{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,15]],"date-time":"2026-05-15T16:07:33Z","timestamp":1778861253859,"version":"3.51.4"},"reference-count":75,"publisher":"SAGE Publications","issue":"5","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IDA"],"published-print":{"date-parts":[[2016,9,18]]},"DOI":"10.3233\/ida-160855","type":"journal-article","created":{"date-parts":[[2016,9,20]],"date-time":"2016-09-20T11:04:56Z","timestamp":1474369496000},"page":"1021-1059","source":"Crossref","is-referenced-by-count":20,"title":["Data reduction for classification with ant colony algorithms"],"prefix":"10.1177","volume":"20","author":[{"given":"Khalid M.","family":"Salama","sequence":"first","affiliation":[{"name":"School of Computing, University of Kent, Canterbury, UK"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ashraf M.","family":"Abdelbar","sequence":"additional","affiliation":[{"name":"Department of Mathematics and Computer Science, Brandon University, Brandon, Manitoba, Canada"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ismail M.","family":"Anwar","sequence":"additional","affiliation":[{"name":"Department of Computer Science and Engineering, American University in Cairo, Cairo, Egypt"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"179","reference":[{"issue":"3","key":"10.3233\/IDA-160855_ref1","doi-asserted-by":"crossref","first-page":"392","DOI":"10.1093\/bioinformatics\/btp630","article-title":"Robust biomarker identification for cancer diagnosis with ensemble feature selection methods","volume":"26","author":"Abeel","year":"2010","journal-title":"Bioinformatics"},{"key":"10.3233\/IDA-160855_ref2","doi-asserted-by":"crossref","DOI":"10.1007\/978-94-017-2053-3","volume-title":"Lazy Learning","author":"Aha","year":"1997"},{"issue":"1","key":"10.3233\/IDA-160855_ref3","doi-asserted-by":"crossref","first-page":"37","DOI":"10.1007\/BF00153759","article-title":"Instance-based learning algorithms","volume":"6","author":"Aha","year":"1991","journal-title":"Machine Learning"},{"issue":"2","key":"10.3233\/IDA-160855_ref4","doi-asserted-by":"crossref","first-page":"599","DOI":"10.1016\/j.asoc.2008.08.002","article-title":"Bankruptcy prediction modeling with hybrid case-based reasoning and genetic algorithms approach","volume":"9","author":"Ahn","year":"2009","journal-title":"Applied Soft Computing"},{"key":"10.3233\/IDA-160855_ref5","doi-asserted-by":"crossref","unstructured":"Anwar I.M., Salama K.M. and Abdelbar A.M., ADR-Miner: An ant-based data reduction algorithm for classification, in: Proceedings IEEE Congress on Evolutionary Computation (CEC'15) (2015).","DOI":"10.1109\/CEC.2015.7256933"},{"key":"10.3233\/IDA-160855_ref6","unstructured":"Asuncion A. and Newman D.J., University of California at Irvine machine learning repository, URL: http:\/\/www.ics.uci. edu\/mlearn\/MLRepository.html, 2007."},{"issue":"4","key":"10.3233\/IDA-160855_ref7","doi-asserted-by":"crossref","first-page":"537","DOI":"10.1109\/72.298224","article-title":"Using mutual information for selecting features in supervised neural net learning","volume":"5","author":"Battiti","year":"1994","journal-title":"IEEE Transactions on Neural Networks"},{"issue":"2","key":"10.3233\/IDA-160855_ref8","doi-asserted-by":"crossref","first-page":"153","DOI":"10.1023\/A:1014043630878","article-title":"Advances in instance selection for instance-based learning algorithms","volume":"6","author":"Brighton","year":"2002","journal-title":"Data Mining and Knowledge Discovery"},{"issue":"1","key":"10.3233\/IDA-160855_ref9","doi-asserted-by":"crossref","first-page":"16","DOI":"10.1016\/j.compeleceng.2013.11.024","article-title":"A survey on feature selection methods","volume":"40","author":"Chandrashekar","year":"2014","journal-title":"Computers and Electrical