{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,31]],"date-time":"2026-03-31T11:40:29Z","timestamp":1774957229060,"version":"3.50.1"},"reference-count":139,"publisher":"MDPI AG","issue":"7","license":[{"start":{"date-parts":[[2025,6,30]],"date-time":"2025-06-30T00:00:00Z","timestamp":1751241600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Entropy"],"abstract":"<jats:p>Cinematic aesthetic values have not been studied as thoroughly as those in music and the visual arts. Three hypotheses for these values are that they are like those of artistic paintings, that they emphasize the spatial coherence of the optical flow, and that they are temporally smooth. Here, we test these hypotheses and investigate other candidate aesthetic values by comparing the statistics of narrative movies and those obtained spontaneously. We perform these tests by using narrative movies from the early stages of cinematic history because these films are simple. We statistically compare these films with spontaneous movies of scenes from daily life. These statistical comparisons do not support the first hypothesis for early movies. The comparisons show that symmetry, balance, and image complexity (normalized Shannon entropy) are not different in early and spontaneous movies. For similar reasons, our data do not support the spatial coherence of early-movie optical flows as having cinematic aesthetic functions. However, in support of the third hypothesis, the temporal smoothness of luminance, but not of motions, appears to have cinematic aesthetic value. The data also uncovered two other cinematic aesthetic value candidates in both statistical surprise and spatial and temporal complexities. We discuss these candidates, pointing out similarities to music and the importance of film editing.<\/jats:p>","DOI":"10.3390\/e27070707","type":"journal-article","created":{"date-parts":[[2025,7,1]],"date-time":"2025-07-01T07:42:06Z","timestamp":1751355726000},"page":"707","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":3,"title":["Inferring Cinematic Aesthetic Biases from the Statistics of Early Movies"],"prefix":"10.3390","volume":"27","author":[{"given":"Daniel M.","family":"Grzywacz","sequence":"first","affiliation":[{"name":"Yellow Dinosaur Productions, Chicago, IL 60601, USA"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4615-1560","authenticated-orcid":false,"given":"Norberto M.","family":"Grzywacz","sequence":"additional","affiliation":[{"name":"Department of Psychology, Loyola University Chicago, Chicago, IL 60660, USA"},{"name":"Department of Cognitive Science, Johns Hopkins University, Baltimore, MD 21218, USA"}]}],"member":"1968","published-online":{"date-parts":[[2025,6,30]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"21767","DOI":"10.1073\/pnas.0908104107","article-title":"How the brain integrates costs and benefits during decision making","volume":"107","author":"Basten","year":"2010","journal-title":"Proc. Natl. Acad. Sci. USA"},{"key":"ref_2","unstructured":"Glimcher, P.W. (2013). Neuroeconomics: Decision Making and the Brain, Academic Press."},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"549","DOI":"10.1038\/nrn3776","article-title":"The neurobiology of rewards and values in social decision making","volume":"15","author":"Ruff","year":"2014","journal-title":"Nat. Rev. Neurosci."},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"317","DOI":"10.1177\/146954050200200302","article-title":"The aesthetic economy: The production of value in the field of fashion modelling","volume":"2","author":"Entwistle","year":"2002","journal-title":"J. Consum. Cult."},{"key":"ref_5","doi-asserted-by":"crossref","unstructured":"Schummer, J., MacLennan, B., and Taylor, N. (2009). Aesthetic values in technology and engineering design. Philosophy of Technology and Engineering Sciences, Elsevier.","DOI":"10.1016\/B978-0-444-51667-1.50042-2"},{"key":"ref_6","doi-asserted-by":"crossref","unstructured":"Grzywacz, N.M., Correa, C.M., and Correa-Herran, I. (2024). Domain-specific aesthetic values: A comparison of paintings and architecture. Psychol. Aesthet. Creat. Arts, 18.","DOI":"10.1037\/aca0000718"},{"key":"ref_7","doi-asserted-by":"crossref","unstructured":"Darwin, C. (2008). The Descent of Man, and Selection in Relation to Sex, John Murray.","DOI":"10.1515\/9781400820061"},{"key":"ref_8","doi-asserted-by":"crossref","unstructured":"Bignardi, G., Chamberlain, R., Kevenaar, S.T., Tamimy, Z., and Boomsma, D.I. (2022). On the etiology of aesthetic