) 1鲁东大学教育科学学院, 烟台 264025
2温州大学心理与行为科学研究所, 温州 325015
3西北大学公共管理学院, 西安 710127
收稿日期:2019-11-15出版日期:2020-10-15发布日期:2020-08-24通讯作者:颜文靖E-mail:eagan-ywj@foxmail.com基金资助:* 国家自然科学基金(31900761);国家自然科学基金(31500875);山东省自然科学基金(ZR2018PC034);山东省高等学校青创科技支持计划(2019RWF001);浙江省自然科学基金(LQ16C090002);陕西省教育厅科研计划项目(18JK0726)Deception detection based on memory-response conflict: A cognitive load approach
LIANG Jing1, RUAN Qiannan2, LI He3, MA Mengqing1, YAN Wenjing2() 1School of Educational Science, Ludong University, Yantai 264025, China
2Institute of Psychology and Behavior Sciences, Wenzhou University, Wenzhou 264025, China
3School of Public Administration, Northwest University, Xi’an 710127, China
Received:2019-11-15Online:2020-10-15Published:2020-08-24Contact:YAN Wenjing E-mail:eagan-ywj@foxmail.com摘要/Abstract
摘要： 欺骗检测一直是心理学的重要研究问题。基于欺骗理论的认知视角, 研究者提出欺骗检测的认知负荷取向。采用隐瞒信息测试这一测谎范式, 通过操纵认知负荷影响个体在虚假反应时的记忆-反应冲突解决过程, 考察增加认知负荷对欺骗检测的影响, 以期更好地揭示欺骗检测的认知机制。在此基础上, 以普通人群和犯罪嫌疑人为被试探查基于记忆-反应冲突的欺骗检测的行为和生理指标, 并根据获得的行为和生理指标, 采用机器学习方法进行建模, 预测个体的欺骗行为。研究结果将服务于司法、安防和人际交往等领域的欺骗检测。
图/表 2
图1本项目研究内容框架
图1本项目研究内容框架
图2基于认知负荷的测谎原理
图2基于认知负荷的测谎原理参考文献 76
| [1] | 白学军, 章鹏, 张琪涵, 宋璐, 杨宇. (2019). 功能性近红外光谱技术在说谎研究中的应用. 心理科学进展, 27(1), 160-170. |
| [2] | 崔茜, 蒋军, 杨文静, 张庆林. (2013). 欺骗的神经机制和测谎应用: 来自fmri研究的证据. 心理科学进展, 21(9), 1629-1642. doi: 10.3724/SP.J.1042.2013.01629URL |
| [3] | 付翠. (2011). P300用于31例刑事在押人员的检测准确性研究. 刑事技术, 0(4), 3-8. |
| [4] | 高军峰, 王沛, 郑崇勋. (2010). 基于p300和机器学习的测谎方法研究. 西安交通大学学报, 44(10), 120-124. |
| [5] | 梁静, 李开云, 曲方炳, 陈宥辛, 颜文靖, 傅小兰. (2014). 说谎的非言语视觉线索. 心理科学进展, 22(6), 995-1005. doi: 10.3724/SP.J.1042.2014.00995URL |
| [6] | 刘鑫, 位东涛, 张庆林, 郭英慧. (2018). GKT范式在确定犯罪嫌疑人中的应用: 一项ERP测谎研究. 心理科学, 41(3), 660-666. |
| [7] | 王艳梅, 郭德俊. (2008). 积极情绪对任务转换的影响. 心理学报, 40(3), 301-306. |
| [8] | 肖玉琴, 张卓, 宋平, 杨波. (2014). 冷酷无情特质: 一种易于暴力犯罪的人格倾向. 心理科学进展, 22(9), 1456-1466. doi: 10.3724/SP.J.1042.2014.01456URL |
| [9] | 张亭玉, 张雨青. (2008). 说谎行为及其识别的心理学研究. 心理科学进展, 16(4), 651-660. |
| [10] | 赵敏, 郑崇勋, 赵春临. (2010). 利用小波分解和支持向量机的心理意识真实性识别研究. 西安交通大学学报, 44(4), 119-124. |
| [11] | Abe, N. (2009). The neurobiology of deception: Evidence from neuroimaging and loss-of-function studies. Current Opinion in Neurology, 22(6), 594-600. doi: 10.1097/WCO.0b013e328332c3cfURLpmid: 19786872 |
| [12] | Abe, N. (2011). How the brain shapes deception: An integrated review of the literature. The Neuroscientist, 17(5), 560-574. doi: 10.1177/1073858410393359URLpmid: 21454323 |
| [13] | Ambach, W., Bursch, S., Stark, R., & Vaitl, D. (2010). A Concealed Information Test with multimodal measurement. International Journal of Psychophysiology, 75(3), 258-267. doi: 10.1016/j.ijpsycho.2009.12.007URLpmid: 20026133 |
| [14] | Ambach, W., Stark, R., & Vaitl, D. (2011). An interfering n- back task facilitates the detection of concealed information with EDA but impedes it with cardiopulmonary physiology. International Journal of Psychophysiology, 80(3), 217-226. doi: 10.1016/j.ijpsycho.2011.03.010URL |
| [15] | Ambach, W., Stark, R., Peper, M., & Vaitl, D. (2008). An interfering Go/No-go task does not affect accuracy in a Concealed Information Test. International Journal of Psychophysiology, 68(1), 6-16. doi: 10.1016/j.ijpsycho.2007.11.004URLpmid: 18180065 |