Engineering"},{"issue":"3","key":"10.3233\/IDA-160855_ref10","doi-asserted-by":"crossref","first-page":"226","DOI":"10.1016\/j.patrec.2009.10.013","article-title":"A rough set approach to feature selection based on ant colony optimization","volume":"31","author":"Chen","year":"2010","journal-title":"Pattern Recognition Letters"},{"key":"10.3233\/IDA-160855_ref11","doi-asserted-by":"crossref","unstructured":"Chomboon K., Chujai P., Teerarassamee P. and Kerdprasop K., An empirical study of distance metrics for k-nearest neighbor algorithm, in: Proceedings International Conference on Industrial Application Engineering (2015), 280-285.","DOI":"10.12792\/iciae2015.051"},{"issue":"1","key":"10.3233\/IDA-160855_ref12","doi-asserted-by":"crossref","first-page":"29","DOI":"10.1016\/j.compbiolchem.2007.09.005","article-title":"Improved binary PSO for feature selection using gene expression data","volume":"32","author":"Chuang","year":"2008","journal-title":"Computational Biology and Chemistry"},{"key":"10.3233\/IDA-160855_ref13","doi-asserted-by":"crossref","DOI":"10.1017\/CBO9780511801389","volume-title":"An Introduction to Support Vector Machines and Other Kernel-Based Learning Methods","author":"Cristianini","year":"2000"},{"issue":"5","key":"10.3233\/IDA-160855_ref14","doi-asserted-by":"crossref","first-page":"1383","DOI":"10.1109\/TSMCB.2012.2191953","article-title":"Integrating instance selection, instance weighting and feature weighting for nearest neighbor classifiers by coevolutionary algorithms","volume":"42","author":"Derrac","year":"2012","journal-title":"IEEE Transactions on Systems, Man and Cybernetics, Part B: Cybernetics"},{"issue":"2","key":"10.3233\/IDA-160855_ref15","doi-asserted-by":"crossref","first-page":"137","DOI":"10.1162\/106454699568728","article-title":"Ant algorithms for discrete optimization","volume":"5","author":"Dorigo","year":"1999","journal-title":"Artificial Life"},{"key":"10.3233\/IDA-160855_ref16","unstructured":"Dorigo M. and St\u00fctzle T., The ant colony optimization metaheuristic: Algorithms, applications, and advances, in: Handbook of Metaheuristics of OPRMS, Springer, New York, NY, USA, 57 (2003), 250-228."},{"key":"10.3233\/IDA-160855_ref17","doi-asserted-by":"crossref","DOI":"10.7551\/mitpress\/1290.001.0001","volume-title":"Ant Colony Optimization","author":"Dorigo","year":"2004"},{"key":"10.3233\/IDA-160855_ref18","first-page":"3133","article-title":"Do we need hundreds of classifiers to solve real world problems","volume":"15","author":"Fern\u00e1ndez-Delgado","year":"2014","journal-title":"Journal of Machine Learning Research"},{"key":"10.3233\/IDA-160855_ref19","doi-asserted-by":"crossref","first-page":"403","DOI":"10.1016\/B978-0-444-81892-8.50040-7","article-title":"Comparative study of techniques for large-scale feature selection","volume":"16","author":"Ferri","year":"1994","journal-title":"Machine Intelligence and Pattern Recognition"},{"key":"10.3233\/IDA-160855_ref20","first-page":"1531","article-title":"Fast binary feature selection with conditional mutual information","volume":"5","author":"Fleuret","year":"2004","journal-title":"Journal of Machine Learning Research"},{"key":"10.3233\/IDA-160855_ref21","first-page":"1289","article-title":"An extensive empirical study of feature selection metrics for text classification","volume":"3","author":"Foreman","year":"2003","journal-title":"Journal of Machine Learning Research"},{"issue":"8","key":"10.3233\/IDA-160855_ref22","doi-asserted-by":"crossref","first-page":"2693","DOI":"10.1016\/j.patcog.2008.02.006","article-title":"A memetic algorithm for evolutionary prototype selection: A scaling up approach","volume":"41","author":"Garcia","year":"2008","journal-title":"Pattern Recognition"},{"key":"10.3233\/IDA-160855_ref23","unstructured":"Garcia-Laencina P.J., Sancho-Gomez J.L., Figueiras-Vidal A.R. and Verleysen M., K-nearest neighbours based on mutual information for incomplete data classification, in: Proceedings European Symposium on Artificial Neural Networks (2008), 37-42."