chills: A behavioral genetic study. Sci. Rep., 12.","DOI":"10.1038\/s41598-022-07161-z"},{"key":"ref_9","doi-asserted-by":"crossref","unstructured":"Bignardi, G., Wesseldijk, L.W., Mas-Herrero, E., Zatorre, R.J., Ull\u00e9n, F., Fisher, S.E., and Mosing, M.A. (2024). Distinct genetic pathways to music enjoyment. bioRxiv, bioRxiv:2024.04.04.588094.","DOI":"10.1101\/2024.04.04.588094"},{"key":"ref_10","doi-asserted-by":"crossref","unstructured":"Bignardi, G., Smit, D.J., Vessel, E.A., Trupp, M.D., Ticini, L.F., Fisher, S.E., and Polderman, T.J. (2024). Genetic effects on variability in visual aesthetic evaluations are partially shared across visual domains. Commun. Biol., 7.","DOI":"10.1038\/s42003-023-05710-4"},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"412","DOI":"10.1016\/j.neuroimage.2013.02.063","article-title":"The valuation system: A coordinate-based meta-analysis of BOLD fMRI experiments examining neural correlates of subjective value","volume":"76","author":"Bartra","year":"2013","journal-title":"Neuroimage"},{"key":"ref_12","doi-asserted-by":"crossref","unstructured":"Vessel, E.A., Starr, G.G., and Rubin, N. (2013). Art reaches within: Aesthetic experience, the self and the default mode network. Front. Neurosci., 7.","DOI":"10.3389\/fnins.2013.00258"},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"370","DOI":"10.1016\/j.tics.2014.03.003","article-title":"Neuroaesthetics","volume":"18","author":"Chatterjee","year":"2014","journal-title":"Trends Cogn. Sci."},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"135","DOI":"10.1016\/B978-0-444-63287-6.00007-5","article-title":"The experience of art: Insights from neuroimaging","volume":"204","author":"Nadal","year":"2013","journal-title":"Prog. Brain Res."},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"250","DOI":"10.1016\/j.neuroimage.2011.06.012","article-title":"Naturalizing aesthetics: Brain areas for aesthetic appraisal across sensory modalities","volume":"58","author":"Brown","year":"2011","journal-title":"Neuroimage"},{"key":"ref_16","doi-asserted-by":"crossref","unstructured":"Grzywacz, N.M. (2021). Stochasticity, nonlinear value functions, and update rules in learning aesthetic biases. Front. Hum. Neurosci., 15.","DOI":"10.3389\/fnhum.2021.639081"},{"key":"ref_17","doi-asserted-by":"crossref","unstructured":"Aleem, H., Correa-Herran, I., and Grzywacz, N.M. (2020). A Theoretical Framework for How We Learn Aesthetic Values. Front. Hum. Neurosci., 14.","DOI":"10.3389\/fnhum.2020.00345"},{"key":"ref_18","doi-asserted-by":"crossref","unstructured":"Correa-Herran, I., Aleem, H., and Grzywacz, N.M. (2020). Evolution of Neuroaesthetic Variables in Portraits Paintings Throughout the Renaissance. Entropy, 22.","DOI":"10.3390\/e22020146"},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"157","DOI":"10.1017\/S1062798705000736","article-title":"Symmetry and asymmetry in aesthetics and the arts","volume":"13","author":"McManus","year":"2005","journal-title":"Eur. Rev."},{"key":"ref_20","unstructured":"Weyl, H. (2015). Symmetry, Princeton University Press."},{"key":"ref_21","doi-asserted-by":"crossref","unstructured":"Locher, P.J. (2010). How does a visual artist create an artwork. The Cambridge Handbook of Creativity, Cambridge University Press.","DOI":"10.1017\/CBO9780511763205.010"},{"key":"ref_22","unstructured":"Arnheim, R. (1972). Art and Visual Perception: A Psychology of the Creative Eye, University of California Press."},{"key":"ref_23","unstructured":"Huron, D. (2008). Sweet Anticipation: Music and the Psychology of Expectation, MIT Press."},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"412","DOI":"10.1111\/1540_6245.jaac15.4.0412","article-title":"Meaning in music and information theory","volume":"15","author":"Meyer","year":"1957","journal-title":"J. Aesthet. Art Crit."},{"key":"ref_25","unstructured":"Meyer, L.B. (2008). Emotion and Meaning in Music, University of Chicago Press."},{"key":"ref_26","doi-asserted-by":"crossref","unstructured":"Miles, S.A., Rosen, D.S., and Grzywacz, N.M. (2017). A statistical analysis of the relationship between harmonic surprise and preference in popular music. Front. Hum. Neurosci., 11.","DOI":"10.3389\/fnhum.2017.00263"},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"100080","DOI":"10.1016\/j.crbeha.2022.100080","article-title":"Behavioral evidence of a harmonic surprise effect on preference in popular music","volume":"3","author":"Miles","year":"2022","journal-title":"Curr. Res. Behav. Sci."