics Regression \u2022 Sigmoid : Binary \u2022 Softmax: Multi-Class \u2022 Bayes Classifier \u2022 SVM \u2022 Bayesian: Regression\/Classification \u2022 Clustering \u2022 K-NN \u2022 KNN+ \u2022 Kmeans, Hierarchical, Density \u2022Machine Learning\/Data Mining\/Deep Learning\/Reinforcement Learning\/Graph Mining\/NLP\u2026","rel":"","context":"In &quot;Analytics and Machine Learning Project Development&quot;","block_context":{"text":"Analytics and Machine Learning Project Development","link":"http:\/\/bangla.sitestree.com\/?cat=1974"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":76274,"url":"http:\/\/bangla.sitestree.com\/?p=76274","url_meta":{"origin":14840,"position":3},"title":"What are Association rule and APriori Algorithm. How to calculate the related measures.","author":"Sayed","date":"August 25, 2024","format":false,"excerpt":"Apriori[1]\u00a0is an\u00a0algorithm\u00a0for frequent item set mining and\u00a0association rule learning\u00a0over\u00a0relational databases. It proceeds by identifying the frequent individual items in the database and extending them to larger and larger item sets as long as those item sets appear sufficiently often in the database. The frequent item sets determined by Apriori can\u2026","rel":"","context":"In &quot;\u09ac\u09cd\u09b2\u0997 \u0964 Blog&quot;","block_context":{"text":"\u09ac\u09cd\u09b2\u0997 \u0964 Blog","link":"http:\/\/bangla.sitestree.com\/?cat=182"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/bangla.sitestree.com\/wp-content\/uploads\/2024\/08\/image-9.png?resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/bangla.sitestree.com\/wp-content\/uploads\/2024\/08\/image-9.png?resize=350%2C200 1x, https:\/\/i0.wp.com\/bangla.sitestree.com\/wp-content\/uploads\/2024\/08\/image-9.png?resize=525%2C300 1.5x"},"classes":[]},{"id":14751,"url":"http:\/\/bangla.sitestree.com\/?p=14751","url_meta":{"origin":14840,"position":4},"title":"Applications and Research on Reinforcement Learning","author":"Sayed","date":"May 3, 2019","format":false,"excerpt":"\"WHAT ARE MAJOR REINFORCEMENT LEARNING ACHIEVEMENTS & PAPERS FROM 2018?\" Reference: https:\/\/www.topbots.com\/most-important-ai-reinforcement-learning-research\/#ai-rl-paper-2018-10 \" Soft Actor-Critic: Off-Policy Maximum Entropy Deep Reinforcement Learning with a Stochastic Actor IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures Temporal Difference Models: Model-Free Deep RL for Model-Based Control Addressing Function Approximation Error in Actor-Critic Methods\u2026","rel":"","context":"In &quot;\u09ac\u09cd\u09b2\u0997 \u0964 Blog&quot;","block_context":{"text":"\u09ac\u09cd\u09b2\u0997 \u0964 Blog","link":"http:\/\/bangla.sitestree.com\/?cat=182"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":78251,"url":"http:\/\/bangla.sitestree.com\/?p=78251","url_meta":{"origin":14840,"position":5},"title":"Threat To Validity for Your Data Analytics Projects","author":"Sayed","date":"May 22, 2025","format":false,"excerpt":"\u2022Internal \u2022External \u2022Construct \u2022Statistical Conclusion \u2022Internal: Informative variable missing. Bring data from other sources \u2022External: Fixation variable make the result perfect. Model may not generalize \u2022Construct: Class imbalance affects outcome badly \u2022Statistical Conclusion: Based on the statistical measure used, the conclusion can be incorrect. \u2022Data Mining: Association: Support, Confidence, and\u2026","rel":"","context":"In &quot;Analytics and Machine Learning Project Development&quot;","block_context":{"text":"Analytics and Machine Learning Project Development","link":"http:\/\/bangla.sitestree.com\/?cat=1974"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/bangla.sitestree.com\/wp-content\/uploads\/2025\/05\/image-43.png?resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/bangla.sitestree.com\/wp-content\/uploads\/2025\/05\/image-43.png?resize=350%2C200 1x, https:\/\/i0.wp.com\/bangla.sitestree.com\/wp-content\/uploads\/2025\/05\/image-43.png?resize=525%2C300 1.5x"},"classes":[]}],"_links":{"self":[{"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=\/wp\/v2\/posts\/14840","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=14840"}],"version-history":[{"count":1,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=\/wp\/v2\/posts\/14840\/revisions"}],"predecessor-version":[{"id":16825,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=\/wp\/v2\/posts\/14840\/revisions\/16825"}],"wp:attachment":[{"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=14840"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=14840"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=14840"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}