测绘学报 ›› 2021, Vol. 50 ›› Issue (6): 766-776.doi: 10.11947/j.AGCS.2021.20210044
郑束蕾
收稿日期:
2021-01-21
修回日期:
2021-04-29
发布日期:
2021-06-28
作者简介:
郑束蕾(1980—),女,博士,讲师,研究方向为地理空间认知及可视化。E-mail:z_score2@163.com
基金资助:
ZHENG Shulei
Received:
2021-01-21
Revised:
2021-04-29
Published:
2021-06-28
Supported by:
摘要: 本文首先分析了地理空间认知的心理学起源与发展现状,介绍了地理空间认知经典理论及影响,指出了地理空间认知和认知地理空间的根本区别:尽管两者都需要人工智能的支持,前者旨在了解人脑在空间任务中的工作机理,后者则注重利用传感技术和计算机视觉建立、维护地理空间的动态数字孪生体;然后,讨论了地图作为空间认知的双向工具的作用和研究方法,重点是眼动跟踪试验以及它们在交互方面的优势;最后,指出了人工智能新时期地理空间认知的3个发展方向——语义计算认知、脑科学认知机制和具身认知,并概述了核心地图空间认知的平行发展和特点。
中图分类号:
郑束蕾. 地理空间认知理论与地图工具的发展[J]. 测绘学报, 2021, 50(6): 766-776.
ZHENG Shulei. The theory,map tools and development directions of geographic spatial cognition[J]. Acta Geodaetica et Cartographica Sinica, 2021, 50(6): 766-776.
[1] 林崇德, 杨治良, 黄希庭. 心理学大辞典[M]. 上海: 上海教育出版社, 2003. LIN Chongde, YANG Zhiliang, HUANG Xiting. The comprehensive dictionary of psychology[M]. Shanghai: Shanghai Educational Publishing House, 2003. [2] 高俊. 换一个视角看地图[J]. 测绘通报, 2009(1): 1-5. GAO Jun. Let’s take another look at map[J]. Bulletin of Surveying and Mapping, 2009(1): 1-5. [3] 王家耀. 地图学与地理信息工程研究[M]. 北京: 科学出版社, 2005. WANG Jiayao. Research on cartography and geographic information engineering[M]. Beijing: Science Press, 2005. [4] 王光霞, 游雄, 於建峰, 等. 地图设计与编绘[M]. 北京: 测绘出版社, 2011. WANG Guangxia, YOU Xiong, YU Jianfeng, et al. Map design and compilation[M]. Beijing: Surveying and Mapping Press, 2011. [5] 高俊. 地图的空间认知与认知地图学[C]//第四届全国地图学学术讨论会论文选集. 北京: 中国地图出版社, 1992. GAO Jun. Map cognition and cognitive cartography[C]//Proceeding of the 4th Seminar on Cartography Theory and Method. Beijing: China Cartographic Publishing House, 1992. [6] NÚИEZ R, ALLEN M, GAO R, et al. What happened to cognitive science?[J]. Nature Human Behaviour, 2019, 3(8): 782-791. [7] 米黑尔·罗科, 威廉·班布里奇. 聚合四大科技 提高人类能力——纳米技术、生物技术、信息技术和认知科学[M]. 北京: 清华大学出版社, 2010. ROCO M C, BAINBRIDGE W S. Converging technologies for improving human performance: nanotechnology, biotechnology, information technology and cognitive science[M]. Beijing: Tsinghua University Press, 2010. [8] 叶浩生. 具身认知的原理与应用[M]. 北京: 商务印书馆, 2017. YE Haosheng. Principle and application of embodied cognition[M]. Beijing: The Commercial Press, 2017. [9] 罗布·基钦, 马克·布莱兹. 地理空间认知[M]. 万刚, 曲云英, 陈晓慧, 等, 译. 北京: 测绘出版社, 2018. KITCHIN R, BLADES M. The cognition of geographic space[M]. WAN Gang, QU Yunying, CHEN Xiaohui, et al., trans. Beijing: Surveying and Mapping Press, 2018. [10] LANDAU B, JACKENDOFF R.:“What” and “where” in spatial language and spatial cognition[J]. Behavioral & Brain Sciences, 1993, 16(2): 217-238. [11] 白学军, 李馨, 闫国利. 汉语阅读眼动控制: 20年研究的总结[J]. 心理发展与教育, 2015, 31(1): 85-91. BAI Xuejun, LI Xin, YAN Guoli. Eye movement control in Chinese reading: a summary over the past 20 years of research[J]. Psychological Development and Education, 2015, 31(1): 85-91. [12] KUAI Shuguang, SHAN Zhoukuidong, CHEN Jing, et al. Integration of motion and form cues for the perception of self-motion in the human brain[J]. Journal of Neuroscience, 2020, 40(5): 1120-1132. [13] 郑束蕾. 