},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"97","DOI":"10.2307\/1576418","article-title":"Low-complexity art","volume":"30","author":"Schmidhuber","year":"1997","journal-title":"Leonardo"},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"E8585","DOI":"10.1073\/pnas.1800083115","article-title":"History of art paintings through the lens of entropy and complexity","volume":"115","author":"Sigaki","year":"2018","journal-title":"Proc. Natl. Acad. Sci. USA"},{"key":"ref_30","doi-asserted-by":"crossref","unstructured":"Marin, M.M., and Leder, H. (2013). Examining complexity across domains: Relating subjective and objective measures of affective environmental scenes, paintings and music. PLoS ONE, 8.","DOI":"10.1371\/journal.pone.0072412"},{"key":"ref_31","unstructured":"Pearson, R. (1996). Early cinema. The Oxford History of World Cinema, Oxford University Press."},{"key":"ref_32","unstructured":"Pearson, R. (1996). Transitional cinema. The Oxford History of World Cinema, Oxford University Press."},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"798","DOI":"10.1086\/448992","article-title":"Chasing film narrative: Repetition, recursion, and the body in early cinema","volume":"26","author":"Auerbach","year":"2000","journal-title":"Crit. Inq."},{"key":"ref_34","doi-asserted-by":"crossref","unstructured":"Auerbach, J. (2007). Body Shots: Early Cinema\u2019s Incarnations, University of California Press.","DOI":"10.1525\/9780520941199"},{"key":"ref_35","unstructured":"Brewster, B., and Jacobs, L. (1997). Theatre to Cinema: Stage Pictorialism and the Early Feature Film, Oxford University Press."},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"197","DOI":"10.1093\/screen\/34.3.197","article-title":"Early cinema, late cinema: Permutations of the public sphere","volume":"34","author":"Hansen","year":"1993","journal-title":"Screen"},{"key":"ref_37","unstructured":"Pierce, J. (2025, June 19). The Basic Visual Aesthetics of the Silent Era pt. 1: Ortho Film and Color. Available online: https:\/\/silentcinemastump.com\/the-basic-aesthetics-of-the-silent-era-pt-1\/."},{"key":"ref_38","doi-asserted-by":"crossref","unstructured":"Brown, B. (2023). Motion Picture and Video Lighting, Routledge.","DOI":"10.4324\/9781003334989"},{"key":"ref_39","first-page":"63","article-title":"The cinema of attraction[s]: Early film, its spectator and the avant-garde","volume":"39","author":"Gunning","year":"1986","journal-title":"Theater Film A Comp. Anthol."},{"key":"ref_40","unstructured":"Blom, I.L. (2000). Quo vadis? From Painting to Cinema and everything in between. La Decima Musa: Il Cinema e le Altre Arti: Atti Del VI Convegno DOMITOR, VII Convegno Internazionale di Studi Sul Cinema: Udine, Gemona del Friuli, Forum. 21\u201325 marzo 2000."},{"key":"ref_41","unstructured":"Simmon, S. (1993). The Films of DW Griffith, CUP Archive."},{"key":"ref_42","doi-asserted-by":"crossref","unstructured":"Bellour, R. (2000). The Analysis of Film, Indiana University Press.","DOI":"10.2979\/1100.0"},{"key":"ref_43","unstructured":"Wolf, W. (1996, January 7\u201310). Key Frame Selection by Motion Analysis. Proceedings of the 1996 IEEE International Conference on Acoustics, Speech, and Signal Processing Conference Proceedings, Atlanta, GA, USA."},{"key":"ref_44","unstructured":"Jahn, M. (2003). A guide to narratological film analysis. Poems, Plays, and Prose: A Guide to the Theory of Literary Genres, Taylor & Francis."},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"135","DOI":"10.1037\/aca0000224","article-title":"Order, complexity, and aesthetic appreciation","volume":"14","author":"Wagemans","year":"2020","journal-title":"Psychol. Aesthet. Creat. Arts"},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"553","DOI":"10.2307\/429334","article-title":"Aesthetics and psychobiology","volume":"31","author":"Berlyne","year":"1973","journal-title":"J. Aesthet. Art Crit."},{"key":"ref_47","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1037\/h0093865","article-title":"Uncertainty, structure, and preference","volume":"78","author":"Munsinger","year":"1964","journal-title":"Psychol. Monogr. Gen. Appl."