| [16] | Aron, A. R., Robbins, T. W., & Poldrack, R. A. (2004). Inhibition and the right inferior frontal cortex. Trends in Cognitive Sciences, 8(4), 170-177. doi: 10.1016/j.tics.2004.02.010URL |
| [17] | Baddeley, A. D., & Hitch, G. (1974). Working memory. In Psychology of learning and motivation (Vol. 8, pp. 47-89). Academic Press. |
| [18] | Ben-Shakhar, G. (2012). Current research and potential applications of the concealed information test: An overview. Frontiers in Psychology, 3, 342. URLpmid: 23060826 |
| [19] | Ben-Shakhar, G., & Elaad, E. (2003). The validity of psychophysiological detection of information with the guilty knowledge test: A meta-analytic review. The Journal of Applied Psychology, 88(1), 131-151. doi: 10.1037/0021-9010.88.1.131URLpmid: 12675401 |
| [20] | Bhutta, M. R., Hong, M. J., Kim, Y. H., & Hong, K. S. (2015). Single-trial lie detection using a combined fNIRS- polygraph system. Frontiers in Psychology, 6, 709. URLpmid: 26082733 |
| [21] | Blandón-Gitlin, I., Fenn, E., Masip, J., & Yoo, A. H. (2014). Cognitive-load approaches to detect deception: Searching for cognitive mechanisms. Trends in Cognitive Sciences, 18(9), 441-444. URLpmid: 25168448 |
| [22] | Booth, J. R., Burman, D. D., Meyer, J. R., Gitelman, D. R., Parrish, T. B., & Mesulam, M. M. (2004). Development of brain mechanisms for processing orthographic and phonologic representations. Journal of Cognitive Neuroscience, 16(7), 1234-1249. doi: 10.1162/0898929041920496URLpmid: 15453976 |
| [23] | Christ, S. E., van Essen, D. C., Watson, J. M., Brubaker, L. E., & McDermott, K. B. (2009). The contributions of prefrontal cortex and executive control to deception: Evidence from activation likelihood estimate meta-analyses. Cerebral Cortex, 19(7), 1557-1566. URLpmid: 18980948 |
| [24] | Ciesielski, K. T., Harris, R. J., & Cofer, L. F. (2004). Posterior brain ERP patterns related to the go/no-go task in children. Psychophysiology, 41(6), 882-892. doi: 10.1111/j.1469-8986.2004.00250.xURLpmid: 15563341 |
| [25] | Davatzikos, C., Ruparel, K., Fan, Y., Shen, D. G., Acharyya, M., Loughead, J. W., … Langleben, D. D. (2005). Classifying spatial patterns of brain activity with machine learning methods: Application to lie detection. Neuroimage, 28(3), 663-668. doi: 10.1016/j.neuroimage.2005.08.009URLpmid: 16169252 |
| [26] | Debey, E., de Houwer, J., & Verschuere, B. (2014). Lying relies on the truth. Cognition, 132(3), 324-334. doi: 10.1016/j.cognition.2014.04.009URL |
| [27] | Debey, E., Liefooghe, B., de Houwer, J., & Verschuere, B. (2015). Lie, truth, lie: The role of task switching in a deception context. Psychological Research, 79(3), 478-488. doi: 10.1007/s00426-014-0582-4URLpmid: 24923778 |
| [28] | DePaulo, B. M., Lindsay, J. J., Malone, B. E., Muhlenbruck, L., Charlton, K., & Cooper, H. (2003). Cues to deception. Psychological Bulletin, 129(1), 74-118. doi: 10.1037/0033-2909.129.1.74URLpmid: 12555795 |
| [29] | Diamond, A. (2013). Executive functions. Annual Review of Psychology, 64, 135-168. doi: 10.1146/annurev-psych-113011-143750URL |
| [30] | Eysenck, M. W., & Eysenck, M. C. (1979). Processing depth, elaboration of encoding, memory stores, and expended processing capacity. Journal of Experimental Psychology: Human Learning & Memory, 5(5), 472-484. doi: 10.1037/0278-7393.5.5.472URL |
