{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,15]],"date-time":"2025-12-15T14:12:16Z","timestamp":1765807936770},"reference-count":22,"publisher":"Springer Science and Business Media LLC","issue":"12","license":[{"start":{"date-parts":[[2021,7,22]],"date-time":"2021-07-22T00:00:00Z","timestamp":1626912000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2021,7,22]],"date-time":"2021-07-22T00:00:00Z","timestamp":1626912000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Neural Comput &amp; Applic"],"published-print":{"date-parts":[[2022,6]]},"DOI":"10.1007\/s00521-021-06333-8","type":"journal-article","created":{"date-parts":[[2021,7,22]],"date-time":"2021-07-22T13:02:41Z","timestamp":1626958961000},"page":"9369-9383","update-policy":"http:\/\/dx.doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":11,"title":["Research on the improvement effect of machine learning and neural network algorithms on the prediction of learning achievement"],"prefix":"10.1007","volume":"34","author":[{"given":"Yingying","family":"Su","sequence":"first","affiliation":[]},{"given":"Shengxu","family":"Wang","sequence":"additional","affiliation":[]},{"given":"Yi","family":"Li","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2021,7,22]]},"reference":[{"issue":"1","key":"6333_CR1","doi-asserted-by":"publisher","first-page":"1515","DOI":"10.1016\/j.energy.2015.08.019","volume":"93","author":"HVH Ayala","year":"2015","unstructured":"Ayala HVH, dos Santos CL, Mariani VC et al (2015) An improved free search differential evolution algorithm: a case study on parameters identification of one diode equivalent circuit of a solar cell module[J]. Energy 93(1):1515\u20131522","journal-title":"Energy"},{"issue":"2","key":"6333_CR2","doi-asserted-by":"publisher","first-page":"435","DOI":"10.1016\/j.solener.2018.06.092","volume":"171","author":"AM Beigi","year":"2018","unstructured":"Beigi AM, Maroosi A (2018) Parameter identification for solar cells and module using a hybrid firefly and pattern search algorithms[J]. Sol Energy 171(2):435\u2013446","journal-title":"Sol Energy"},{"issue":"3","key":"6333_CR3","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.jsp.2016.06.001","volume":"58","author":"NF Benson","year":"2016","unstructured":"Benson NF, Kranzler JH, Floyd RG (2016) Examining the integrity of measurement of cognitive abilities in the prediction of achievement: comparisons and contrasts across variables from higher-order and bifactor models[J]. J Sch Psychol 58(3):1\u201319","journal-title":"J Sch Psychol"},{"issue":"5","key":"6333_CR4","doi-asserted-by":"publisher","first-page":"133","DOI":"10.1016\/j.labeco.2016.12.008","volume":"44","author":"M Brehm","year":"2017","unstructured":"Brehm M, Imberman SA, Lovenheim MF (2017) Achievement effects of individual performance incentives in a teacher merit pay tournament[J]. Labour Econ 44(5):133\u2013150","journal-title":"Labour Econ"},{"issue":"3","key":"6333_CR5","doi-asserted-by":"publisher","first-page":"94","DOI":"10.1016\/j.intell.2018.05.006","volume":"69","author":"GTL Brown","year":"2018","unstructured":"Brown GTL, Hanna E (2018) Swedish student perceptions of achievement practices: the role of intelligence[J]. Intelligence 69(3):94\u2013103","journal-title":"Intelligence"},{"issue":"1","key":"6333_CR6","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1038\/s41467-018-07882-8","volume":"10","author":"ZL Chen","year":"2019","unstructured":"Chen ZL, Meng JM, Cao Y et al (2019) A high-speed search engine pLink 2 with systematic evaluation for proteome-scale identification of cross-linked peptides[J]. Nat Commun 10(1):1\u201312","journal-title":"Nat Commun"},{"issue":"4","key":"6333_CR7","doi-asserted-by":"publisher","first-page":"306","DOI":"10.1016\/j.enconman.2013.10.060","volume":"78","author":"Z