个性化地图认知及眼动分析方法[M]. 北京: 电子工业出版社, 2020. ZHENG Shulei. Personalized map cognition and eye movement analysis method[M]. Beijing: Publishing House of Electronics Industry, 2020. [14] ZHENG Shulei, CHEN Yufen, WANG Chengshun. Application of eye-tracking technology in humanities, social sciences and geospatial cognition[M]. Switzerland: Springer, 2020: 431-448. [15] 高俊. 地图与空间认知的邂逅[C]//“地图与空间认知”学术讨论会论文集. 郑州:[s.n.], 2018. GAO Jun. The encounter between map and spatial cognition[C]//Proceedings of the Seminar on Map and Spatial Cognition. Zhengzhou:[s.n.], 2018. [16] GOODCHILD M F. Geographic information systems and science: today and tomorrow[J]. Annals of GIS, 2009, 15(1): 3-9. [17] 王家耀. 地图集: 重构复杂非线性地理世界的“百科全书”[J]. 测绘地理信息, 2021, 46(1): 1-8. WANG Jiayao. Atlas: the “encyclopedia” of reconstructing complex nonlinear geographical world[J]. Journal of Geomatics, 2021, 46(1): 1-8. [18] 王家耀, 成毅. 论地图学的属性和地图的价值[J]. 测绘学报, 2015, 44(3): 237-241. DOI: 10.11947/j.AGCS.2015.20140406. WANG Jiayao, CHENG Yi. Discussions on the attributes of cartography and the value of map[J]. Acta Geodaetica et Cartographica Sinica, 2015, 44(3): 237-241. DOI: 10.11947/j.AGCS.2015.20140406. [19] LIU Bing, MENG Liqiu. Doctoral colloquium—towards a better user interface of augmented reality based indoor navigation application[C]//Proceedings of the 6th International Conference of the Immersive Learning Research Network (iLRN). San Luis Obispo, CA, USA: IEEE, 2020: 392-394. [20] 郭仁忠, 陈业滨, 赵志刚, 等. 泛地图学理论研究框架[J]. 测绘地理信息, 2021, 46(1): 9-15. GUO Renzhong, CHEN Yebin, ZHAO Zhigang, et al. A theoretical framework for the study of pan-maps[J]. Journal of Geomatics, 2021, 46(1): 9-15. [21] 郭仁忠, 陈业滨, 应申, 等. 三元空间下的泛地图可视化维度[J]. 武汉大学学报(信息科学版), 2018, 43(11): 1603-1610. GUO Renzhong, CHEN Yebin, YING Shen, et al. Geographic visualization of pan-map with the context of ternary spaces[J]. Geomatics and Information Science of Wuhan University, 2018, 43(11): 1603-1610. [22] 郭仁忠, 林浩嘉, 贺彪, 等. 面向智慧城市的GIS框架[J]. 武汉大学学报(信息科学版), 2020, 45(12): 1829-1835. GUO Renzhong, LIN Haojia, HE Biao, et al. GIS framework for smart cities[J]. Geomatics and Information Science of Wuhan University, 2020, 45(12): 1829-1835. [23] 林珲. 从GIS走向虚拟地理环境的认知转变[C]//2019中国地理信息科学理论与方法学术年会论文集. 上海: [s.n.], 2019. LIN Hui. The change of cognition from GIS to VGE[C]//Proceedings of 2019 Academic Annual Conference of Geographic Information Science Theories and Methods. Shanghai: [s.n.], 2019. [24] LI Zhilin, GAO Peichao, XU Zhu. Information theory of cartography: an information-theoretic framework for cartographic communication[J]. Journal of Geodesy and Geoinformation Science, 2021, 4(1): 1-16. [25] DONG Weihua, ZHENG Liangyu, LIU Bing, et al. Using eye tracking to explore differences in map-based spatial ability between geographers and non-geographers[J]. International Journal of Geo-Information, 2018, 7(9): 337. [26] ZHOU Yixuan, CHENG Xueyan, ZHU Lei, et al. How does gender affect indoor wayfinding under time pressure?