{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,8]],"date-time":"2026-01-08T09:20:12Z","timestamp":1767864012016,"version":"3.49.0"},"reference-count":51,"publisher":"Wiley","issue":"12","license":[{"start":{"date-parts":[[2019,12,9]],"date-time":"2019-12-09T00:00:00Z","timestamp":1575849600000},"content-version":"vor","delay-in-days":8,"URL":"http:\/\/onlinelibrary.wiley.com\/termsAndConditions#vor"}],"funder":[{"DOI":"10.13039\/100010663","name":"H2020 European Research Council","doi-asserted-by":"publisher","award":["692502\u2010L2STAT"],"award-info":[{"award-number":["692502\u2010L2STAT"]}],"id":[{"id":"10.13039\/100010663","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100003977","name":"Israel Science Foundation","doi-asserted-by":"publisher","award":["217\/14"],"award-info":[{"award-number":["217\/14"]}],"id":[{"id":"10.13039\/501100003977","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000071","name":"National Institute of Child Health and Human Development","doi-asserted-by":"publisher","award":["RO1 HD 067364"],"award-info":[{"award-number":["RO1 HD 067364"]}],"id":[{"id":"10.13039\/100000071","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000071","name":"National Institute of Child Health and Human Development","doi-asserted-by":"publisher","award":["PO1 HD 01994"],"award-info":[{"award-number":["PO1 HD 01994"]}],"id":[{"id":"10.13039\/100000071","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100010661","name":"Horizon 2020 Framework Programme","doi-asserted-by":"publisher","id":[{"id":"10.13039\/100010661","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["onlinelibrary.wiley.com"],"crossmark-restriction":true},"short-container-title":["Cognitive Science"],"published-print":{"date-parts":[[2019,12]]},"abstract":"<jats:title>Abstract<\/jats:title><jats:p>In order to extract the regularities underlying a continuous sensory input, the individual elements constituting the stream have to be encoded and their transitional probabilities (TPs) should be learned. This suggests that variance in statistical learning (SL) performance reflects efficiency in encoding representations as well as efficiency in detecting their statistical properties. These processes have been taken to be independent and temporally modular, where first, elements in the stream are encoded into internal representations, and then the co\u2010occurrences between them are computed and registered. Here, we entertain a novel hypothesis that one unifying construct\u2014the rate of information in the sensory input\u2014explains learning performance. This theoretical approach merges processes related to encoding of events and those related to learning their regularities into a single computational principle. We present data from two large\u2010scale experiments with over 800 participants tested in support for this hypothesis, showing that rate of information in a visual stream clearly predicts SL performance, and that similar rate of information values leads to similar SL performance. We discuss the implications for SL theory and its relation to regularity learning.<\/jats:p>","DOI":"10.1111\/cogs.12803","type":"journal-article","created":{"date-parts":[[2019,12,10]],"date-time":"2019-12-10T00:55:26Z","timestamp":1575939326000},"update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":6,"title":["What Determines Visual Statistical Learning Performance? Insights From Information Theory"],"prefix":"10.1111","volume":"43","author":[{"given":"Noam","family":"Siegelman","sequence":"first","affiliation":[{"name":"Department of Psychology The Hebrew University of Jerusalem"},{"name":"Haskins Laboratories"}]},{"given":"Louisa","family":"Bogaerts","sequence":"additional","affiliation":[{"name":"Department of Psychology The Hebrew University of Jerusalem"}]},{"given":"Ram","family":"Frost","sequence":"additional","affiliation":[{"name":"Department of Psychology The Hebrew University of Jerusalem"},{"name":"Haskins Laboratories"},{"name":"Basque Center of Cognition, Brain and Language (BCBL)"}]}],"member":"311","published-online":{"date-parts":[[2019,12,9]]},"reference":[{"key":"e_1_2_9_2_1","doi-asserted-by":"publisher","DOI":"10.1111\/j.1551-6709.2011.01200.x"},{"key":"e_1_2_9_3_1","doi-asserted-by":"publisher","DOI":"10.1111\/1467-9280.00063"},{"key":"e_1_2_9_4_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.cognition.2013.07.003"},{"key":"e_1_2_9_5_1","doi-asserted-by":"publisher","DOI":"10.3758\/s13423-015-0996-z"},{"key":"e_1_2_9_6_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.cognition.2011.06.010"},{"key":"e_1_2_9_7_1","doi-asserted-by":"publisher","DOI":"10.1037\/h0034783"},{"key":"e_1_2_9_8_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.cognition.2016.12.002"},{"key":"e_1_2_9_9_1","doi-asserted-by":"publisher","DOI":"10.1037\/0278-7393.31.1.24"},{"key":"e_1_2_9_10_1","doi-asserted-by":"publisher","DOI":"10.1111\/j.1467-9280.2006.01801.x"},{"key