{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,2]],"date-time":"2025-10-02T00:18:21Z","timestamp":1759364301126,"version":"build-2065373602"},"publisher-location":"Cham","reference-count":22,"publisher":"Springer Nature Switzerland","isbn-type":[{"value":"9783032027245","type":"print"},{"value":"9783032027252","type":"electronic"}],"license":[{"start":{"date-parts":[[2025,10,1]],"date-time":"2025-10-01T00:00:00Z","timestamp":1759276800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2025,10,1]],"date-time":"2025-10-01T00:00:00Z","timestamp":1759276800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2026]]},"DOI":"10.1007\/978-3-032-02725-2_2","type":"book-chapter","created":{"date-parts":[[2025,10,1]],"date-time":"2025-10-01T00:50:53Z","timestamp":1759279853000},"page":"14-26","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Incremental Feature Learning of\u00a0Shallow Feedforward Regression Neural Networks Using Particle Swarm Optimisation"],"prefix":"10.1007","author":[{"given":"Ross W.","family":"Nayler","sequence":"first","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0242-3539","authenticated-orcid":false,"given":"Andries P.","family":"Engelbrecht","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2025,10,1]]},"reference":[{"issue":"4","key":"2_CR1","doi-asserted-by":"publisher","first-page":"459","DOI":"10.1109\/TEVC.2005.857074","volume":"10","author":"T Blackwell","year":"2006","unstructured":"Blackwell, T., Branke, J.: Multiswarms, exclusion, and anti-convergence in dynamic environments. IEEE Trans. Evol. Comput. 10(4), 459\u2013472 (2006)","journal-title":"IEEE Trans. Evol. Comput."},{"key":"2_CR2","unstructured":"Blackwell, T.M., Bentley, P.J.: Dynamic search with charged swarms. In: Proceedings of the 4th Annual Conference on Genetic and Evolutionary Computation, pp. 19\u201326 (2002)"},{"issue":"1\u20132","key":"2_CR3","doi-asserted-by":"publisher","first-page":"245","DOI":"10.1016\/S0004-3702(97)00063-5","volume":"97","author":"AL Blum","year":"1997","unstructured":"Blum, A.L., Langley, P.: Selection of relevant features and examples in machine learning. Artif. Intell. 97(1\u20132), 245\u2013271 (1997)","journal-title":"Artif. Intell."},{"key":"2_CR4","unstructured":"Duhain, J.G.: Particle swarm optimisation in dynamically changing environments-an empirical study. MS.C thesis. University of Pretoria (South Africa) (2011)"},{"issue":"1\u20132","key":"2_CR5","first-page":"59","volume":"2","author":"AP Engelbrecht","year":"1999","unstructured":"Engelbrecht, A.P., Ismail, A.: Training product unit neural networks. Stab. Control Theory Appl. 2(1\u20132), 59\u201374 (1999)","journal-title":"Stab. Control Theory Appl."},{"issue":"2","key":"2_CR6","doi-asserted-by":"publisher","first-page":"381","DOI":"10.1016\/j.surg.2009.02.021","volume":"146","author":"LS Feldman","year":"2009","unstructured":"Feldman, L.S., Cao, J., Andalib, A., Fraser, S., Fried, G.M.: A method to characterize the learning curve for performance of a fundamental laparoscopic simulator task: defining \u201clearning plateau\u2019\u2019 and \u201clearning rate\u2019\u2019. Surgery 146(2), 381\u2013386 (2009)","journal-title":"Surgery"},{"key":"2_CR7","unstructured":"Guyon, I., Elisseeff, A.: An introduction to variable and feature selection. J. Mach. Learn. Res. 3, 1157\u20131182 (2003)"},{"key":"2_CR8","doi-asserted-by":"crossref","unstructured":"Harrison, K., Ombuki-Berman, B.M., Engelbrecht, A.P.: The effect of probability distributions on the performance of quantum particle swarm optimization for solving dynamic optimization problems. In: Proceedings of the 2015 IEEE Symposium Series on Computational Intelligence, pp. 242\u2013250. IEEE (2015)","DOI":"10.1109\/SSCI.2015.44"},{"key":"2_CR9","doi-asserted-by":"crossref","unstructured":"Helbig, M., Engelbrecht, A.P.: Analyses of guide update approaches for vector evaluated particle swarm optimisation on dynamic multi-objective optimisation problems. In: Proceedings of the 2012 IEEE Congress on Evolutionary Computation, pp.\u00a01\u20138. IEEE (2012)","DOI":"10.1109\/CEC.2012.6252882"},{"key":"2_CR10","unstructured":"Ismail, A.: Training and optimization of product unit neural networks. Master\u2019s thesis, University of Pretoria (2001)"},{"key":"2_CR11","doi-asserted-by":"crossref","unstructured":"Kennedy, J., Eberhart, R.: Particle swarm optimization. In: Proceedings of the IEEE International Conference on Neural Networks, vol.\u00a04, pp. 1942\u20131948. Citeseer (1995)","DOI":"10.1109\/ICNN.1995.488968"},{"issue":"1\u20132","key":"2_CR12","doi-asserted-by":"publisher","first-page":"273","DOI":"10.1016\/S0004-3702(97)00043-X","volume":"97","author":"R Kohavi","year":"1997","unstructured":"Kohavi, R., John, G.H.: Wrappers for feature subset selection. Artif. Intell. 97(1\u20132), 273\u2013324 (1997)","journal-title":"Artif. Intell."