[J]. Cartography and Geographic Information Science, 2020, 47(4): 367-380. [27] DONG Weihua, YANG Tianyu, LIAO Hua, et al. How does map use differ in virtual reality and desktop-based environments?[J]. International Journal of Digital Earth, 2020, 13(12): 1484-1503. [28] 董卫华, 廖华, 詹智成, 等. 2008年以来地图学眼动与视觉认知研究新进展[J]. 地理学报, 2019, 74(3): 599-614. DONG Weihua, LIAO Hua, ZHAN Zhicheng, et al. New research progress of eye tracking-based map cognition in cartography since 2008[J]. Acta Geographica Sinica, 2019, 74(3): 599-614. [29] 陈毓芬. 地图空间认知理论的研究[D]. 郑州: 信息工程大学, 2000. CHEN Yufen. Map spatial cognition theory research[D]. Zhengzhou: Information Engineering University, 2000. [30] 陈毓芬. 电子地图的空间认知研究[J]. 地理科学进展, 2001, 20(S1): 63-68. CHEN Yufen. Spatial cognition research on electronic maps[J]. Progress in Geography, 2001, 20(S1): 63-68. [31] 郑束蕾. 个性化地图的认知机理研究[D]. 郑州: 信息工程大学, 2015. ZHENG Shulei. Research on personalized map cognition mechanism[D]. Zhengzhou: Information Engineering University, 2015. [32] 郑束蕾, 陈毓芬, 杨春雷, 等. 地图个性化认知适合度的眼动试验评估[J]. 测绘学报, 2015, 44(S1): 27-35. ZHENG Shulei, CHEN Yufen, YANG Chunlei, et al. Quantitative evaluation of personalized cognition suitability on maps by eye movement experiment[J]. Acta Geodaetica et Cartographica Sinica, 2015, 44(S1): 27-35. [33] 王英杰, 陈毓芬, 余卓渊, 等. 自适应地图可视化原理与方法[M]. 北京: 科学出版社, 2012. WANG Yingjie, CHEN Yufen, YU Zhuoyuan, et al. Adaptive map visualization theory and method[M]. Beijing: Science Press, 2012. [34] 应申, 侯思远, 苏俊如, 等. 论游戏地图的特点[J]. 武汉大学学报(信息科学版), 2020, 45(9): 1334-1343. YING Shen, HOU Siyuan, SU Junru, et al. Characteristics of the game map[J]. Geomatics and Information Science of Wuhan University, 2020, 45(9): 1334-1343. [35] 应申, 庄园, 黄丽娜, 等. 性别和认知差异对三维空间寻路结果的影响[J]. 武汉大学学报(信息科学版), 2020, 45(3): 317-324. YING Shen, ZHUANG Yuan, HUANG Lina, et al. Impact of gender, cognitive differences in 3D scenes on wayfinding[J]. Geomatics and Information Science of Wuhan University, 2020, 45(3): 317-324. [36] 杜清运, 任福. 空间信息的自然语言表达模型[J]. 武汉大学学报(信息科学版), 2014, 39(6): 682-688. DU Qingyun, REN Fu. Representation model of spatial information in natural language[J]. Geomatics and Information Science of Wuhan University, 2014, 39(6): 682-688. [37] 王剑, 龙毅, 颜言, 等. 基于自然语言路径描述的地图空间认知研究[J]. 测绘科学, 2012, 37(3): 38-40. WANG Jian, LONG Yi, YAN Yan, et al. Map spatial cognition research based on route description in natural Chinese language[J]. Science of Surveying and Mapping, 2012, 37(3): 38-40. [38] 艾廷华. 大数据驱动下的地图学发展[J]. 