},{"key":"ref_48","doi-asserted-by":"crossref","unstructured":"Grzywacz, N.M. (2025). Perceptual Complexity as Normalized Shannon Entropy. Entropy, 27.","DOI":"10.3390\/e27020166"},{"key":"ref_49","doi-asserted-by":"crossref","unstructured":"Berquet, S., Aleem, H., and Grzywacz, N.M. (2024). A Fisher information theory of aesthetic preference for complexity. Entropy, 26.","DOI":"10.3390\/e26110901"},{"key":"ref_50","doi-asserted-by":"crossref","unstructured":"Grzywacz, N.M., and Aleem, H. (2022). Does amount of information support aesthetic values?. Front. Neurosci., 16.","DOI":"10.3389\/fnins.2022.805658"},{"key":"ref_51","doi-asserted-by":"crossref","first-page":"pgaf092","DOI":"10.1093\/pnasnexus\/pgaf092","article-title":"Two-by-two ordinal patterns in art paintings","volume":"4","author":"Tarozo","year":"2025","journal-title":"PNAS Nexus"},{"key":"ref_52","doi-asserted-by":"crossref","first-page":"26580","DOI":"10.1073\/pnas.2011927117","article-title":"Dissecting landscape art history with information theory","volume":"117","author":"Lee","year":"2020","journal-title":"Proc. Natl. Acad. Sci. USA"},{"key":"ref_53","doi-asserted-by":"crossref","first-page":"185","DOI":"10.1016\/0004-3702(81)90024-2","article-title":"Determining optical flow","volume":"17","author":"Horn","year":"1981","journal-title":"Artif. Intell."},{"key":"ref_54","unstructured":"Lucas, B.D., and Kanade, T. (1981, January 24\u201328). An Iterative Image Registration Technique with an Application to Stereo Vision. Proceedings of the IJCAI\u201981: 7th International Joint Conference on Artificial Intelligence, Vancouver, BC, Canada."},{"key":"ref_55","unstructured":"Farneback, G. (2001, January 7\u201314). Very high accuracy velocity estimation using orientation tensors, parametric motion, and simultaneous segmentation of the motion field. Proceedings of the Eighth IEEE International Conference on Computer Vision. ICCV 2001, Vancouver, BC, Canada."},{"key":"ref_56","doi-asserted-by":"crossref","first-page":"2457","DOI":"10.1016\/S0042-6989(02)00259-6","article-title":"Measurement of angular velocity in the perception of rotation","volume":"42","author":"Barraza","year":"2002","journal-title":"Vis. Res."},{"key":"ref_57","doi-asserted-by":"crossref","first-page":"646","DOI":"10.1037\/0096-1523.14.4.646","article-title":"Perception of translational heading from optical flow","volume":"14","author":"Warren","year":"1988","journal-title":"J. Exp. Psychol. Hum. Percept. Perform."},{"key":"ref_58","doi-asserted-by":"crossref","first-page":"161","DOI":"10.1016\/0042-6989(86)90078-7","article-title":"Optic flow","volume":"26","author":"Koenderink","year":"1986","journal-title":"Vis. Res."},{"key":"ref_59","doi-asserted-by":"crossref","first-page":"364","DOI":"10.1207\/s15327957pspr0804_3","article-title":"Processing fluency and aesthetic pleasure: Is beauty in the perceiver\u2019s processing experience?","volume":"8","author":"Reber","year":"2004","journal-title":"Personal. Soc. Psychol. Rev."},{"key":"ref_60","doi-asserted-by":"crossref","first-page":"2289","DOI":"10.1097\/00001756-199411000-00021","article-title":"Segregation of computations underlying perception of motion discontinuity and coherence","volume":"5","author":"Vaina","year":"1994","journal-title":"NeuroReport"},{"key":"ref_61","doi-asserted-by":"crossref","unstructured":"Yuille, A.L., and Grzywacz, N.M. (1998). A Theoretical Framework for Visual Motion. MIT Press.","DOI":"10.7551\/mitpress\/3495.003.0009"},{"key":"ref_62","doi-asserted-by":"crossref","first-page":"523","DOI":"10.1038\/300523a0","article-title":"Phenomenal coherence of moving visual patterns","volume":"300","author":"Adelson","year":"1982","journal-title":"Nature"},{"key":"ref_63","doi-asserted-by":"crossref","first-page":"7733","DOI":"10.1523\/JNEUROSCI.16-23-07733.1996","article-title":"Visual response properties of striate cortical neurons projecting to area MT in macaque monkeys","volume":"16","author":"Movshon","year":"1996","journal-title":"J. Neurosci."},{"key":"ref_64","doi-asserted-by":"crossref","first-page":"1421","DOI":"10.1038\/nn1786","article-title":"How MT cells analyze the motion of visual patterns","volume":"9","author":"Rust","year":"2006","journal-title":"Nat. Neurosci."},{"key":"ref_65","doi-asserted-by":"crossref","first-page":"869","DOI":"10.1109\/5.5962","article-title":"Ill-posed problems in early vision","volume":"76","author":"Bertero","year":"1988","journal-title":"Proc. IEEE"},{"key":"ref_66","unstructured":"Poggio, T., and Torre, V. (1984). Ill-posed problems and regularization analysis in early vision. Artif. Intell. Lab. Memo, 773, Available online: http:\/\/hdl.handle.net\/1721.1\/6402."},{"key":"ref_67","doi-asserted-by":"crossref","first-page":"419","DOI":"10.1016\/0262-8856(93)90046-J","article-title":"Variational approach to optical flow estimation managing discontinuities","volume":"11","author":"Nesi","year":"1993","journal-title":"Image Vis. Comput."