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研究生: 黃國駿
Huang, Kuo-Chun
論文名稱: 眼動資料之時間加權分析法
Time-Weighted Analysis Method for eye movements
指導教授: 劉子鍵
Liu, Tzu-Chien
學位類別: 碩士
Master
系所名稱: 教育心理與輔導學系
Department of Educational Psychology and Counseling
論文出版年: 2018
畢業學年度: 106
語文別: 中文
論文頁數: 70
中文關鍵詞: 分析方法時間加權時間趨勢眼動
英文關鍵詞: Analysis method, Eye movements, Time-weighted, Temporal distribution
DOI URL: http://doi.org/10.6345/THE.NTNU.DEPC.034.2018.F02
論文種類: 學術論文
相關次數: 點閱:268下載:28
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  • 時間趨勢是眼動資料中重要的一項特性,然而鮮少有分析方法去分析此特性,因此本研究發展了時間加權分析法,以時間加權之概念解決分析上的問題。本方法中的一項功能為使用時間加權函數,探討受試者之眼動資料在時間趨勢上與表現之間的關係。在一項案例研究中,本研究示範了時間加權分析法的使用流程與分析結果,探討受試者於單詞自由回憶測驗中,眼動資料之凝視現象在時間趨勢與回憶率之關係。研究結果顯示時間加權分析法是一種有效的方式,用以分析眼動資料之時間趨勢特性。

    The temporal distribution of eye movements is very important but few methods can demo and analyze it. Time-Weighted Analysis Method that is developed in the current study try to cross the limits. One feature of this method is to use time-weighted function to build the temporal distribution of the subjects’ eye movements and to analyze the relationships between this temporal distribution of eye movements and the subjects’ performance. A case study in the current study shows the procedure and results of using Time-Weighted Analysis Method to demo the temporal distribution of a subject’s fixation in her free call test and to analyze the relationships between this distribution and both of the fixation numbers and the recall accuracy rate. The results show that Time-Weighted Analysis Method is a useful way to demo and analyze the temporal distribution of eye movements.

    誌謝詞 i 中文摘要 ii 英文摘要 iii 目次 iv 表次 vi 圖次 viii 第一章 緒論 1 第一節 研究背景與動機 1 第二節 研究目的 5 第二章 文獻探討 7 第一節 眼動現象與認知處理 7 第二節 眼動分析方法 9 第三節 眼動資料特性 14 第三章 時間加權分析法之演算法 15 第一節 時間加權函數 15 第二節 凝視次數加權分析模式 18 第三節 凝視持續時間加權分析模式 19 第四章 研究一 20 第一節 研究方法 20 第二節 研究結果 29 第三節 研究探討 39 第五章 研究二 41 第一節 研究方法 41 第二節 研究結果 45 第三節 研究探討 49 第六章 結論與建議 51 第一節 時間加權分析法的應用 51 第二節 時間加權分析法的可用性 53 第三節 研究結論與建議 54 第四節 研究限制 55 第五節 未來研究方向 55 參考文獻 57 中文部分 57 西文部分 57 附錄 62 附錄一 眼動資料模擬之資料結構 62 附錄二 眼動資料模擬之程式碼 64

    中文部分
    宋曜廷(2017)。大數據語料:分析工具、指標建立、與教育應用-總計畫:大數據語料:分析工具、指標建立、與教育應用。科技部專題研究計畫(編號:MOST104-2511-S003-017-MY3)。
    陳學志、賴惠德、邱發忠(2010)。眼球追蹤技術在學習與教育上的應用。教育科學研究期刊,55(4),39-68。
    蔡介立(2000)。從眼動控制探討中文閱讀的訊息處理歷程:應用眼動誘發呈現技術之系列研究。國立政治大學心理學研究所博士論文。

