{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,2,21]],"date-time":"2025-02-21T00:50:43Z","timestamp":1740099043077,"version":"3.37.3"},"publisher-location":"Cham","reference-count":23,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783319775371"},{"type":"electronic","value":"9783319775388"}],"license":[{"start":{"date-parts":[[2018,1,1]],"date-time":"2018-01-01T00:00:00Z","timestamp":1514764800000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2018]]},"DOI":"10.1007\/978-3-319-77538-8_5","type":"book-chapter","created":{"date-parts":[[2018,3,7]],"date-time":"2018-03-07T06:33:17Z","timestamp":1520404397000},"page":"63-77","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":1,"title":["Mutual Information Iterated Local Search: A Wrapper-Filter Hybrid for Feature Selection in Brain Computer Interfaces"],"prefix":"10.1007","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-0198-9095","authenticated-orcid":false,"given":"Jason","family":"Adair","sequence":"first","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2892-5059","authenticated-orcid":false,"given":"Alexander E. I.","family":"Brownlee","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7649-5669","authenticated-orcid":false,"given":"Gabriela","family":"Ochoa","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2018,3,8]]},"reference":[{"issue":"4","key":"5_CR1","doi-asserted-by":"publisher","first-page":"606","DOI":"10.1109\/TEVC.2015.2504420","volume":"20","author":"B Xue","year":"2016","unstructured":"Xue, B., Zhang, M., Browne, W.N., Yao, X.: A survey on evolutionary computation approaches to feature selection. IEEE Trans. Evol. Comput. 20(4), 606\u2013626 (2016). \nhttps:\/\/doi.org\/10.1109\/TEVC.2015.2504420","journal-title":"IEEE Trans. Evol. Comput."},{"key":"5_CR2","doi-asserted-by":"publisher","first-page":"37","DOI":"10.5430\/air.v6n1p37","volume":"1","author":"R Vega","year":"2016","unstructured":"Vega, R., Sajed, T., Mathewson, K.W., Khare, K., Pilarski, P.M., Greiner, R., Sanchez-Ante, G., Antelis, J.M.: Assessment of feature selection and classification methods for recognizing motor imagery tasks from electroencephalographic signals. Artif. Intell. Res. 1, 37\u201351 (2016). \nhttps:\/\/doi.org\/10.5430\/air.v6n1p37","journal-title":"Artif. Intell. Res."},{"issue":"2","key":"5_CR3","doi-asserted-by":"publisher","first-page":"123","DOI":"10.1007\/s11517-009-0569-2","volume":"48","author":"AF Cabrera","year":"2010","unstructured":"Cabrera, A.F., Farina, D., Dremstrup, K.: Comparison of feature selection and classification methods for a brain-computer interface driven by non-motor imagery. Med. Biol. Eng. Compu. 48(2), 123\u2013132 (2010). \nhttps:\/\/doi.org\/10.1007\/s11517-009-0569-2","journal-title":"Med. Biol. Eng. Compu."},{"key":"5_CR4","doi-asserted-by":"publisher","first-page":"1","DOI":"10.3389\/fnins.2012.00039","volume":"6","author":"KK Ang","year":"2012","unstructured":"Ang, K.K., Chin, Z.Y., Wang, C., Guan, C., Zhang, H.: Filter bank common spatial pattern algorithm on BCI competition IV datasets 2a and 2b. Front. Neurosci. 6, 1\u20139 (2012). \nhttps:\/\/doi.org\/10.3389\/fnins.2012.00039","journal-title":"Front. Neurosci."},{"issue":"1","key":"5_CR5","doi-asserted-by":"publisher","first-page":"66","DOI":"10.1186\/s13634-015-0251-9","volume":"2015","author":"T Alotaiby","year":"2015","unstructured":"Alotaiby, T., El-Samie, F.E.A., Alshebeili, S.A., Ahmad, I.: A review of channel selection algorithms for EEG signal processing. EURASIP J. Adv. Signal Process. 2015(1), 66 (2015). \nhttps:\/\/doi.org\/10.1186\/s13634-015-0251-9","journal-title":"EURASIP J. Adv. Signal Process."},{"key":"5_CR6","doi-asserted-by":"publisher","first-page":"379","DOI":"10.1145\/584091.584093","volume":"27","author":"CE Shannon","year":"1948","unstructured":"Shannon, C.E.: A mathematical theory of communication. Bell Syst. Tech. J. 27, 379\u2013423 (1948). \nhttps:\/\/doi.org\/10.1145\/584091.584093\n\n. (July 1928)","journal-title":"Bell Syst. Tech. J."