},{"key":"10.3233\/IDA-160855_ref24","first-page":"1157","article-title":"An introduction to variable and feature selection","volume":"3","author":"Guyon","year":"2003","journal-title":"Journal of Machine Learning Research"},{"key":"10.3233\/IDA-160855_ref25","volume-title":"Correlation-based feature selection for machine learning","author":"Hall","year":"1999"},{"issue":"6","key":"10.3233\/IDA-160855_ref26","doi-asserted-by":"crossref","first-page":"1437","DOI":"10.1109\/TKDE.2003.1245283","article-title":"Benchmarking attribute selection techniques for data mining","volume":"15","author":"Hall","year":"2003","journal-title":"IEEE Transactions on Knowledge and Data Engineering"},{"key":"10.3233\/IDA-160855_ref27","volume-title":"Data Mining: Concepts and Techniques","author":"Han","year":"2000"},{"key":"10.3233\/IDA-160855_ref28","volume-title":"Neural Networks and Learning Machines","author":"Haykin","year":"2008"},{"issue":"17","key":"10.3233\/IDA-160855_ref29","doi-asserted-by":"crossref","first-page":"2964","DOI":"10.1016\/j.ins.2009.04.012","article-title":"A method of learning weighted similarity function to improve the performance of nearest neighbor","volume":"179","author":"Jahromi","year":"2009","journal-title":"Information Sciences"},{"key":"10.3233\/IDA-160855_ref30","unstructured":"Jensen R. and Shen Q., Finding rough set reducts with ant colony optimization, in: Proceedings of the 2003 UK Workshop on Computational Intelligence (2003), 15-23."},{"key":"10.3233\/IDA-160855_ref31","unstructured":"Kira K. and Rendell L.A., The feature selection problem: Traditional methods and a new algorithm, Proceedings of Tenth National Conference on Artificial Intelligence (AAAI-92) (1992), 129-134."},{"key":"10.3233\/IDA-160855_ref32","unstructured":"Kononenko I., Estimating attributes: Analysis and extensions of RELIEF, in: Proceedings European Conference on Machine Learning (ECML'94), Lecture Notes in Computer Science, Bergadano F. and Raedt L., eds, Springer Berlin Heidelberg, 784 (1994), 171-182."},{"issue":"1","key":"10.3233\/IDA-160855_ref33","doi-asserted-by":"crossref","first-page":"143","DOI":"10.1109\/72.977291","article-title":"Input feature selection for classification problems","volume":"13","author":"Kwak","year":"2002","journal-title":"IEEE Transactions on Neural Networks"},{"issue":"4","key":"10.3233\/IDA-160855_ref34","doi-asserted-by":"crossref","first-page":"1106","DOI":"10.1109\/TCBB.2012.33","article-title":"A survey on filter techniques for feature selection in gene expression microarray analysis","volume":"9","author":"Lazar","year":"2012","journal-title":"ACM\/IEEE Transactions on Computational Biology and BioInformatics"},{"issue":"4","key":"10.3233\/IDA-160855_ref35","doi-asserted-by":"crossref","first-page":"503","DOI":"10.1109\/TEVC.2013.2281531","article-title":"Ant colony optimization for mixed-variable optimization problems","volume":"18","author":"Liao","year":"2014","journal-title":"IEEE Transactions on Evolutionary Computation"},{"key":"10.3233\/IDA-160855_ref36","doi-asserted-by":"crossref","DOI":"10.1201\/9781584888796","volume-title":"Computational Methods of Feature Selection","author":"Liu","year":"2007"},{"key":"10.3233\/IDA-160855_ref37","unstructured":"Liu H. and Setiono R., A probabilistic approach to feature selection: A filter solution, Proceedings of the 13th International Conference on Machine Learning (1996), 319-327."