},{"key":"ref_68","unstructured":"Grzywacz, N.M., Smith, J.A., and Yuille, A.L. (1989, January 20\u201322). A Common Theoretical Framework for Visual Motion\u2019s Spatial and Temporal Coherence. Proceedings of the Workshop on Visual Motion, Irvine, CA, USA."},{"key":"ref_69","doi-asserted-by":"crossref","unstructured":"Piana, S., Alborno, P., Niewiadomski, R., Mancini, M., Volpe, G., and Camurri, A. (2016). Movement Fluidity Analysis Based on Performance and Perception, Proceedings of the 2016 CHI Conference Extended Abstracts on Human Factors in Computing Systems, San Jose, CA, USA, 7\u201312 May 2016, Association for Computing Machinery.","DOI":"10.1145\/2851581.2892478"},{"key":"ref_70","unstructured":"Alborno, P., Cera, A., Piana, S., Mancini, M., Niewiadomski, R., Canepa, C., Volpe, G., and Camurri, A. (2016). Interactive sonification of movement qualities\u2013A case study on fluidity. Proc. ISon, 35."},{"key":"ref_71","doi-asserted-by":"crossref","first-page":"111","DOI":"10.1177\/0146167213506467","article-title":"Fluid movement and fluid social cognition: Bodily movement influences essentialist thought","volume":"40","author":"Slepian","year":"2014","journal-title":"Personal. Soc. Psychol. Bull."},{"key":"ref_72","doi-asserted-by":"crossref","unstructured":"Aleem, H., Correa-Herran, I., and Grzywacz, N.M. (2017). Inferring Master Painters\u2019 Esthetic Biases from the Statistics of Portraits. Front. Hum. Neurosci., 11.","DOI":"10.3389\/fnhum.2017.00094"},{"key":"ref_73","doi-asserted-by":"crossref","first-page":"172","DOI":"10.1111\/nyas.13035","article-title":"Neuroscience of aesthetics","volume":"1369","author":"Chatterjee","year":"2016","journal-title":"Ann. N. Y. Acad. Sci."},{"key":"ref_74","doi-asserted-by":"crossref","unstructured":"Isik, A.I., and Vessel, E.A. (2021). From visual perception to aesthetic appeal: Brain responses to aesthetically appealing natural landscape movies. Front. Hum. Neurosci., 15.","DOI":"10.3389\/fnhum.2021.676032"},{"key":"ref_75","doi-asserted-by":"crossref","first-page":"105729","DOI":"10.1016\/j.bandc.2021.105729","article-title":"Evaluative judgment across domains: Liking balance, contour, symmetry and complexity in melodies and visual designs","volume":"151","author":"Clemente","year":"2021","journal-title":"Brain Cogn."},{"key":"ref_76","doi-asserted-by":"crossref","first-page":"2769","DOI":"10.1093\/cercor\/bhr353","article-title":"Mapping aesthetic musical emotions in the brain","volume":"22","author":"Trost","year":"2012","journal-title":"Cereb. Cortex"},{"key":"ref_77","doi-asserted-by":"crossref","first-page":"11","DOI":"10.1167\/6.4.11","article-title":"Estimating nonlinear receptive fields from natural images","volume":"6","author":"Rapela","year":"2006","journal-title":"J. Vis."},{"key":"ref_78","doi-asserted-by":"crossref","first-page":"2379","DOI":"10.1364\/JOSAA.4.002379","article-title":"Relations between the statistics of natural images and the response properties of cortical cells","volume":"4","author":"Field","year":"1987","journal-title":"J. Opt. Soc. Am. A"},{"key":"ref_79","doi-asserted-by":"crossref","first-page":"1193","DOI":"10.1146\/annurev.neuro.24.1.1193","article-title":"Natural image statistics and neural representation","volume":"24","author":"Simoncelli","year":"2001","journal-title":"Annu. Rev. Neurosci."},{"key":"ref_80","doi-asserted-by":"crossref","first-page":"352","DOI":"10.1038\/nature06713","article-title":"Identifying natural images from human brain activity","volume":"452","author":"Kay","year":"2008","journal-title":"Nature"},{"key":"ref_81","doi-asserted-by":"crossref","first-page":"167","DOI":"10.1146\/annurev.psych.58.110405.085632","article-title":"Visual perception and the statistical properties of natural scenes","volume":"59","author":"Geisler","year":"2008","journal-title":"Annu. Rev. Psychol."},{"key":"ref_82","doi-asserted-by":"crossref","unstructured":"Cohen, J. (2013). Statistical Power Analysis for the Behavioral Sciences, Routledge.","DOI":"10.4324\/9780203771587"},{"key":"ref_83","first-page":"47","article-title":"The evolution of amateur motion picture equipment 1895\u20131965","volume":"38","author":"Kattelle","year":"1986","journal-title":"J. Film Video"},{"key":"ref_84","doi-asserted-by":"crossref","unstructured":"Turquety, B. (2019). Inventing Cinema: Machines, Gestures and Media History, Amsterdam University Press.","DOI":"10.1017\/9789048550463"},{"key":"ref_85","unstructured":"Manley, B. (2011). Moving pictures: The history of early cinema. ProQuest Discov. Guides, 1, Available online: https:\/\/www.lkouniv.ac.in\/site\/writereaddata\/siteContent\/202004260643328777nishi_films.pdf."