| [31] | Gamer, M. (2011). Detecting of deception and concealed information using neuroimaging techniques. In B. Verschuere, G. Ben-Shakhar, & E. Meijer (Eds.), Memory detection: Theory and application of the Concealed Information Test (pp. 90-113). New York, NY: Cambridge University Press. |
| [32] | Gamer, M. (2014). Mind reading using neuroimaging: Is this the future of deception detection?. European Psychologist, 19(19), 172-183. doi: 10.1027/1016-9040/a000193URL |
| [33] | Gamer, M., & Berti, S. (2010). Task relevance and recognition of concealed information have different influences on electrodermal activity and event‐related brain potentials. Psychophysiology, 47(2), 355-364. doi: 10.1111/j.1469-8986.2009.00933.xURLpmid: 20003148 |
| [34] | Gamer, M., Verschuere, B., Crombez, G., & Vossel, G. (2008). Combining physiological measures in the detection of concealed information. Physiology & Behavior, 95(3), 333-340. doi: 10.1016/j.physbeh.2008.06.011URLpmid: 18638496 |
| [35] | Gronau, N., Ben-Shakhar, G., & Cohen, A. (2005). Behavioral and physiological measures in the detection of concealed information. Journal of Applied Psychology, 90(1), 147-158. doi: 10.1037/0021-9010.90.1.147URLpmid: 15641895 |
| [36] | Haider, S. K., Jiang, A., Jamshed, M. A., Pervaiz, H., & Mumtaz, S. (2018). Performance enhancement in p300 erp single trial by machine learning adaptive denoising mechanism. IEEE Networking Letters, 1(1), 26-29. doi: 10.1109/LNETURL |
| [37] | Haxby, J. V. (2012). Multivariate pattern analysis of fMRI: The early beginnings. Neuroimage, 62(2), 852-855. URLpmid: 22425670 |
| [38] | Hu, X., & Rosenfeld, J. P. (2012). Combining the P300- complex trial-based Concealed Information Test and the reaction time-based autobiographical Implicit Association Test in concealed memory detection. Psychophysiology, 49(8), 1090-1100. doi: 10.1111/j.1469-8986.2012.01389.xURLpmid: 22681260 |
| [39] | Hu, X., Evans, A., Wu, H., Lee, K., & Fu, G. (2013). An interfering dot-probe task facilitates the detection of mock crime memory in a reaction time (RT)-based concealed information test. Acta Psychologica, 142(2), 278-285. doi: 10.1016/j.actpsy.2012.12.006URLpmid: 23376139 |
| [40] | Hu, X., Pornpattananangkul, N., & Rosenfeld, J. P. (2013). N 200 and P 300 as orthogonal and integrable indicators of distinct awareness and recognition processes in memory detection. Psychophysiology, 50(5), 454-464. doi: 10.1111/psyp.12018URL |
| [41] | Hu, X., Wu, H., & Fu, G. (2011). Temporal course of executive control when lying about self-and other-referential information: An ERP study. Brain Research, 1369, 149-157. doi: 10.1016/j.brainres.2010.10.106URLpmid: 21059343 |
| [42] | Kubo, K., & Nittono, H. (2009). The role of intention to conceal in the P300-based concealed information test. Applied Psychophysiology and Biofeedback, 34(3), 227-235. doi: 10.1007/s10484-009-9089-yURLpmid: 19499325 |
| [43] | Levine, T. R., Blair, J. P., & Carpenter, C. J. (2018). A critical look at meta-analytic evidence for the cognitive approach to lie detection: A re-examination of Vrij, Fisher, and Blank (2017). Legal and Criminological Psychology, 23(1), 7-19. doi: 10.1111/lcrp.2018.23.issue-1URL |