测绘地理信息, 2016, 41(2): 1-7. AI Tinghua. Development of cartography driven by big data[J]. Journal of Geomatics, 2016, 41(2): 1-7. [39] 苏明占, 於建峰, 王光霞, 等. 基于地图空间认知的室内消防救援地图设计[J]. 测绘地理信息, 2021, 46(1): 58-61. SU Mingzhan, YU Jianfeng, WANG Guangxia, et al. Design of indoor fire rescue map based on map spatial cognition[J]. Journal of Geomatics, 2021, 46(1): 58-61. [40] 王美珍, 沈婕, 苏昆. 移动环境中居民地综合算法的应用[J]. 地球信息科学, 2008, 10(2): 171-176. WANG Meizhen, SHEN Jie, SU Kun. The study on genenralization algorithms of settlement in the mobile environment[J]. Geo-Information Science, 2008, 10(2): 171-176. [41] 贾奋励, 张威巍, 游雄. 虚拟地理环境的认知研究框架初探[J]. 遥感学报, 2015, 19(2): 179-187. JIA Fenli, ZHANG Weiwei, YOU Xiong. Cognitive research framework of virtual geographic environment[J]. Journal of Remote Sensing, 2015, 19(2): 179-187. [42] KOLÁČNY' A. Cartographic information:a fundamental concept and term in modern cartography[J]. The Cartographic Journal, 1969, 6(1): 47-49. [43] GAO Jun. Spacial cognition of maps and cognitive cartography[C]//Proceedings of 1991 Chinese Yearbook of Cartography. Beijing: China Cartographic Publishing House, 1991: 12-18. [44] 高俊. 地图学的历史性贡献──祝贺《国家普通地图集》出版[J]. 地图, 1997(2): 60-62. GAO Jun. Historical contribution of cartography[J]. Cartography, 1997(2): 60-62. [45] 高俊. 地图学四面体——数字化时代地图学的诠释[J]. 测绘学报, 2004, 33(1): 6-11. GAO Jun. Cartographic tetrahedron: explanation of cartography in the digital era[J]. Acta Geodaetica et Cartographica Sinica, 2004, 33(1): 6-11. [46] 王家耀. 时空大数据时代的地图学[J]. 测绘学报, 2017, 46(10): 1226-1237. DOI: 10.11947/j.AGCS.2017.20170308. WANG Jiayao. Cartography in the age of spatio-temporal big data[J]. Acta Geodaetica et Cartographica Sinica, 2017, 46(10): 1226-1237. DOI: 10.11947/j.AGCS.2017.20170308. [47] 李德仁. 脑认知与空间认知——论空间大数据与人工智能的集成[J]. 武汉大学学报(信息科学版), 2018, 43(12): 1761-1767. LI Deren. Brain cognition and spatial cognition: on integration of geo-spatial big data and artificial intelligence[J]. Geomatics and Information Science of Wuhan University, 2018, 43(12): 1761-1767. [48] 刘经南, 郭文飞, 郭迟, 等. 智能时代泛在测绘的再思考[J]. 测绘学报, 2020, 49(4): 403-414. DOI: 10.11947/j.AGCS.2020.20190539. LIU Jingnan, GUO Wenfei, GUO Chi, et al. Rethinking ubiquitous mapping in the intelligent age[J]. Acta Geodaetica et Cartographica Sinica, 2020, 49(4): 403-414. DOI: 10.11947/j.AGCS.2020.20190539. [49] 周成虎. 全空间地理信息系统展望[J]. 地理科学进展, 2015, 34(2): 129-131. ZHOU Chenghu. Prospects on pan-spatial information system[J]. Progress in Geography, 2015, 34(2): 129-131. [50] 陈军, 彭舒, 赵学胜. 顾及地理空间视角的区域SDGs综合评估方法与示范[J]. 测绘学报, 2019, 48(4): 473-479. DOI: 10.11949/j.AGCS.2019.20180563. CHEN Jun, PENG Shu, ZHAO Xuesheng, et al. Measuring regional progress towards SDGs by combining geospatial and statistical information[J]. Acta Geodaetica et Cartographica Sinica, 2019, 48(4): 473-479. DOI: 10.11949/j.AGCS.2019.20180563. [51] 刘瑜, 姚欣, 龚咏喜, 等. 