},{"issue":"8","key":"5_CR7","doi-asserted-by":"publisher","first-page":"1226","DOI":"10.1109\/TPAMI.2005.159","volume":"27","author":"H Peng","year":"2005","unstructured":"Peng, H., Long, F., Ding, C.: Feature selection based on mutual information: criteria of max-dependency, max-relevance, and min-redundancy. IEEE Trans. Pattern Anal. Mach. Intell. 27(8), 1226\u20131238 (2005). \nhttps:\/\/doi.org\/10.1109\/TPAMI.2005.159","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"key":"5_CR8","doi-asserted-by":"publisher","first-page":"106","DOI":"10.1109\/51.248173","volume":"12","author":"EJ Ciaccio","year":"1993","unstructured":"Ciaccio, E.J., Dunn, S.M., Akay, M.: Biosignal pattern recognition and interpretation systems: Part 2 of 4: methods for feature extraction and selection. IEEE Eng. Med. Biol. Mag. 12, 106\u2013113 (1993). \nhttps:\/\/doi.org\/10.1109\/51.248173","journal-title":"IEEE Eng. Med. Biol. Mag."},{"issue":"3","key":"5_CR9","doi-asserted-by":"publisher","first-page":"485","DOI":"10.1007\/s10044-014-0425-3","volume":"18","author":"I Rejer","year":"2014","unstructured":"Rejer, I.: Genetic algorithm with aggressive mutation for feature selection in BCI feature space. Pattern Anal. Appl. 18(3), 485\u2013492 (2014). \nhttps:\/\/doi.org\/10.1007\/s10044-014-0425-3","journal-title":"Pattern Anal. Appl."},{"key":"5_CR10","doi-asserted-by":"publisher","unstructured":"Wei, Q., Wang, Y.: Binary multi-objective particle swarm optimization for channel selection in motor imagery based brain-computer interfaces. In: 2011 4th International Conference on Biomedical Engineering and Informatics (BME I), pp. 667\u2013670 (2011). \nhttps:\/\/doi.org\/10.3233\/BME-151451","DOI":"10.3233\/BME-151451"},{"key":"5_CR11","doi-asserted-by":"publisher","unstructured":"Atyabi, A., Luerssen, M., Fitzgibbon, S.P., Powers, D.M.W.: Use of evolutionary algorithm-based methods in EEG based BCI systems. In: Swarm Intelligence for Electric and Electronic Engineering, pp. 326\u2013344 (2012). \nhttps:\/\/doi.org\/10.4018\/978-1-4666-2666-9.ch016","DOI":"10.4018\/978-1-4666-2666-9.ch016"},{"issue":"3","key":"5_CR12","doi-asserted-by":"publisher","first-page":"413","DOI":"10.1007\/s13042-012-0139-z","volume":"5","author":"JQ Gan","year":"2014","unstructured":"Gan, J.Q., Hasan, B.A.S., Tsui, C.S.L.: A filter-dominating hybrid sequential forward floating search method for feature subset selection in high-dimensional space. Int. J. Mach. Learn. Cybern. 5(3), 413\u2013423 (2014). \nhttps:\/\/doi.org\/10.1007\/s13042-012-0139-z","journal-title":"Int. J. Mach. Learn. Cybern."},{"key":"5_CR13","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/978-3-540-87527-7_1","volume-title":"Ant Colony Optimization and Swarm Intelligence","author":"RN Khushaba","year":"2008","unstructured":"Khushaba, R.N., Al-Ani, A., AlSukker, A., Al-Jumaily, A.: A combined ant colony and differential evolution feature selection algorithm. In: Dorigo, M., Birattari, M., Blum, C., Clerc, M., St\u00fctzle, T., Winfield, A.F.T. (eds.) ANTS 2008. LNCS, vol. 5217, pp. 1\u201312. Springer, Heidelberg (2008). \nhttps:\/\/doi.org\/10.1007\/978-3-540-87527-7_1"},{"issue":"2","key":"5_CR14","doi-asserted-by":"publisher","first-page":"111","DOI":"10.1007\/s00500-007-0193-8","volume":"12","author":"F Tan","year":"2008","unstructured":"Tan, F., Fu, X., Zhang, Y., Bourgeois, A.G.: A genetic algorithm-based method for feature subset selection. Soft. Comput. 12(2), 111\u2013120 (2008). \nhttps:\/\/doi.org\/10.1007\/s00500-007-0193-8","journal-title":"Soft. Comput."