{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2024,10,30]],"date-time":"2024-10-30T15:04:17Z","timestamp":1730300657030,"version":"3.28.0"},"reference-count":15,"publisher":"IEEE","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2018,10]]},"DOI":"10.1109\/tencon.2018.8650070","type":"proceedings-article","created":{"date-parts":[[2019,3,18]],"date-time":"2019-03-18T17:10:38Z","timestamp":1552929038000},"page":"0651-0656","source":"Crossref","is-referenced-by-count":5,"title":["On the Difficulty of DNN Hyperparameter Optimization Using Learning Curve Prediction"],"prefix":"10.1109","author":[{"given":"Daeyoung","family":"Choi","sequence":"first","affiliation":[]},{"given":"Hyunghun","family":"Cho","sequence":"additional","affiliation":[]},{"given":"Wonjong","family":"Rhee","sequence":"additional","affiliation":[]}],"member":"263","reference":[{"key":"ref10","first-page":"3460","article-title":"Speeding up automatic hyperparameter optimization of deep neural networks by extrapolation of learning curves","volume":"15","author":"domhan","year":"2015","journal-title":"IJCAI"},{"journal-title":"Learning curve prediction with bayesian neural networks","year":"2016","author":"klein","key":"ref11"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1145\/3097983.3098043"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/5.726791"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1023\/A:1010933404324"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/4235.585893"},{"key":"ref4","first-page":"115","article-title":"Making a science of model search: Hyperparameter optimization in hundreds of dimensions for vision architectures","volume":"28","author":"bergstra","year":"2013","journal-title":"ICMLA (1)"},{"key":"ref3","doi-asserted-by":"crossref","first-page":"507","DOI":"10.1007\/978-3-642-25566-3_40","article-title":"Sequential model-based optimization for general algorithm configuration","author":"hutter","year":"2011","journal-title":"International Conference on Learning and Intelligent Optimization Springer"},{"key":"ref6","article-title":"Designing neural network architectures using reinforcement learning","author":"baker","year":"2016","journal-title":"arXiv preprint arXiv 1611 02167"},{"journal-title":"Accelerating neural architecture search using performance prediction","year":"2018","author":"baker","key":"ref5"},{"key":"ref8","article-title":"Efficient neural architecture search via parameter sharing","author":"pham","year":"2018","journal-title":"arXiv preprint arxiv 1802 05807"},{"key":"ref7","article-title":"Neural architecture search with reinforcement learning","author":"zoph","year":"2016","journal-title":"arXiv preprint arXiv 1611 01578"},{"key":"ref2","first-page":"2951","article-title":"Practical bayesian optimization of machine learning algorithms","author":"snoek","year":"2012","journal-title":"Advances in neural information processing systems"},{"key":"ref1","first-page":"281","article-title":"Random search for hyper-parameter optimization","volume":"13","author":"bergstra","year":"2012","journal-title":"Journal of Machine Learning Research"},{"key":"ref9","article-title":"Large-scale evolution of image classifiers","author":"real","year":"2017","journal-title":"arXiv preprint arXiv 1703 01281"}],"event":{"name":"TENCON 2018 - 2018 IEEE Region 10 Conference","start":{"date-parts":[[2018,10,28]]},"location":"Jeju, Korea (South)","end":{"date-parts":[[2018,10,31]]}},"container-title":["TENCON 2018 - 2018 IEEE Region 10 Conference"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/8643125\/8650051\/08650070.pdf?arnumber=8650070","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,8,24]],"date-time":"2020-08-24T01:36:00Z","timestamp":1598232960000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/8650070\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018,10]]},"references-count":15,"URL":"https:\/\/doi.org\/10.1109\/tencon.2018.8650070","relation":{},"subject":[],"published":{"date-parts":[[2018,10]]}}}