大数据时代的空间交互分析方法和应用再论[J]. 地理学报, 2020, 75(7): 1523-1538. LIU Yu, YAO Xin, GONG Yongxi, et al. Analytical methods and applications of spatial interactions in the era of big data[J]. Acta Geographica Sinica, 2020, 75(7): 1523-1538. [52] 邓国臣, 牛汝辰. 地图文化及其价值观——王家耀院士专访[J]. 测绘科学, 2014, 39(12): 3-7. DENG Guochen, NIU Ruchen. The culture and value of map: interview of academician Wang Jiayao[J]. Science of Surveying and Mapping, 2014, 39(12): 3-7. [53] 刘伟. 追问人工智能: 从剑桥到北京[M]. 北京: 科学出版社, 2019. LIU Wei. Ask artificial intelligence[M]. Beijing: Science Press, 2019. [54] 鲁学军, 周成虎, 龚建华. 论地理空间形象思维——空间意象的发展[J]. 地理学报, 1999, 54(5): 401-408. LU Xuejun, ZHOU Chenghu, GONG Jianhua. On geographic spatial thinking in images: the development of spatial mental images[J]. Acta Geographica Sinica, 1999, 54(5): 401-408. [55] 孟丽秋. 视觉载负量的计量方法及其应用[J]. 解放军测绘学院学报, 1985(2): 53-62. MENG Liqiu. The quantitative methods of visual map loading and its application[J]. Journal of the PLA Institute of Surveying and Mapping, 1985(2): 53-62. [56] O’KEEFE J, DOSTROVSKY J. The hippocampus as a spatial map. Preliminary evidence from unit activity in the freely-moving rat[J]. Brain Research, 1971, 34(1): 171-175. [57] HAFTING T, FYHN M, MOLDEN S, et al. Microstructure of a spatial map in the entorhinal cortex[J]. Nature, 2005, 436(7052): 801-806. [58] KRUPIC J, BAUZA M, BURTON S, et al. Local transformations of the hippocampal cognitive map[H]. Science, 2018, 359(6380): 1143-1146. [59] GOLDBERG J H, KOTVAL X P. Computer interface evaluation using eye movements: methods and constructs[J]. International Journal of Industrial Ergonomics, 1999, 24(6): 631-645. [60] FUHRMANN S. User-centered design for geoinformation technologies[M]//Comprehensive Geographic Information Systems. Oxford: Elsevier, 2018: 438-445. [61] 王梦娟. 地图空间认知的眼动研究[D]. 南京: 南京师范大学, 2011. WANG Mengjuan. Eye tracking research on map spatial cognition[D]. Nanjing: Nanjing Normal University, 2011. [62] RAYNER K. The 35th Sir Frederick Bartlett Lecture: Eye movements and attention in reading, scene perception, and visual search[J]. Quarterly Journal of Experimental Psychology, 2009, 62(8): 1457-1506. [63] YARBUS A L. Eye movements and vision[M]. Boston, MA: Springer, 1967. [64] GOLDBERG J H, STIMSON M J, LEWENSTEIN M, et al. Eye tracking in web search tasks: Design implications[C]//Proceedings of 2002 Symposium on Eye Tracking Research and Applications. New Orleans, Louisiana: Association for Computing Machinery, 2002: 51-58. [65] IRWIN D E. Fixation location and fixation duration as indices of cognitive processing[M]//HENDERSON J M, FERREIRA F. The Interface of Language, Vision, and Action: Eye Movements and the Visual World. New York: Psychology Press, 2004: 105-134. [66] JACOB R J K, KARN K S. Eye tracking in human-computer interaction and usability research: Ready to deliver