},{"issue":"2","key":"10.3233\/IDA-160855_ref38","doi-asserted-by":"crossref","first-page":"191","DOI":"10.1016\/S1672-6529(11)60020-6","article-title":"An improved particle swarm optimization for feature selection","volume":"8","author":"Liu","year":"2011","journal-title":"Journal of Bionic Engineering"},{"key":"10.3233\/IDA-160855_ref39","doi-asserted-by":"crossref","first-page":"651","DOI":"10.1109\/TEVC.2006.890229","article-title":"Classification with ant colony optimization","volume":"11","author":"Martens","year":"2007","journal-title":"IEEE Transactions on Evolutionary Computation"},{"issue":"1","key":"10.3233\/IDA-160855_ref40","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1007\/s10994-010-5216-5","article-title":"Editorial survey: Swarm intelligence for data mining","volume":"82","author":"Martens","year":"2011","journal-title":"Machine Learning"},{"key":"10.3233\/IDA-160855_ref41","unstructured":"Mladenic D. and Grobelnik M., Feature selection for unbalanced class distribution and naive Bayes, in: Proceedings International Conference on Machine Learning (ICML'99) (1999), 258-267."},{"issue":"9","key":"10.3233\/IDA-160855_ref42","doi-asserted-by":"crossref","first-page":"1932","DOI":"10.1016\/j.patcog.2008.11.018","article-title":"An improvement on floating search algorithms for feature subset selection","volume":"42","author":"Nakariyakul","year":"2009","journal-title":"Pattern Recognition"},{"issue":"6","key":"10.3233\/IDA-160855_ref43","doi-asserted-by":"crossref","first-page":"903","DOI":"10.1142\/S021800140300271X","article-title":"A methodology for feature selection using multiobjective genetic algorithms for handwritten digit string recognition","volume":"17","author":"Oliveira","year":"2003","journal-title":"International Journal of Pattern Recognition and Artificial Intelligence"},{"issue":"11","key":"10.3233\/IDA-160855_ref44","doi-asserted-by":"crossref","first-page":"3615","DOI":"10.1016\/j.asoc.2012.05.028","article-title":"Inducing decision trees with an ant colony optimization algorithm","volume":"12","author":"Otero","year":"2012","journal-title":"Applied Soft Computing"},{"key":"10.3233\/IDA-160855_ref45","doi-asserted-by":"crossref","unstructured":"Otero F.E., Freitas A.A. and Johnson C.G., Handling continuous attributes in ant colony classification algorithms, in: Proceedings IEEE Symposium on Computational Intelligence in Data Mining (CIDM'09) (2009), 225-231.","DOI":"10.1109\/CIDM.2009.4938653"},{"issue":"1","key":"10.3233\/IDA-160855_ref46","doi-asserted-by":"crossref","first-page":"64","DOI":"10.1109\/TEVC.2012.2185846","article-title":"A new sequential covering strategy for inducing classification rules with ant colony algorithms","volume":"17","author":"Otero","year":"2013","journal-title":"IEEE Transactions on Evolutionary Computation"},{"key":"10.3233\/IDA-160855_ref47","doi-asserted-by":"crossref","first-page":"1100","DOI":"10.1109\/TPAMI.2006.145","article-title":"Learning weighted metrics to minimize nearest-neighbor classification error","volume":"28","author":"Paredes","year":"2006","journal-title":"IEEE Transactions on Pattern Analysis and Machine Intelligence"},{"issue":"4","key":"10.3233\/IDA-160855_ref48","doi-asserted-by":"crossref","first-page":"321","DOI":"10.1109\/TEVC.2002.802452","article-title":"Data mining with an ant colony optimization algorithm","volume":"6","author":"Parpinelli","year":"2002","journal-title":"IEEE Transactions on Evolutionary Computation"},{"issue":"8","key":"10.3233\/IDA-160855_ref49","doi-asserted-by":"crossref","first-page":"1226","DOI":"10.1109\/TPAMI.2005.159","article-title":"Feature selection based on mutual information criteria of max-dependency, max-relevance and min-redundancy","volume":"27","author":"Peng","year":"2005","journal-title":"IEEE Transactions on Pattern Analysis and Machine Intelligence"},{"issue":"11","key":"10.3233\/IDA-160855_ref50","doi-asserted-by":"crossref","first-page":"1119","DOI":"10.1016\/0167-8655(94)90127-9","article-title":"Floating search methods in feature selection","volume":"15","author":"Pudil","year":"1994","journal-title":"Pattern Recognition Letters"},{"key":"10.3233\/IDA-160855_ref51","unstructured":"Punch W.F., Goodman E.D., Pei M., Chia-Shun L., Hovland P. and Enbody R., Further research on feature selection and classification using genetic algorithms, Proceedings International Conference on Genetic Algorithms (1993), 557-564."