{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,2]],"date-time":"2026-05-02T06:18:58Z","timestamp":1777702738425,"version":"3.51.4"},"reference-count":27,"publisher":"SAGE Publications","issue":"3","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IFS"],"published-print":{"date-parts":[[2019,3,26]]},"DOI":"10.3233\/jifs-169910","type":"journal-article","created":{"date-parts":[[2019,2,8]],"date-time":"2019-02-08T11:35:29Z","timestamp":1549625729000},"page":"1987-1995","source":"Crossref","is-referenced-by-count":14,"title":["Pair wise training for stacked convolutional autoencoders using small scale images"],"prefix":"10.1177","volume":"36","author":[{"given":"Aiswarya S.","family":"Kumar","sequence":"first","affiliation":[{"name":"Department of Computer Science and Engineering, Amrita Vishwa Vidyapeetham, Amritapuri, India"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jyothisha J.","family":"Nair","sequence":"additional","affiliation":[{"name":"Department of Computer Science and Engineering, Amrita Vishwa Vidyapeetham, Amritapuri, India"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"179","reference":[{"key":"10.3233\/JIFS-169910_ref1","first-page":"493","volume-title":"Proceedings of the 3rd International Conference on Frontiers of Intelligent Computing: Theory and Applications (FICTA)","author":"Anil","year":"2015"},{"key":"10.3233\/JIFS-169910_ref2","first-page":"153","article-title":"Greedy layerwise training of deep networks","author":"Bengio","year":"2007","journal-title":"Advances in Neural Information Processing Systems"},{"key":"10.3233\/JIFS-169910_ref3","unstructured":"A. Brock , T. Lim , J. Ritchie and N. Weston , Freezeout: Accelerate training by progressively freezing layers, Paper presented at 10th NIPS Workshop on Optimization for Machine Learning, United States, 2017."},{"key":"10.3233\/JIFS-169910_ref4","doi-asserted-by":"crossref","unstructured":"M. Chen , X. Shi , Y. Zhang , D. Wu and M. Guizani , Deep features learning for medical image analysis with convolu-tional autoencoder neural network, IEEE Transactions on Big Data 1 (2017).","DOI":"10.1109\/TBDATA.2017.2717439"},{"issue":"4","key":"10.3233\/JIFS-169910_ref5","doi-asserted-by":"crossref","first-page":"1017","DOI":"10.1109\/TCYB.2016.2536638","article-title":"Stacked convolutional denoising auto-encoders for feature representation","volume":"47","author":"Du","year":"2017","journal-title":"IEEE Transactions on Cybernetics"},{"key":"10.3233\/JIFS-169910_ref6","first-page":"153","article-title":"The difficulty of training deep architectures and the effect of unsupervised pre-training","author":"Erhan","year":"2009","journal-title":"Proceedings of the 12th International Conference on Artificial Intelligence and Statistics"},{"key":"10.3233\/JIFS-169910_ref7","first-page":"249","article-title":"Understanding the difficulty of training deep feedforward neural networks","author":"Glorot","year":"2010","journal-title":"Proceedings of the 13th International Conference on Artificial Intelligence and Statistics"},{"issue":"5786","key":"10.3233\/JIFS-169910_ref8","doi-asserted-by":"crossref","first-page":"504","DOI":"10.1126\/science.1127647","article-title":"Reducing the dimensionality of data with neural networks","volume":"313","author":"Hinton","year":"2006","journal-title":"Science"},{"issue":"7","key":"10.3233\/JIFS-169910_ref9","doi-asserted-by":"crossref","first-page":"1527","DOI":"10.1162\/neco.2006.18.7.1527","article-title":"A fast learning algorithm for deep belief nets","volume":"18","author":"Hinton","year":"2006","journal-title":"Neural computation"},{"key":"10.3233\/JIFS-169910_ref10","volume-title":"IoT and Cognitive Computing","author":"Hwang","year":"2017"},{"key":"10.3233\/JIFS-169910_ref11","first-page":"16","article-title":"Dense image labeling using deep convolutional neural networks","author":"Islam","year":"2016","journal-title":"13th IEEE Conference on Computer and Robot Vision (CRV)"},{"key":"10.3233\/JIFS-169910_ref12","first-page":"75","volume-title":"Proceedings of 2nd International Conference on Computer and Communication Technologies","author":"Jagadeesh","year":"2016"},{"key":"10.3233\/JIFS-169910_ref13","unstructured":"M. Kulkarni and S. Karande , Layer-wise training of deep networks using kernel similarity, 2017, arXiv preprint arXiv: 1703.07115."