the promises[M]//HYÖNÄ J, RADACH R, DEUBEL H. The Mind’s Eye: Cognitive and Applied Aspects of Eye Movement Research. Amsterdam, The Netherlands: Elsevier Ltd., 2003: 573-605. [67] NOTON D, STARK L. Eye movements and visual perception[J]. Scientific American, 1971, 224(6): 35-43. [68] BRODERSEN L, ANDERSEN H H K, WEBER S. Applying eye-movement tracking for the study of map perception and map design[M]. Copenhagen: National Survey and Cadastre, 2002. [69] PHILLIPS R J, NOYES L. A comparison of colour and visual texture as codes for use as area symbols on thematic maps[J]. Ergonomics, 1980, 23(12): 1117-1128. [70] GARLANDINI S, FABRIKANT S I. Evaluating the effectiveness and efficiency of visual variables for geographic information visualization[EB/OL]. [2020-10-09]. http://www.geo.uzh.ch/~sara/pubs/garlandini_fabs09.pdf, 2010. [71] OPACH T. Semantic and pragmatic aspect of transmitting information by animated maps[C]//Proceedings of the 22nd ICA International Cartographic Conference. 2005. [72] NOSSUM A S. Semistatic animation: integrating past, present and future in map animations[J]. The Cartographic Journal, 2012, 49(1): 43-54. [73] MACEACHREN A M, KRAAK M J. Research challenges in geovisualization[J]. Cartography and Geographic Information Science, 2001, 28(1): 3-12. [74] KOUA E L, MACEACHREN A, KRAAK M J. Evaluating the usability of visualization methods in an exploratory geovisualization environment[J]. International Journal of Geographical Information Science, 2006, 20(4): 425-428. [75] KRASSANAKIS V. Recording the trace of visual search: a research method of the selectivity of hole as a basic shape characteristic[D]. Athens: National Technical University of Athens, 2009. [76] ÇÖLTEKIN A, HEIL B, GARLANDINI S, et al. Evaluating the effectiveness of interactive map interface designs: a case study integrating usability metrics with eye-movement analysis[J]. Cartography and Geographic Information Science, 2009, 36(1): 5-17. [77] KIEFER P, GIANNOPOULOS I, RAUBAL M. Where am I? Investigating map matching during self-localization with mobile eye tracking in an urban environment[J]. Transactions in GIS, 2014, 18(5): 660-686. [78] SWIENTY O. Attention-guiding geovisualisation: a cognitive approach of designing relevant geographic information[D]. Munich, Germany: Technical University of Munich, 2008. [79] YOU Manlai, CHEN Chunwen, LIU H, et al. A usability evaluation of web map zoom and pan functions[J]. International Journal of Design, 2007, 1(1): 15-25. [80] MONTELLO D R. Cognitive map-design research in the twentieth century: Theoretical and empirical approaches[J]. Cartography and Geographic Information Science, 2002, 29(3): 283-304. [81] FABRIKANT S I, HESPANHA S R, MONTELLO D R, et al. A visual analytics approach to evaluate inference affordance from animated map displays[C]//Proceedings