},{"key":"ref_86","doi-asserted-by":"crossref","first-page":"764","DOI":"10.1016\/j.jesp.2013.03.013","article-title":"Detecting outliers: Do not use standard deviation around the mean, use absolute deviation around the median","volume":"49","author":"Leys","year":"2013","journal-title":"J. Exp. Soc. Psychol."},{"key":"ref_87","doi-asserted-by":"crossref","first-page":"536","DOI":"10.1016\/j.jom.2007.06.007","article-title":"Six Sigma: Definition and underlying theory","volume":"26","author":"Schroeder","year":"2008","journal-title":"J. Oper. Manag."},{"key":"ref_88","unstructured":"Yang, K., Basem, S., and El-Haik, B. (2003). Design for Six Sigma, McGraw-Hill."},{"key":"ref_89","doi-asserted-by":"crossref","first-page":"287","DOI":"10.1006\/cviu.1996.0020","article-title":"Automatic PCB inspection algorithms: A survey","volume":"63","author":"Moganti","year":"1996","journal-title":"Comput. Vis. Image Underst."},{"key":"ref_90","first-page":"104","article-title":"Six Sigma","volume":"39","author":"Barney","year":"2002","journal-title":"Ind. Organ. Psychol."},{"key":"ref_91","doi-asserted-by":"crossref","first-page":"292","DOI":"10.1037\/1082-989X.2.3.292","article-title":"On the meaning and use of kurtosis","volume":"2","author":"DeCarlo","year":"1997","journal-title":"Psychol. Methods"},{"key":"ref_92","doi-asserted-by":"crossref","first-page":"56","DOI":"10.1016\/S1544-6123(03)00003-5","article-title":"On more robust estimation of skewness and kurtosis","volume":"1","author":"Kim","year":"2004","journal-title":"Financ. Res. Lett."},{"key":"ref_93","doi-asserted-by":"crossref","first-page":"996","DOI":"10.1198\/106186004X12632","article-title":"A robust measure of skewness","volume":"13","author":"Brys","year":"2004","journal-title":"J. Comput. Graph. Stat."},{"key":"ref_94","first-page":"12","article-title":"Entropy, relative entropy and mutual information","volume":"2","author":"Cover","year":"1991","journal-title":"Elem. Inf. Theory"},{"key":"ref_95","doi-asserted-by":"crossref","first-page":"13","DOI":"10.1007\/BF01212339","article-title":"On the relative entropy","volume":"105","author":"Donald","year":"1986","journal-title":"Commun. Math. Phys."},{"key":"ref_96","doi-asserted-by":"crossref","unstructured":"Smeeton, N., Spencer, N., and Sprent, P. (2025). Applied Nonparametric Statistical Methods, CRC Press.","DOI":"10.1201\/9780429326172"},{"key":"ref_97","doi-asserted-by":"crossref","unstructured":"Ruppert, D., and Matteson, D.S. (2011). Statistics and Data Analysis for Financial Engineering, Springer.","DOI":"10.1007\/978-1-4419-7787-8"},{"key":"ref_98","doi-asserted-by":"crossref","unstructured":"Hinton, P.R. (2024). Statistics Explained, Routledge.","DOI":"10.4324\/9780429353260"},{"key":"ref_99","doi-asserted-by":"crossref","first-page":"502","DOI":"10.1111\/opo.12131","article-title":"When to use the Bonferroni correction","volume":"34","author":"Armstrong","year":"2014","journal-title":"Ophthalmic Physiol. Opt."},{"key":"ref_100","doi-asserted-by":"crossref","unstructured":"Lakens, D. (2013). Calculating and reporting effect sizes to facilitate cumulative science: A practical primer for t-tests and ANOVAs. Front. Psychol., 4.","DOI":"10.3389\/fpsyg.2013.00863"},{"key":"ref_101","unstructured":"Flueckiger, B. (2016). Color and subjectivity in film. Subjectivity Across Media, Routledge."},{"key":"ref_102","unstructured":"Fu, X. (2016). Horror Movie Aesthetics: How Color, Time, Space and Sound Elicit Fear in an Audience, Northeastern University."},{"key":"ref_103","doi-asserted-by":"crossref","first-page":"465","DOI":"10.1088\/0954-898X_14_3_305","article-title":"Sensory adaptation as Kalman filtering: Theory and illustration with contrast adaptation","volume":"14","author":"Grzywacz","year":"2003","journal-title":"Netw. Comput. Neural Syst."},{"key":"ref_104","doi-asserted-by":"crossref","first-page":"423","DOI":"10.1016\/j.conb.2007.07.001","article-title":"Sensory adaptation","volume":"17","author":"Wark","year":"2007","journal-title":"Curr. Opin. Neurobiol."},{"key":"ref_105","doi-asserted-by":"crossref","first-page":"874","DOI":"10.1002\/cne.22800","article-title":"Rearrangement of the cone mosaic in the retina of the rat model of retinitis pigmentosa","volume":"520","author":"Ji","year":"2012","journal-title":"J. Comp. Neurol."