},{"key":"10.3233\/IDA-160855_ref52","volume-title":"C4.5: Programs for Machine Learning","author":"Quinlan","year":"1993"},{"key":"10.3233\/IDA-160855_ref53","unstructured":"Salama K.M. and Abdelbar A.M., A novel ant colony algorithm for building neural network topologies, in: 9th International Conference on Swarm Intelligence (ANTS'14), Lecture Notes in Computer Science, Springer, Berlin, Heidelberg, 8667 (2014), 1-12."},{"issue":"3-4","key":"10.3233\/IDA-160855_ref54","doi-asserted-by":"crossref","first-page":"149","DOI":"10.1007\/s11721-011-0057-9","article-title":"Multiple pheromone types and other extensions to the Ant-Miner classification rule discovery algorithm","volume":"5","author":"Salama","year":"2011","journal-title":"Swarm Intelligence"},{"issue":"2-3","key":"10.3233\/IDA-160855_ref55","doi-asserted-by":"crossref","first-page":"229","DOI":"10.1007\/s11721-013-0087-6","article-title":"Learning Bayesian network classifiers using ant colony optimization","volume":"7","author":"Salama","year":"2013","journal-title":"Swarm Intelligence"},{"key":"10.3233\/IDA-160855_ref56","unstructured":"Salama K.M. and Otero F.E.B., Learning multi-tree classification models with ant colony optimization, in: 6th International Conference on Evolutionary Computation Theory and Applications (ECTA'14), Lecture Notes in Computer Science, Springer, Berlin, Heidelberg, (2014)."},{"key":"10.3233\/IDA-160855_ref57","doi-asserted-by":"crossref","unstructured":"Salama K.M. and Freitas A.A., ABC-Miner+: Constructing Markov blanket classifiers with ant colony algorithms, Memetic Computing 6(3) (2014), 183-206.","DOI":"10.1007\/s12293-014-0138-6"},{"issue":"2","key":"10.3233\/IDA-160855_ref58","doi-asserted-by":"crossref","first-page":"233","DOI":"10.3233\/IDA-150715","article-title":"Ant colony algorithms for constructing Bayesian multi-net classifiers","volume":"19","author":"Salama","year":"2015","journal-title":"Intelligent Data Analysis"},{"key":"10.3233\/IDA-160855_ref59","doi-asserted-by":"crossref","first-page":"235","DOI":"10.1007\/s00521-007-0084-z","article-title":"An ant colony optimization algorithm for continuous optimization: Application to feed-forward neural network training","volume":"16","author":"Socha","year":"2007","journal-title":"Neural Computing and Applications"},{"key":"10.3233\/IDA-160855_ref60","doi-asserted-by":"crossref","first-page":"1155","DOI":"10.1016\/j.ejor.2006.06.046","article-title":"Ant colony optimization for continuous domains","volume":"185","author":"Socha","year":"2008","journal-title":"European Journal of Operational Research"},{"issue":"11","key":"10.3233\/IDA-160855_ref61","doi-asserted-by":"crossref","first-page":"1157","DOI":"10.1016\/S0167-8655(99)00083-5","article-title":"Adaptive floating search methods in feature selection","volume":"20","author":"Somol","year":"1999","journal-title":"Pattern Recognition Letters"},{"issue":"4","key":"10.3233\/IDA-160855_ref62","doi-asserted-by":"crossref","first-page":"438","DOI":"10.1016\/j.patrec.2006.08.016","article-title":"Simultaneous feature selection and feature weighting using hybrid tabu search\/k-nearest neighbor classifier","volume":"28","author":"Tahir","year":"2007","journal-title":"Pattern Recognition Letters"},{"issue":"5","key":"10.3233\/IDA-160855_ref63","doi-asserted-by":"crossref","first-page":"541","DOI":"10.1023\/A:1016540724870","article-title":"A taxonomy of hybrid metaheuristics","volume":"8","author":"Talbi","year":"2002","journal-title":"Journal of