of 2008 GIScience. Park City, Utah: [s.n.], 2008: 1-7. [82] FABRIKANT S I, REBICH-HESPANHA S, ANDRIENKO N, et al. Novel method to measure inference affordance in static small-multiple map displays representing dynamic processes[J]. The Cartographic Journal, 2008, 45(3): 201-215. [83] OOMS K, DE MAEYER P, FACK V, et al. Investigating the effectiveness of an efficient label placement method using eye movement data[J]. The Cartographic Journal, 2012, 49(3): 234-246. [84] GIANNOPOULOS I, KIEFER P, RAUBAL M. GeoGazemarks: providing gaze history for the orientation on small display maps[C]//Proceedings of the 14th ACM International Conference on Multimodal Interaction. Santa Monica, California: ACM, 2012: 165-172. [85] 高俊. 地图学寻迹: 高俊院士文集[M]. 北京: 测绘出版社, 2012. GAO Jun. Cartography tracking: papers of academician Gao Jun[M]. Beijing: Surveying and Mapping Press, 2012. [86] 劳伦斯·夏皮罗. 具身认知[M]. 李恒威, 黄达, 译. 北京: 华夏出版社, 2014. SHAPIRO L. Embodied cognition[M]. LI Hengwei, HUANG Da, trans. Beijing: Huaxia Publishing House, 2014. [87] ZHANG Xuan, MACKENZIE I S. Evaluating eye tracking with ISO 9241-Part 9[C]//Proceedings of the 12th International Conference on Human-Computer Interaction: Intelligent Multimodal Interaction Environments. Heidelberg: Springer, 2007: 779-788. [88] 吴荣荣. VR环境下的眼动追踪系统及其应用研究[D]. 天津: 天津财经大学, 2019. WU Rongrong. Research on eye-tracking system and its application in VR environment[D]. Tianjin: Tianjin University of Finance and Economics, 2019. [89] FUHRMANN S. User-centered design for geoinformation technologies[M]//Comprehensive Geographic Information Systems. Oxford: Elsevier, 2018: 438-445. [90] 朱琳, 王圣凯, 袁伟舜, 等. 眼动控制的交互式地图设计[J]. 武汉大学学报(信息科学版), 2020, 45(5): 736-743. ZHU Lin, WANG Shengkai, YUAN Weishun, et al. An interactive map based on gaze control[J]. Geomatics and Information Science of Wuhan University, 2020, 45(5): 736-743. [91] 朱迪亚·珀尔, 达纳·麦肯齐. 为什么: 关于因果关系的新科学[M]. 江生, 于华, 译. 北京: 中信出版社, 2019. PEARL J, MACKENZIE D. The book of why: the new science of cause and effect[M]. JIANG Sheng, YU Hua, trans. Beijing: CITIC Press, 2019. [92] 田江鹏, 贾奋励, 夏青, 等. 语义驱动的层次化地图符号设计方法[J]. 地球信息科学学报, 2012, 14(6): 736-743. TIAN Jiangpeng, JIA Fenli, XIA Qing, et al. Design method of the semantic-driven hierarchical map symbols[J]. Journal of Geo-Information Science, 2012, 14(6): 736-743. [93] 陈霖. 新一代人工智能的核心基础科学问题——认知和计算的关系[J]. 中国科学院院刊, 2018, 33(10): 1104-1106. CHEN Lin. The core basic science issues in the new generation of AI: the relationship between cognition and computing[J]. Bulletin of the Chinese Academy of Sciences, 2018, 33(10): 1104-1106. [94] 史蒂芬·平克. 语言本能[M]. 欧阳明亮, 译. 杭州: 浙江人民出版社, 2015. PINKER S. The language instinct: how the mind creates language[M]. OUYANG Mingliang, trans. Hangzhou: Zhejiang People’s Publishing House, 2015. |
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