Chen","year":"2014","unstructured":"Chen Z, Yuan X, Tian H et al (2014) Improved gravitational search algorithm for parameter identification of water turbine regulation system[J]. Energy Convers Manage 78(4):306\u2013315","journal-title":"Energy Convers Manage"},{"issue":"2","key":"6333_CR8","doi-asserted-by":"publisher","first-page":"56","DOI":"10.1016\/j.ssci.2015.08.008","volume":"82","author":"RJ Dzeng","year":"2016","unstructured":"Dzeng RJ, Lin CT, Fang YC (2016) Using eye-tracker to compare search patterns between experienced and novice workers for site hazard identification[J]. Saf Sci 82(2):56\u201367","journal-title":"Saf Sci"},{"issue":"5","key":"6333_CR9","doi-asserted-by":"publisher","first-page":"2538","DOI":"10.1016\/j.eswa.2014.10.040","volume":"42","author":"A Gotmare","year":"2015","unstructured":"Gotmare A, Patidar R, George NV (2015) Nonlinear system identification using a cuckoo search optimized adaptive Hammerstein model[J]. Expert Syst Appl 42(5):2538\u20132546","journal-title":"Expert Syst Appl"},{"issue":"1","key":"6333_CR10","doi-asserted-by":"publisher","first-page":"252","DOI":"10.1148\/radiol.2016150409","volume":"280","author":"BS Kelly","year":"2016","unstructured":"Kelly BS, Rainford LA, Darcy SP et al (2016) The development of expertise in radiology: in chest radiograph interpretation, \u201cexpert\u201d search pattern may predate \u201cexpert\u201d levels of diagnostic accuracy for pneumothorax identification[J]. Radiology 280(1):252\u2013260","journal-title":"Radiology"},{"issue":"8","key":"6333_CR11","doi-asserted-by":"publisher","first-page":"3027","DOI":"10.1021\/pr501173s","volume":"14","author":"A Kertesz-Farkas","year":"2015","unstructured":"Kertesz-Farkas A, Keich U, Noble WS (2015) Tandem mass spectrum identification via cascaded search[J]. J Proteome Res 14(8):3027\u20133038","journal-title":"J Proteome Res"},{"issue":"8","key":"6333_CR12","doi-asserted-by":"publisher","first-page":"1193","DOI":"10.1037\/edu0000125","volume":"108","author":"U Klusmann","year":"2016","unstructured":"Klusmann U, Richter D, L\u00fcdtke Oliver (2016) Teachers\u2019 emotional exhaustion is negatively related to students\u2019 achievement: evidence from a large-scale assessment study [J]. J Edu Psychol 108(8):1193\u20131203","journal-title":"J Edu Psychol"},{"issue":"3","key":"6333_CR13","doi-asserted-by":"publisher","first-page":"553","DOI":"10.1111\/1756-2171.12062","volume":"45","author":"S Koulayev","year":"2014","unstructured":"Koulayev S (2014) Search for differentiated products: identification and estimation[J]. Rand J Econ 45(3):553\u2013575","journal-title":"Rand J Econ"},{"issue":"1","key":"6333_CR14","doi-asserted-by":"publisher","first-page":"168","DOI":"10.3102\/0002831214549453","volume":"52","author":"HW Marsh","year":"2015","unstructured":"Marsh HW, Abduljabbar AS, Parker PD et al (2015) The internal\/external frame of reference model of self-concept and achievement relations: age-cohort and cross-cultural differences[J]. Am Educ Res J 52(1):168\u2013202","journal-title":"Am Educ Res J"},{"issue":"7","key":"6333_CR15","doi-asserted-by":"publisher","first-page":"677","DOI":"10.1002\/pits.21940","volume":"53","author":"RJ Mcgill","year":"2016","unstructured":"Mcgill RJ, Spurgin AR (2016) ASSESSING THE INCREMENTAL VALUE OF KABC-II LURIA MODEL SCORES IN PREDICTING ACHIEVEMENT: WHAT DO THEY TELL US BEYOND THE MPI?