},{"issue":"260","key":"2_CR13","doi-asserted-by":"publisher","first-page":"583","DOI":"10.1080\/01621459.1952.10483441","volume":"47","author":"WH Kruskal","year":"1952","unstructured":"Kruskal, W.H., Wallis, W.A.: Use of ranks in one-criterion variance analysis. J. Am. Stat. Assoc. 47(260), 583\u2013621 (1952)","journal-title":"J. Am. Stat. Assoc."},{"key":"2_CR14","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/978-3-540-25966-4_1","volume-title":"Multiple Classifier Systems","author":"LI Kuncheva","year":"2004","unstructured":"Kuncheva, L.I.: Classifier ensembles for changing environments. In: Roli, F., Kittler, J., Windeatt, T. (eds.) Multiple Classifier Systems, pp. 1\u201315. Springer, Heidelberg (2004). https:\/\/doi.org\/10.1007\/978-3-540-25966-4_1"},{"issue":"4","key":"2_CR15","first-page":"271","volume":"101","author":"MB Kursa","year":"2010","unstructured":"Kursa, M.B., Jankowski, A., Rudnicki, W.R.: Boruta-a system for feature selection. Fund. Inform. 101(4), 271\u2013285 (2010)","journal-title":"Fund. Inform."},{"key":"2_CR16","doi-asserted-by":"crossref","unstructured":"Mann, H.B., Whitney, D.R.: On a test of whether one of two random variables is stochastically larger than the other. Ann. Math. Stat., 50\u201360 (1947)","DOI":"10.1214\/aoms\/1177730491"},{"key":"2_CR17","doi-asserted-by":"crossref","unstructured":"Mendes, R., Cortez, P., Rocha, M., Neves, J.: Particle swarms for feedforward neural network training. In: Proceedings of the International Joint Conference on Neural Networks, vol.\u00a02, pp. 1895\u20131899. IEEE (2002)","DOI":"10.1109\/IJCNN.2002.1007808"},{"key":"2_CR18","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"163","DOI":"10.1007\/978-3-030-00533-7_13","volume-title":"Swarm Intelligence","author":"G Pampar\u00e0","year":"2018","unstructured":"Pampar\u00e0, G., Engelbrecht, A.P.: Self-adaptive quantum particle swarm optimization for dynamic environments. In: Dorigo, M., Birattari, M., Blum, C., Christensen, A.L., Reina, A., Trianni, V. (eds.) ANTS 2018. LNCS, vol. 11172, pp. 163\u2013175. Springer, Cham (2018). https:\/\/doi.org\/10.1007\/978-3-030-00533-7_13"},{"key":"2_CR19","doi-asserted-by":"publisher","first-page":"233","DOI":"10.1007\/s11721-012-0071-6","volume":"6","author":"AS Rakitianskaia","year":"2012","unstructured":"Rakitianskaia, A.S., Engelbrecht, A.P.: Training feedforward neural networks with dynamic particle swarm optimisation. Swarm Intell. 6, 233\u2013270 (2012)","journal-title":"Swarm Intell."},{"key":"2_CR20","doi-asserted-by":"publisher","first-page":"1507","DOI":"10.1007\/s00521-014-1661-6","volume":"25","author":"JA Rezaee","year":"2014","unstructured":"Rezaee, J.A.: Particle swarm optimisation for dynamic optimisation problems: a review. Neural Comput. Appl. 25, 1507\u20131516 (2014)","journal-title":"Neural Comput. Appl."},{"key":"2_CR21","doi-asserted-by":"crossref","unstructured":"Unger, N.J., Ombuki-Berman, B.M., Engelbrecht, A.P.: Cooperative particle swarm optimization in dynamic environments. In: Proceedings of the IEEE Symposium on Swarm Intelligence, pp. 172\u2013179. IEEE (2013)","DOI":"10.1109\/SIS.2013.6615175"},{"issue":"26","key":"2_CR22","first-page":"84","volume":"2000","author":"F Van den Bergh","year":"2000","unstructured":"Van den Bergh, F., Engelbrecht, A.P.: Cooperative learning in neural networks using particle swarm optimizers. South African Comput. J. 2000(26), 84\u201390 (2000)","journal-title":"South African Comput. J."}],"container-title":["Lecture Notes in Computer Science","Advances in Computational Intelligence"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-032-02725-2_2","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,1]],"date-time":"2025-10-01T00:50:57Z","timestamp":1759279857000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-032-02725-2_2"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,10,1]]},"ISBN":["9783032027245","9783032027252"],"references-count":22,"URL":"https:\/\/doi.org\/10.1007\/978-3-032-02725-2_2","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,10,1]]},"assertion":[{"value":"1 October 2025","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"IWANN","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Work-Conference on Artificial Neural Networks","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"A Coru\u00f1a","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Spain","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2025","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"16 June 2025","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"18 June 2025","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"18","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"iwann2025","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/iwann.uma.es\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}