},{"key":"5_CR15","doi-asserted-by":"publisher","unstructured":"Ali, S.I., Shahzad, W.: A feature subset selection method based on symmetric uncertainty and Ant Colony Optimization. In: 2012 International Conference on Emerging Technologies, pp. 1\u20136 (2012). \nhttps:\/\/doi.org\/10.1109\/ICET.2012.6375420","DOI":"10.1109\/ICET.2012.6375420"},{"key":"5_CR16","doi-asserted-by":"publisher","unstructured":"Nguyen, H.B., Xue, B., Liu, I., Zhang, M.: Filter based backward elimination in wrapper based PSO for feature selection in classification. In: Proceedings of the 2014 IEEE Congress on Evolutionary Computation, CEC 2014, pp. 3111\u20133118 (2014). \nhttps:\/\/doi.org\/10.1109\/CEC.2014.6900657","DOI":"10.1109\/CEC.2014.6900657"},{"issue":"2","key":"5_CR17","doi-asserted-by":"publisher","first-page":"41","DOI":"10.1109\/MCI.2010.936311","volume":"5","author":"Z Zhu","year":"2010","unstructured":"Zhu, Z., Jia, S., Ji, Z.: Towards a memetic feature selection paradigm. IEEE Comput. Intell. Mag. 5(2), 41\u201353 (2010). \nhttps:\/\/doi.org\/10.1109\/MCI.2010.936311","journal-title":"IEEE Comput. Intell. Mag."},{"key":"5_CR18","doi-asserted-by":"publisher","first-page":"363","DOI":"10.1007\/978-1-4419-1665-5_12","volume-title":"Handbook of Metaheuristics. International Series in Operations Research & Management Science","author":"HR Lourenco","year":"2010","unstructured":"Lourenco, H.R., Martin, O.C., Stutzle, T.: Iterated local search: framework and applications. In: Gendreau, M., Potvin, J.Y. (eds.) Handbook of Metaheuristics. International Series in Operations Research & Management Science, vol. 146, pp. 363\u2013397. Springer, Boston (2010). \nhttps:\/\/doi.org\/10.1007\/978-1-4419-1665-5_12"},{"issue":"1","key":"5_CR19","doi-asserted-by":"publisher","first-page":"16","DOI":"10.1016\/j.compeleceng.2013.11.024","volume":"40","author":"G Chandrashekar","year":"2014","unstructured":"Chandrashekar, G., Sahin, F.: A survey on feature selection methods. Comput. Electr. Eng. 40(1), 16\u201328 (2014). \nhttps:\/\/doi.org\/10.1016\/j.compeleceng.2013.11.024","journal-title":"Comput. Electr. Eng."},{"key":"5_CR20","doi-asserted-by":"publisher","unstructured":"Lotte, F., Congedo, M., Anatole, L., Lotte, F., Congedo, M., Anatole, L.: A Review of Classification Algorithms for EEG-based BCI (2007). \nhttps:\/\/doi.org\/10.1088\/1741-2560\/4\/2\/R01","DOI":"10.1088\/1741-2560\/4\/2\/R01"},{"key":"5_CR21","doi-asserted-by":"publisher","unstructured":"Ramos, A.C., Vellasco, M.: Feature selection methods applied to motor imagery task classification. In: 2016 IEEE Latin American Conference on Computational Intelligence (LA-CCI) (2016). \nhttps:\/\/doi.org\/10.1109\/LA-CCI.2016.7885731\n\n, ISBN 9781509051052","DOI":"10.1109\/LA-CCI.2016.7885731"},{"key":"5_CR22","doi-asserted-by":"publisher","unstructured":"Kohavi, R.: A study of cross-validation and bootstrap for accuracy estimation and model selection. In: International Joint Conference on Articial Intelligence (IJCAI), vol. 5, pp. 1\u20137 (1995). \nhttps:\/\/doi.org\/10.1067\/mod.2000.109031\n\n, ISBN 1-55860-363-8","DOI":"10.1067\/mod.2000.109031"},{"key":"5_CR23","doi-asserted-by":"publisher","unstructured":"Lan, T., Erdogmus, D., Adami, A., Pavel, M., Mathan, S.: Salient EEG channel selection in brain computer interfaces by mutual information maximization. In: Conference proceedings Annual International Conference of the IEEE Engineering in Medicine and Biology Society, vol. 7, pp. 7064\u20137067. IEEE Engineering in Medicine and Biology Society (2005). \nhttps:\/\/doi.org\/10.1109\/IEMBS.2005.1616133","DOI":"10.1109\/IEMBS.2005.1616133"}],"container-title":["Lecture Notes in Computer Science","Applications of Evolutionary Computation"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-77538-8_5","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2018,3,7]],"date-time":"2018-03-07T06:34:32Z","timestamp":1520404472000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-319-77538-8_5"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018]]},"ISBN":["9783319775371","9783319775388"],"references-count":23,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-77538-8_5","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2018]]}}}