    西文部分
    Abrams, R. A., Meyer, D. E., & Kornblum, S. (1989). Speed and accuracy of saccadic eye movements: characteristics of impulse variability in the oculomotor system. Journal of Experimental Psychology: Human Perception and Performance, 15(3), 529.
    Anderson, N. C., Bischof, W. F., Laidlaw, K. E., Risko, E. F., & Kingstone, A. (2013). Recurrence quantification analysis of eye movements. Behavior research methods, 45(3), 842-856.
    Avons, S. E. (1998). Serial report and item recognition of novel visual patterns. British Journal of Psychology, 89(2), 285-308.
    Barbuceanu, F., & Antonya, C. (2009). EYE TRACKING APPLICATIONS. Bulletin of the Transilvania University of Brasov. Engineering Sciences, 2(51), 17-24.
    Benel, D. C., Ottens Jr, D., & Horst, R. (1991). Use of an eyetracking system in the usability laboratory. Paper presented at the Proceedings of the Human Factors Society Annual Meeting.
    Blelloch, G. E., & Maggs, B. M. (2010). Parallel algorithms. Paper presented at the Algorithms and theory of computation handbook.
    Brandt, S. A., & Stark, L. W. (1997). Spontaneous eye movements during visual imagery reflect the content of the visual scene. Journal of cognitive neuroscience, 9(1), 27-38.
    Burmester, M., & Mast, M. (2010). Repeated web page visits and the scanpath theory: A recurrent pattern detection approach. Journal of Eye Movement Research, 3(4), 1-20.
    Byrne, M. D., Anderson, J. R., Douglass, S., & Matessa, M. (1999). Eye tracking the visual search of click-down menus. Paper presented at the Proceedings of the SIGCHI conference on Human Factors in Computing Systems.
    Card, S. K. (1984). Visual search of computer command menus. Attention and performance X: Control of language processes, 97-108.
    Cherubini, M., Nüssli, M.-A., & Dillenbourg, P. (2010). This is it!: Indicating and looking in collaborative work at distance. Journal of Eye Movement Research, 3(5), 1-20.
    Chuk, T., Chan, A. B., & Hsiao, J. H. (2014). Understanding eye movements in face recognition using hidden Markov models. Journal of vision, 14(11), 1-14.
    Cristino, F., Mathôt, S., Theeuwes, J., & Gilchrist, I. D. (2010). ScanMatch: A novel method for comparing fixation sequences. Behavior research methods, 42(3), 692-700.
    Dale, R., Kirkham, N. Z., & Richardson, D. C. (2011). The dynamics of reference and shared visual attention. Frontiers in psychology, 2, 355.
    Dale, R., Warlaumont, A. S., & Richardson, D. C. (2011). Nominal cross recurrence as a generalized lag sequential analysis for behavioral streams. International Journal of Bifurcation and Chaos, 21(4), 1153-1161.
    Duchowski, A. T. (2002). A breadth-first survey of eye-tracking applications. Behavior Research Methods, Instruments, & Computers, 34(4), 455-470.
    Duncker, K., & Lees, L. S. (1945). On problem-solving. Psychological monographs, 58(5), i-113.
    Foulsham, T., Dewhurst, R., Nyström, M., Jarodzka, H., Johansson, R., Underwood, G., & Holmqvist, K. (2012). Comparing scanpaths during scene encoding and recognition: A multi-dimensional approach. Journal of Eye Movement Research, 5(4), 1-14.
    Foulsham, T., & Kingstone, A. (2013). Fixation-dependent memory for natural scenes: An experimental test of scanpath theory. Journal of Experimental Psychology: General, 142(1), 41-56.
    Foulsham, T., & Underwood, G. (2008). What can saliency models predict about eye movements? Spatial and sequential aspects of fixations during encoding and recognition. Journal of Vision, 8(2), 6-6.
    Goldberg, J. H., & Kotval, X. P. (1998). Eye movement-based evaluation of the computer interface. In Kumar, S. (Ed.), Advances in occupational ergonomics and safety (pp. 529-532). Amsterdam, The Netherlands: ISO press.
    Goldberg, J. H., Stimson, M. J., Lewenstein, M., Scott, N., & Wichansky, A. M. (2002). Eye tracking in web search tasks: design implications. Paper presented at the Proceedings of the 2002 symposium on Eye tracking research & applications.
    Graf, W., & Krueger, H. (1989). Ergonomic evaluation of user-interfaces by means of eye-movement data. Paper presented at the Proceedings of the third international conference on human-computer interaction, Vol. 1 on Work with computers: organizational, management, stress and health aspects.
    Grant, E. R., & Spivey, M. J. (2003). Eye movements and problem solving: Guiding attention guides thought. Psychological Science, 14(5), 462-466.
    Harding, G., & Bloj, M. (2010). Real and predicted influence of image manipulations on eye movements during scene recognition. Journal of Vision, 10(2), 1-17.
    Hegarty, M., Mayer, R. E., & Green, C. E. (1992). Comprehension of arithmetic word problems: Evidence from students' eye fixations. Journal of Educational Psychology, 84(1), 76.
    Hegarty, M., Mayer, R. E., & Monk, C. A. (1995). Comprehension of arithmetic word problems: A comparison of successful and unsuccessful problem solvers. Journal of Educational Psychology, 87(1), 18.
    Hejmady, P., & Narayanan, N. H. (2012). Visual attention patterns during program debugging with an IDE. In Proceedings of the Symposium on Eye Tracking Research and Applications (pp. 197-200). New York, NY: ACM.