":"e_1_2_9_11_1","doi-asserted-by":"publisher","DOI":"10.1111\/cogs.12347"},{"key":"e_1_2_9_12_1","doi-asserted-by":"publisher","DOI":"10.3389\/fpsyg.2014.00781"},{"key":"e_1_2_9_13_1","doi-asserted-by":"publisher","DOI":"10.1080\/17470218.2010.538972"},{"key":"e_1_2_9_14_1","doi-asserted-by":"publisher","DOI":"10.3389\/fnhum.2014.00680"},{"key":"e_1_2_9_15_1","doi-asserted-by":"publisher","DOI":"10.1037\/bul0000210"},{"key":"e_1_2_9_16_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.tics.2014.12.010"},{"key":"e_1_2_9_17_1","doi-asserted-by":"publisher","DOI":"10.1177\/0956797612472207"},{"key":"e_1_2_9_18_1","doi-asserted-by":"publisher","DOI":"10.1016\/S1364-6613(00)01467-4"},{"key":"e_1_2_9_19_1","doi-asserted-by":"publisher","DOI":"10.1080\/23273798.2017.1354129"},{"key":"e_1_2_9_20_1","doi-asserted-by":"publisher","DOI":"10.1098\/rstb.2016.0048"},{"key":"e_1_2_9_21_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.cogpsych.2011.06.002"},{"key":"e_1_2_9_22_1","doi-asserted-by":"publisher","DOI":"10.1037\/0033-295X.93.4.411"},{"key":"e_1_2_9_23_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jml.2007.11.007"},{"key":"e_1_2_9_24_1","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0036399"},{"key":"e_1_2_9_25_1","doi-asserted-by":"publisher","DOI":"10.1016\/S0010-0277(02)00004-5"},{"key":"e_1_2_9_26_1","doi-asserted-by":"publisher","DOI":"10.1111\/cogs.12274"},{"key":"e_1_2_9_27_1","doi-asserted-by":"publisher","DOI":"10.3758\/s13428-010-0049-5"},{"key":"e_1_2_9_28_1","doi-asserted-by":"publisher","DOI":"10.1037\/0033-295X.101.2.343"},{"key":"e_1_2_9_29_1","doi-asserted-by":"publisher","DOI":"10.1098\/rsos.181393"},{"key":"e_1_2_9_30_1","unstructured":"Morey R. D. Rouder J. N. &Jamil T.(2014).BayesFactor: Computation of Bayes factors for common designs.rpackage version 0.9 8."},{"key":"e_1_2_9_31_1","doi-asserted-by":"publisher","DOI":"10.1214\/12-STS410"},{"key":"e_1_2_9_32_1","doi-asserted-by":"publisher","DOI":"10.1002\/hbm.22238"},{"key":"e_1_2_9_33_1","doi-asserted-by":"publisher","DOI":"10.1002\/wcs.78"},{"key":"e_1_2_9_34_1","doi-asserted-by":"publisher","DOI":"10.1111\/cogs.12050"},{"key":"e_1_2_9_35_1","doi-asserted-by":"publisher","DOI":"10.3758\/PBR.16.2.225"},{"key":"e_1_2_9_36_1","doi-asserted-by":"publisher","DOI":"10.1046\/j.1460-9568.2003.02690.x"},{"key":"e_1_2_9_37_1","doi-asserted-by":"publisher","DOI":"10.1126\/science.274.5294.1926"},{"key":"e_1_2_9_38_1","doi-asserted-by":"publisher","DOI":"10.1006\/jmla.1996.0032"},{"key":"e_1_2_9_39_1","doi-asserted-by":"publisher","DOI":"10.1111\/j.1467-9280.1997.tb00690.x"},{"key":"e_1_2_9_40_1","doi-asserted-by":"publisher","DOI":"10.1162\/jocn_a_00578"},{"key":"e_1_2_9_41_1","doi-asserted-by":"publisher","DOI":"10.1098\/rstb.2016.0049"},{"key":"e_1_2_9_42_1","doi-asserted-by":"publisher","DOI":"10.1037\/h0027276"},{"key":"e_1_2_9_43_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.cognition.2019.06.014"},{"key":"e_1_2_9_44_1","doi-asserted-by":"publisher","DOI":"10.1098\/rstb.2016.0059"},{"key":"e_1_2_9_45_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.cognition.2018.04.011"},{"key":"e_1_2_9_46_1","doi-asserted-by":"publisher","DOI":"10.3758\/s13428-016-0719-z"},{"key":"e_1_2_9_47_1","doi-asserted-by":"publisher","DOI":"10.1111\/cogs.12556"},{"key":"e_1_2_9_48_1","doi-asserted-by":"publisher","DOI":"10.1037\/a0030801"},{"key":"e_1_2_9_49_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.neuroimage.2012.01.041"},{"key":"e_1_2_9_50_1","doi-asserted-by":"publisher","DOI":"10.3758\/BF03193539"},{"key":"e_1_2_9_51_1","doi-asserted-by":"publisher","DOI":"10.1037\/0096-3445.134.4.552"},{"key":"e_1_2_9_52_1","doi-asserted-by":"publisher","DOI":"10.1177\/1745691611406923"}],"container-title":["Cognitive Science"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/pdf\/10.1111\/cogs.12803","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/full-xml\/10.1111\/cogs.12803","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/pdf\/10.1111\/cogs.12803","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,9,9]],"date-time":"2023-09-09T00:34:41Z","timestamp":1694219681000},"score":1,"resource":{"primary":{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/10.1111\/cogs.12803"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,12]]},"references-count":51,"journal-issue":{"issue":"12","published-print":{"date-parts":[[2019,12]]}},"alternative-id":["10.1111\/cogs.12803"],"URL":"https:\/\/doi.org\/10.1111\/cogs.12803","archive":["Portico"],"relation":{},"ISSN":["0364-0213","1551-6709"],"issn-type":[{"value":"0364-0213","type":"print"},{"value":"1551-6709","type":"electronic"}],"subject":[],"published":{"date-parts":[[2019,12]]},"assertion":[{"value":"2019-01-21","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2019-11-05","order":1,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2019-12-09","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}],"article-number":"e12803"}}