[J]. Psychol Sch 53(7):677\u2013689","journal-title":"Psychol Sch"},{"issue":"4","key":"6333_CR16","doi-asserted-by":"publisher","first-page":"357","DOI":"10.2298\/PSI1604357M","volume":"49","author":"T Mohoric","year":"2016","unstructured":"Mohoric T, Taksic V (2016) Emotional understanding as a predictor of socio-emotional functioning and school achievement in adolescence[J]. Psihologija 49(4):357\u2013374","journal-title":"Psihologija"},{"issue":"3","key":"6333_CR17","doi-asserted-by":"publisher","first-page":"156","DOI":"10.1016\/j.dsp.2014.05.008","volume":"32","author":"AP Patwardhan","year":"2014","unstructured":"Patwardhan AP, Patidar R, George NV (2014) On a cuckoo search optimization approach towards feedback system identification[J]. Digital Signal Process 32(3):156\u2013163","journal-title":"Digital Signal Process"},{"issue":"1","key":"6333_CR18","doi-asserted-by":"publisher","first-page":"45","DOI":"10.1007\/s10212-017-0361-x","volume":"34","author":"M Pinxten","year":"2019","unstructured":"Pinxten M, Soom CV, Peeters CM et al (2019) At-risk at the gate: prediction of study success of first-year science and engineering students in an open-admission university in Flanders\u2014any incremental validity of study strategies?[J]. Eur J Psychol Edu 34(1):45\u201366","journal-title":"Eur J Psychol Edu"},{"issue":"2","key":"6333_CR19","doi-asserted-by":"publisher","first-page":"250","DOI":"10.17105\/SPR45-2.250-267","volume":"45","author":"DL Rabiner","year":"2016","unstructured":"Rabiner DL, Godwin J, Dodge KA (2016) Predicting academic achievement and attainment: the contribution of early academic skills, attention difficulties, and social competence[J]. Sch Psychol Rev 45(2):250\u2013267","journal-title":"Sch Psychol Rev"},{"issue":"6","key":"6333_CR20","doi-asserted-by":"publisher","first-page":"2568","DOI":"10.1021\/acs.chemmater.6b04663","volume":"29","author":"JB Varley","year":"2017","unstructured":"Varley JB, Miglio A, Ha VA et al (2017) High-throughput design of non-oxide p-type transparent conducting materials: data mining, search strategy, and identification of boron phosphide[J]. Chem Mater 29(6):2568\u20132573","journal-title":"Chem Mater"},{"issue":"5","key":"6333_CR21","doi-asserted-by":"publisher","first-page":"2286","DOI":"10.1109\/TIP.2017.2740564","volume":"27","author":"X Zhu","year":"2017","unstructured":"Zhu X, Wu B, Huang D et al (2017) Fast open-world person re-identification[J]. IEEE Trans Image Process 27(5):2286\u20132300","journal-title":"IEEE Trans Image Process"},{"issue":"2","key":"6333_CR22","doi-asserted-by":"publisher","first-page":"145","DOI":"10.1016\/j.cedpsych.2014.03.004","volume":"39","author":"Barry J Zimmerman","year":"2014","unstructured":"Zimmerman Barry J, Kitsantas Anastasia (2014) Comparing students\u2019 self-discipline and self-regulation measures and their prediction of academic achievement[J]. Contemp Edu Psychol 39(2):145\u2013155","journal-title":"Contemp Edu Psychol"}],"container-title":["Neural Computing and Applications"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s00521-021-06333-8.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s00521-021-06333-8\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s00521-021-06333-8.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,5,16]],"date-time":"2022-05-16T06:06:24Z","timestamp":1652681184000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s00521-021-06333-8"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,7,22]]},"references-count":22,"journal-issue":{"issue":"12","published-print":{"date-parts":[[2022,6]]}},"alternative-id":["6333"],"URL":"https:\/\/doi.org\/10.1007\/s00521-021-06333-8","relation":{},"ISSN":["0941-0643","1433-3058"],"issn-type":[{"value":"0941-0643","type":"print"},{"value":"1433-3058","type":"electronic"}],"subject":[],"published":{"date-parts":[[2021,7,22]]},"assertion":[{"value":"17 April 2021","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"12 July 2021","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"22 July 2021","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"The authors have no competing interests.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}}]}}