},{"key":"10.3233\/JIFS-169910_ref14","doi-asserted-by":"crossref","first-page":"377","DOI":"10.1007\/978-981-10-3611-8_31","volume-title":"International Conference on Bio-Inspired Computing-Theories and Applications","author":"Liu","year":"2016"},{"key":"10.3233\/JIFS-169910_ref15","unstructured":"A. Makhzani and B. Frey , A winner-take-all method for training sparse convolutional autoencoders, Neural Information Processing Systems (NIPS) Deep Learning Workshop (2014)."},{"key":"10.3233\/JIFS-169910_ref16","unstructured":"X.J. Mao , C. Shen and Y.B. Yang , Image restoration using convolutional auto-encoders with symmetric skip connections, Advances in Neural Information Processing Systems(NIPS), 2016."},{"key":"10.3233\/JIFS-169910_ref17","first-page":"52","article-title":"Stacked convolutional auto-encoders for hierarchical feature extraction","author":"Masci","year":"2011","journal-title":"International Conference on Artificial Neural Networks and Machine Learning(ICANN)"},{"key":"10.3233\/JIFS-169910_ref18","first-page":"1","article-title":"Deep model for classification of hyperspectral image using restricted boltzmann machine","author":"Midhun","year":"2014","journal-title":"Proceedings of the 2014 International Conference on Interdisciplinary Advances in Applied Computing, ACM"},{"issue":"7","key":"10.3233\/JIFS-169910_ref19","doi-asserted-by":"crossref","first-page":"502","DOI":"10.14569\/IJACSA.2017.080769","article-title":"Ladder Networks: Learning under massive label deficit","volume":"8","author":"Mirza","year":"2017","journal-title":"International Journal of Advanced Computer Science and Applications"},{"key":"10.3233\/JIFS-169910_ref20","unstructured":"A. Rasmus , T. Raiko and H. Valpola , Denoising autoencoder with modulated lateral connections learns invariant representations of natural images, 2015, arXiv preprint arXiv: 1412.7210."},{"key":"10.3233\/JIFS-169910_ref21","first-page":"3546","article-title":"Semi-supervised learning with ladder networks","author":"Rasmus","year":"2015","journal-title":"Advances in Neural Information Processing Systems"},{"key":"10.3233\/JIFS-169910_ref22","doi-asserted-by":"crossref","first-page":"275","DOI":"10.1007\/978-3-319-24069-5_26","volume-title":"Computational Collective Intelligence","author":"Rueda-Plata","year":"2015"},{"key":"10.3233\/JIFS-169910_ref23","first-page":"475","volume-title":"The International Symposium on Intelligent Systems Technologies and Applications","author":"Sahla","year":"2016"},{"key":"10.3233\/JIFS-169910_ref24","first-page":"3738","article-title":"Ladder variational autoencoders","author":"Sonderby","year":"2016","journal-title":"Advances in Neural Information Processing Systems"},{"key":"10.3233\/JIFS-169910_ref25","doi-asserted-by":"crossref","unstructured":"V. Turchenko , E. Chalmers and A. Luczak , A deep convolutional auto-encoder with pooling-unpooling layers in caffe, 2017, arXiv preprint arXiv: 1701.04949.","DOI":"10.1109\/IDAACS.2017.8095172"},{"key":"10.3233\/JIFS-169910_ref26","first-page":"3371","article-title":"Stacked denoising autoencoders: Learning useful representations in a deep network with a local denoising criterion","volume":"11","author":"Vincent","year":"2010","journal-title":"Journal of Machine Learning Research"},{"key":"10.3233\/JIFS-169910_ref27","unstructured":"M.D. Zeiler, Adadelta: An adaptive learning rate method, Technical report, 2012."}],"container-title":["Journal of Intelligent & Fuzzy Systems"],"original-title":[],"link":[{"URL":"https:\/\/content.iospress.com\/download?id=10.3233\/JIFS-169910","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,4,29]],"date-time":"2026-04-29T09:36:48Z","timestamp":1777455408000},"score":1,"resource":{"primary":{"URL":"https:\/\/journals.sagepub.com\/doi\/full\/10.3233\/JIFS-169910"}},"subtitle":[],"editor":[{"given":"Sabu M.","family":"Thampi","sequence":"additional","affiliation":[],"role":[{"role":"editor","vocabulary":"crossref"}]},{"given":"El-Sayed M.","family":"El-Alfy","sequence":"additional","affiliation":[],"role":[{"role":"editor","vocabulary":"crossref"}]}],"short-title":[],"issued":{"date-parts":[[2019,3,26]]},"references-count":27,"journal-issue":{"issue":"3"},"URL":"https:\/\/doi.org\/10.3233\/jifs-169910","relation":{},"ISSN":["1064-1246","1875-8967"],"issn-type":[{"value":"1064-1246","type":"print"},{"value":"1875-8967","type":"electronic"}],"subject":[],"published":{"date-parts":[[2019,3,26]]}}}