},{"key":"ref_106","doi-asserted-by":"crossref","first-page":"29","DOI":"10.1007\/s00441-012-1522-5","article-title":"Spatiotemporal pattern of rod degeneration in the S334ter-line-3 rat model of retinitis pigmentosa","volume":"351","author":"Zhu","year":"2013","journal-title":"Cell Tissue Res."},{"key":"ref_107","doi-asserted-by":"crossref","first-page":"1564","DOI":"10.1044\/2014_JSLHR-H-13-0213","article-title":"Auditory neuropathy spectrum disorder: A review","volume":"57","author":"Norrix","year":"2014","journal-title":"J. Speech Lang. Hear. Res."},{"key":"ref_108","doi-asserted-by":"crossref","first-page":"2118","DOI":"10.1111\/j.1460-9568.2006.05078.x","article-title":"Dark-rearing-induced reduction of GABA and GAD and prevention of the effect by BDNF in the mouse retina","volume":"24","author":"Lee","year":"2006","journal-title":"Eur. J. Neurosci."},{"key":"ref_109","doi-asserted-by":"crossref","first-page":"434","DOI":"10.1152\/jn.00826.2016","article-title":"Cell type-specific changes in retinal ganglion cell function induced by rod death and cone reorganization in rats","volume":"118","author":"Yu","year":"2017","journal-title":"J. Neurophysiol."},{"key":"ref_110","first-page":"180","article-title":"Degas and the contingency of vision","volume":"130","author":"Kendall","year":"1988","journal-title":"Burlingt. Mag."},{"key":"ref_111","doi-asserted-by":"crossref","first-page":"287","DOI":"10.1038\/eye.2015.197","article-title":"Vision, eye disease, and art: 2015 Keeler Lecture","volume":"30","author":"Marmor","year":"2016","journal-title":"Eye"},{"key":"ref_112","doi-asserted-by":"crossref","first-page":"49","DOI":"10.2307\/831897","article-title":"Wagner, deafness, and the reception of Beethoven\u2019s late style","volume":"51","author":"Knittel","year":"1998","journal-title":"J. Am. Musicol. Soc."},{"key":"ref_113","doi-asserted-by":"crossref","first-page":"2854","DOI":"10.1002\/lary.24120","article-title":"Lead and the deafness of Ludwig van Beethoven","volume":"123","author":"Stevens","year":"2013","journal-title":"Laryngoscope"},{"key":"ref_114","doi-asserted-by":"crossref","first-page":"1764","DOI":"10.1001\/archopht.124.12.1764","article-title":"Ophthalmology and art: Simulation of Monet\u2019s cataracts and Degas\u2019 retinal disease","volume":"124","author":"Marmor","year":"2006","journal-title":"Arch. Ophthalmol."},{"key":"ref_115","doi-asserted-by":"crossref","first-page":"394","DOI":"10.1001\/jama.1985.03360030084028","article-title":"Monet\u2019s cataracts","volume":"254","author":"Ravin","year":"1985","journal-title":"JAMA"},{"key":"ref_116","doi-asserted-by":"crossref","first-page":"44","DOI":"10.1159\/000102871","article-title":"Visconti and Fellini: From left social neorealism to right-hemisphere stroke","volume":"22","author":"Dieguez","year":"2007","journal-title":"Front. Neurol. Neurosci."},{"key":"ref_117","unstructured":"Comte, J.A., de Foville, J., and Dezarrois, A. (1927). La Revue de l\u2019art Ancien et Modern, Imprimerie Georges Petit."},{"key":"ref_118","doi-asserted-by":"crossref","unstructured":"Ma, Y. (2019, January 14\u201316). A Brief Analysis on the Use of Color in Film Scenes Taking the Grand Budapest Hotel as an Example. Proceedings of the 5th International Conference on Arts, Design and Contemporary Education (ICADCE 2019), Moscow, Russia.","DOI":"10.2991\/icadce-19.2019.72"},{"key":"ref_119","unstructured":"Galt, R. (2011). Pretty: Film and the Decorative Image, Columbia University Press."},{"key":"ref_120","doi-asserted-by":"crossref","unstructured":"Kinder, M., and Almod\u00f3var, P. (1987). Pleasure and the New Spanish mentality: A conversation with Pedro Almod\u00f3var. Film Q., 33\u201344. Available online: https:\/\/www.enotes.com\/topics\/pedro-almodovar\/criticism\/criticism\/pedro-almodovar-with-marsha-kinder-interview-date.","DOI":"10.2307\/1212326"},{"key":"ref_121","doi-asserted-by":"crossref","unstructured":"Bartram, L., and Nakatani, A. (2010, January 14\u201317). What Makes Motion Meaningful? Affective Properties of Abstract Motion. Proceedings of the 2010 Fourth Pacific-Rim Symposium on Image and Video Technology, Singapore.","DOI":"10.1109\/PSIVT.2010.85"},{"key":"ref_122","doi-asserted-by":"crossref","unstructured":"Schonig, J. (2021). The Shape of Motion: Cinema and the Aesthetics of Movement, Oxford University Press.","DOI":"10.1093\/oso\/9780190093884.001.0001"},{"key":"ref_123","doi-asserted-by":"crossref","first-page":"363","DOI":"10.1111\/j.2006.0030-1299.14714.x","article-title":"Entropy