| [44] | Meijer, E. H., & Verschuere, B. (2017). Deception detection based on neuroimaging: Better than the polygraph?. Journal of Forensic Radiology and Imaging, 8, 17-21. doi: 10.1016/j.jofri.2017.03.003URL |
| [45] | Meijer, E. H., Selle, N. K., Elber, L., & Ben-Shakhar, G. (2014). Memory detection with the Concealed Information Test: A meta analysis of skin conductance, respiration, heart rate, and P300 data. Psychophysiology, 51(9), 879-904. doi: 10.1111/psyp.12239URL |
| [46] | Mertens, R., & Allen, J. J. B. (2008). The role of psychophysiology in forensic assessments: Deception detection, ERPs, and virtual reality mock crime scenarios. Psychophysiology, 45(2), 286-298. URLpmid: 17995914 |
| [47] | Monsell, S. (2003). Task switching. Trends in Cognitive Sciences, 7(3), 134-140. doi: 10.1016/s1364-6613(03)00028-7URLpmid: 12639695 |
| [48] | National Research Council. (2003). The Polygraph and Lie Detection. Committee to review the scientific evidence on the polygraph (2003), The National Academic Press, Washington, DC. |
| [49] | Rosenfeld, J. P. (2011). P300 in detecting concealed information. In B. Verschuere, G. Ben-Shakhar, & E. Meijer (Eds.), Memory detection: Theory and application of the Concealed Information Test (pp. 63-89). New York, NY: Cambridge University Press. |
| [50] | Rosenfeld, J. P., Labkovsky, E., Winograd, M., Lui, M. A., Vandenboom, C., & Chedid, E. (2008). The Complex Trial Protocol (CTP): A new, countermeasure-resistant, accurate, P300-based method for detection of concealed information. Psychophysiology, 45(6), 906-919. doi: 10.1111/j.1469-8986.2008.00708.xURLpmid: 18823418 |
| [51] | Rosenfeld, J. P., Soskins, M., Bosh, G., & Ryan, A. (2004). Simple, effective countermeasures to P300-based tests of detection of concealed information. Psychophysiology, 41(2), 205-219. doi: 10.1111/j.1469-8986.2004.00158.xURLpmid: 15032986 |
| [52] | Sartori, G., Agosta, S., Zogmaister, C., Ferrara, S. D., & Castiello, U. (2008). How to accurately detect autobiographical events. Psychological Science, 19(8), 772-780. doi: 10.1111/j.1467-9280.2008.02156.xURLpmid: 18816284 |
| [53] | Seymour, T. L., & Kerlin, J. R. (2008). Successful detection of verbal and visual concealed knowledge using an RT- based paradigm. Applied Cognitive Psychology, 22(4), 475-490. doi: 10.1002/(ISSN)1099-0720URL |
| [54] | Seymour, T. L., Seifert, C. M., Shafto, M. G., & Mosmann, A. L. (2000). Using response time measures to assess "guilty knowledge". Journal of Applied Psychology, 85(1), 30-37. doi: 10.1037/0021-9010.85.1.30URLpmid: 10740954 |
| [55] | Simbolon, A. I., Turnip, A., Hutahaean, J., & Siagian, Y. (2015). An experiment of lie detection based EEG-P300 classified by SVM algorithm. 2015 International Conference on Automation, Cognitive Science, Optics, Micro Electro- Mechanical System, and Information Technology (ICACOMIT). IEEE. |
| [56] | Spence, S. A., Farrow, T. F., Herford, A. E., Wilkinson, I. D., Zheng, Y., & Woodruff, P. W. (2001). Behavioural and functional anatomical correlates of deception in humans. Neuroreport, 12(13), 2849-2853. doi: 10.1097/00001756-200109170-00019URLpmid: 11588589 |