    Huey, E. B. (1908). The psychology and pedagogy of reading. New York, NY: The Macmillan Company.
    Javal, É. (1906). Physiologie de la lecture et de l'écriture. Paris, France: F. Alcan.
    Johansson, R., Holsanova, J., & Holmqvist, K. (2006). Pictures and spoken descriptions elicit similar eye movements during mental imagery, both in light and in complete darkness. Cognitive Science, 30(6), 1053-1079.
    Johansson, R., Holsanova, J., & Homqvist, K. (2011). The dispersion of eye movements during visual imagery is related to individual differences in spatial imagery ability. Paper presented at the Proceedings of the Annual Meeting of the Cognitive Science Society.
    Just, M. A., & Carpenter, P. A. (1976). Eye fixations and cognitive processes. Cognitive psychology, 8(4), 441-480.
    Just, M. A., & Carpenter, P. A. (1984). Using eye fixations to study reading comprehension. In D. E. Kieras & M. A. Just (Eds.), New methods in reading comprehension research (pp. 151-182). Hillsdale, NJ: Erlbaum.
    Klin, A., Jones, W., Schultz, R., & Volkmar, F. (2003). The enactive mind, or from actions to cognition: lessons from autism. Philosophical Transactions of the Royal Society of London B: Biological Sciences, 358(1430), 345-360.
    Klin, A., Jones, W., Schultz, R., Volkmar, F., & Cohen, D. (2002a). Defining and quantifying the social phenotype in autism. American Journal of Psychiatry, 159(6), 895-908.
    Klin, A., Jones, W., Schultz, R., Volkmar, F., & Cohen, D. (2002b). Visual fixation patterns during viewing of naturalistic social situations as predictors of social competence in individuals with autism. Archives of general psychiatry, 59(9), 809-816.
    Knoblich, G., Ohlsson, S., & Raney, G. E. (2001). An eye movement study of insight problem solving. Memory & Cognition, 29(7), 1000-1009.
    Kolers, P. A., Duchnicky, R. L., & Ferguson, D. C. (1981). Eye movement measurement of readability of CRT displays. Human Factors, 23(5), 517-527.
    Kuo, F.-Y., Chu, T.-H., Hsu, M.-H., & Hsieh, H.-S. (2004). An investigation of effort–accuracy trade-off and the impact of self-efficacy on Web searching behaviors. Decision Support Systems, 37(3), 331-342.
    Laeng, B., & Teodorescu, D.-S. (2002). Eye scanpaths during visual imagery reenact those of perception of the same visual scene. Cognitive Science, 26(2), 207-231.
    McConkie G.W., Kerr P.W., Reddix M.D., Zola D. (1988). Eye movement control during reading: I. The location of initial eye fixations on words. Vision Research, 28(10), 1107-1118.
    Murdock Jr, B. B. (1962). The serial position effect of free recall. Journal of experimental psychology, 64(5), 482-488.
    Noton, D., & Stark, L. (1971). Scanpaths in saccadic eye movements while viewing and recognizing patterns. Vision research, 11(9), 929-IN928.
    Pomplun, M., Sichelschmidt, L., Wagner, K., Clermont, T., Rickheit, G., & Ritter, H. (2001). Comparative visual search: A difference that makes a difference. Cognitive Science, 25(1), 3-36.
    Rayner, K. (1979). Eye guidance in reading: Fixation locations within words. Perception, 8(1), 21-30.
    Rayner, K. (1998). Eye movements in reading and information processing: 20 years of research. Psychological bulletin, 124(3), 372.
    Rayner, K. (2009). The 35th Sir Frederick Bartlett Lecture: Eye movements and attention in reading, scene perception, and visual search. Quarterly journal of experimental psychology, 62(8), 1457-1506.
    Richardson, D. C., & Dale, R. (2005). Looking to understand: The coupling between speakers' and listeners' eye movements and its relationship to discourse comprehension. Cognitive Science, 29(6), 1045-1060.
    Richardson, D. C., Dale, R., & Tomlinson, J. M. (2009). Conversation, gaze coordination, and beliefs about visual context. Cognitive Science, 33(8), 1468-1482.
    Shepherd, S. V., Steckenfinger, S. A., Hasson, U., & Ghazanfar, A. A. (2010). Human-monkey gaze correlations reveal convergent and divergent patterns of movie viewing. Current Biology, 20(7), 649-656.
    Shockley, K., Richardson, D. C., & Dale, R. (2009). Conversation and coordinative structures. Topics in Cognitive Science, 1(2), 305-319.
    Tsang, H. Y., Tory, M., & Swindells, C. (2010). eSeeTrack—visualizing sequential fixation patterns. IEEE Transactions on Visualization and Computer Graphics, 16(6), 953-962.
    Underwood, G., Foulsham, T., & Humphrey, K. (2009). Saliency and scan patterns in the inspection of real-world scenes: Eye movements during encoding and recognition. Visual Cognition, 17(6-7), 812-834.
    White, S. J. (2008). Eye movement control during reading: Effects of word frequency and orthographic familiarity. Journal of Experimental Psychology: Human Perception and Performance, 34(1), 205-223.
    Yang, J., Wang, S., Chen, H.-S., & Rayner, K. (2009). The time course of semantic and syntactic processing in Chinese sentence comprehension: Evidence from eye movements. Memory & Cognition, 37(8), 1164-1176.

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