and diversity","volume":"113","author":"Jost","year":"2006","journal-title":"Oikos"},{"key":"ref_124","doi-asserted-by":"crossref","first-page":"145","DOI":"10.1109\/18.61115","article-title":"Divergence measures based on the Shannon entropy","volume":"37","author":"Lin","year":"1991","journal-title":"IEEE Trans. Inf. Theory"},{"key":"ref_125","doi-asserted-by":"crossref","first-page":"237","DOI":"10.1016\/j.tpb.2006.06.003","article-title":"Towards a unifying approach to diversity measures: Bridging the gap between the Shannon entropy and Rao\u2019s quadratic index","volume":"70","author":"Ricotta","year":"2006","journal-title":"Theor. Popul. Biol."},{"key":"ref_126","doi-asserted-by":"crossref","first-page":"307","DOI":"10.1016\/0092-6566(75)90005-7","article-title":"The effect of suspense and its resolution on the appreciation of dramatic presentations","volume":"9","author":"Zillmann","year":"1975","journal-title":"J. Res. Personal."},{"key":"ref_127","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1080\/026999300378978","article-title":"Exploring the strength of association between the components of emotion syndromes: The case of surprise","volume":"14","author":"Reisenzein","year":"2000","journal-title":"Cogn. Emot."},{"key":"ref_128","doi-asserted-by":"crossref","unstructured":"Lehne, M., and Koelsch, S. (2015). Toward a general psychological model of tension and suspense. Front. Psychol., 6.","DOI":"10.3389\/fpsyg.2015.00079"},{"key":"ref_129","doi-asserted-by":"crossref","first-page":"1295","DOI":"10.1016\/j.visres.2008.09.007","article-title":"Bayesian surprise attracts human attention","volume":"49","author":"Itti","year":"2009","journal-title":"Vis. Res."},{"key":"ref_130","doi-asserted-by":"crossref","first-page":"649","DOI":"10.1016\/j.neunet.2009.12.007","article-title":"Of bits and wows: A Bayesian theory of surprise with applications to attention","volume":"23","author":"Baldi","year":"2010","journal-title":"Neural Netw."},{"key":"ref_131","doi-asserted-by":"crossref","first-page":"295","DOI":"10.1080\/02699939108411042","article-title":"An experimental analysis of surprise","volume":"5","author":"Meyer","year":"1991","journal-title":"Cogn. Emot."},{"key":"ref_132","unstructured":"Orpen, V. (2003). Film Editing: The Art of the Expressive, Wallflower Press."},{"key":"ref_133","doi-asserted-by":"crossref","first-page":"267","DOI":"10.1353\/mod.2006.0046","article-title":"\u201cA new form of true beauty\u201d: Aesthetics and Early Film Criticism","volume":"13","author":"Marcus","year":"2006","journal-title":"Mod. Mod."},{"key":"ref_134","doi-asserted-by":"crossref","first-page":"9","DOI":"10.1515\/ausfm-2018-0001","article-title":"Tableaux Vivants, Early Cinema and \u201cBeauty-as-Attraction\u201d","volume":"15","author":"Wiegand","year":"2018","journal-title":"Acta Univ. Sapientiae Film Media Stud."},{"key":"ref_135","first-page":"100","article-title":"Anyone for an Aesthetic of Film History?","volume":"6","year":"1994","journal-title":"Film Hist."},{"key":"ref_136","doi-asserted-by":"crossref","unstructured":"Dmytryk, E., Lund, A., and Hurbis-Cherrier, M. (2018). On Film Editing: An Introduction to the Art of Film Construction, Routledge.","DOI":"10.4324\/9780429506086"},{"key":"ref_137","doi-asserted-by":"crossref","first-page":"69","DOI":"10.1007\/BF02768396","article-title":"The effects of context and order in film editing","volume":"23","author":"Isenhour","year":"1975","journal-title":"AV Commun. Rev."},{"key":"ref_138","first-page":"95","article-title":"Suspense and surprise","volume":"40","year":"2006","journal-title":"New Left Rev."},{"key":"ref_139","unstructured":"(2025, May 08). Available online: https:\/\/www.instagram.com\/reel\/DIe1xIjMv_Z\/?utm_source=ig_web_copy_link."}],"container-title":["Entropy"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/1099-4300\/27\/7\/707\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,9]],"date-time":"2025-10-09T18:01:46Z","timestamp":1760032906000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/1099-4300\/27\/7\/707"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,6,30]]},"references-count":139,"journal-issue":{"issue":"7","published-online":{"date-parts":[[2025,7]]}},"alternative-id":["e27070707"],"URL":"https:\/\/doi.org\/10.3390\/e27070707","relation":{},"ISSN":["1099-4300"],"issn-type":[{"value":"1099-4300","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,6,30]]}}}