Heuristics"},{"key":"10.3233\/IDA-160855_ref64","volume-title":"Introduction to Data Mining","author":"Tan","year":"2005"},{"issue":"6","key":"10.3233\/IDA-160855_ref65","first-page":"448","article-title":"An experiment with the edited nearest-neighbor rule","volume":"6","author":"Tomek","year":"1976","journal-title":"IEEE Transactions on Systems, Man and Cybernetics"},{"issue":"1","key":"10.3233\/IDA-160855_ref66","first-page":"111","article-title":"Feature selection using PSO-SVM","volume":"33","author":"Tu","year":"2007","journal-title":"IAENG International Journal of Computer Science"},{"key":"10.3233\/IDA-160855_ref67","unstructured":"Williams W. and Li Y., Comparative study of distance functions for nearest neighbors, in: Advanced Techniques in Computing Sciences and Software Engineering, Elleithy K., ed., Springer, (2010), 79-84."},{"issue":"4","key":"10.3233\/IDA-160855_ref68","doi-asserted-by":"crossref","first-page":"459","DOI":"10.1016\/j.patrec.2006.09.003","article-title":"Feature selection based on rough sets and particle swarm optimization","volume":"28","author":"Wang","year":"2007","journal-title":"Pattern Recognition Letters"},{"key":"10.3233\/IDA-160855_ref69","doi-asserted-by":"crossref","first-page":"273","DOI":"10.1023\/A:1006593614256","article-title":"A review and empirical evaluation of feature weighting methods for a class of lazy learning algorithms","volume":"11","author":"Wettschereck","year":"1997","journal-title":"Artificial Intelligence Review"},{"issue":"3","key":"10.3233\/IDA-160855_ref70","doi-asserted-by":"crossref","first-page":"408","DOI":"10.1109\/TSMC.1972.4309137","article-title":"Asymptotic properties of nearest neighbor rules using edited data","volume":"2","author":"Wilson","year":"1972","journal-title":"IEEE Transactions on Systems, Man and Cybernetics"},{"issue":"3","key":"10.3233\/IDA-160855_ref71","doi-asserted-by":"crossref","first-page":"257","DOI":"10.1023\/A:1007626913721","article-title":"Reduction techniques for instance-based learning algorithms","volume":"38","author":"Wilson","year":"2000","journal-title":"Machine Learning"},{"key":"10.3233\/IDA-160855_ref72","volume-title":"Data Mining: Practical Machine Learning Tools and Techniques","author":"Witten","year":"2010"},{"issue":"6","key":"10.3233\/IDA-160855_ref73","doi-asserted-by":"crossref","first-page":"1656","DOI":"10.1109\/TSMCB.2012.2227469","article-title":"Particle swarm optimization for feature selection in classification: A multi-objective approach","volume":"43","author":"Xue","year":"2013","journal-title":"IEEE Transactions on Cybernetics"},{"issue":"2","key":"10.3233\/IDA-160855_ref74","doi-asserted-by":"crossref","first-page":"44","DOI":"10.1109\/5254.671091","article-title":"Feature subset selection using a genetic algorithm","volume":"13","author":"Yang","year":"1998","journal-title":"IEEE Intelligent Systems and Their Applications"},{"key":"10.3233\/IDA-160855_ref75","unstructured":"Yang Y. and Pedersen J.O., A comparative study on feature selection in text categorization, in: Proceedings Internatinal Conference on Machine Learning (ICML'97) (1997), 412-420."}],"container-title":["Intelligent Data Analysis"],"original-title":[],"link":[{"URL":"https:\/\/content.iospress.com\/download?id=10.3233\/IDA-160855","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,4,29]],"date-time":"2026-04-29T09:21:28Z","timestamp":1777454488000},"score":1,"resource":{"primary":{"URL":"https:\/\/journals.sagepub.com\/doi\/full\/10.3233\/IDA-160855"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2016,9,18]]},"references-count":75,"journal-issue":{"issue":"5"},"URL":"https:\/\/doi.org\/10.3233\/ida-160855","relation":{},"ISSN":["1088-467X","1571-4128"],"issn-type":[{"value":"1088-467X","type":"print"},{"value":"1571-4128","type":"electronic"}],"subject":[],"published":{"date-parts":[[2016,9,18]]}}}