| [57] | Sporer, S. L., & Schwandt, B. (2006). Paraverbal indicators of deception: A meta-analytic synthesis. Applied Cognitive Psychology, 20(4), 421-446. doi: 10.1002/(ISSN)1099-0720URL |
| [58] | Sporer, S. L., & Schwandt, B. (2007). Moderators of nonverbal indicators of deception: A meta-analytic synthesis. Psychology, Public Policy, and Law, 13(1), 1-34. doi: 10.1037/1076-8971.13.1.1URL |
| [59] | Suchotzki, K., Verschuere, B., van Bockstaele, B., Ben-Shakhar, G., & Crombez, G. (2017). Lying takes time: A meta-analysis on reaction time measures of deception. Psychological Bulletin, 143(4), 428-453. doi: 10.1037/bul0000087URLpmid: 28182460 |
| [60] | Thorell, B., Lindqvist, S., Bergman, S., Bohlin, G., & Klingberg, T. (2009). Training and transfer effects of executive functions in preschool children. Developmental Science, 12(1), 106-113. doi: 10.1111/j.1467-7687.2008.00745.xURLpmid: 19120418 |
| [61] | Trommer, B. L., Hoeppner, J. A. B., Lorber, R., & Armstrong, K. J. (1988). The Go—No-Go paradigm in attention deficit disorder. Annals of Neurology, 24(5), 610-614. doi: 10.1002/ana.410240504URLpmid: 3202613 |
| [62] | Verschuere, B., & de Houwer, J. (2011). Detecting concealed information in less than a second: Response latency-based measures. Memory detection: Theory and application of the Concealed Information Test, 46-62. |
| [63] | Verschuere, B., & Kleinberg, B. (2016). ID-Check: Online Concealed Information Test Reveals True Identity. Journal of Forensic Sciences, 61(Suppl 1), S237-S240. doi: 10.1111/jfo.2016.61.issue-S1URL |
| [64] | Verschuere, B., K?bis, N. C., Bereby-Meyer, Y., Rand, D., & Shalvi, S. (2018). Taxing the brain to uncover lying? Meta- analyzing the effect of imposing cognitive load on the reaction-time costs of lying. Journal of Applied Research in Memory and Cognition, 7(3), 462-469. doi: 10.1016/j.jarmac.2018.04.005URL |
| [65] | Verschuere, B., Rosenfeld, J. P., Winograd, M. R., Labkovsky, E., & Wiersema, R. (2009). The role of deception in P300 memory detection. Legal and Criminological Psychology, 14(2), 253-262. doi: 10.1348/135532508X384184URL |
| [66] | Vincent, A., & Furedy, J. J. (1992). Electrodermal differentiation of deception: Potentially confounding and influencing factors. International Journal of Psychophysiology, 13(2), 129-136. doi: 10.1016/0167-8760(92)90052-dURLpmid: 1399752 |
| [67] | Visu-Petra, G., Bus, I., & Miclea, M. (2011). Detecting concealed information from a mock crime scenario by using psychophysiological and RT-based measures. Cognition, Brain, Behavior, 15(1), 19-37. |
| [68] | Visu-Petra, G., Miclea, M., & Visu-Petra, L. (2012). Reaction time-based detection of concealed information in relation to individual differences in executive functioning. Applied Cognitive Psychology, 26(3), 342-351. doi: 10.1002/acp.1827URL |
| [69] | Visu-Petra, G., Varga, M., Miclea, M., & Visu-Petra, L. (2013). When interference helps: Increasing executive load to facilitate deception detection in the concealed information test. Frontiers in Psychology, 4, 146. doi: 10.3389/fpsyg.2013.00146URLpmid: 23543918 |
| [70] | Vrij, A., Fisher, R. P., & Blank, H. (2017). A cognitive approach to lie detection: A meta-analysis. Legal and Criminological Psychology, 22(1), 1-21. doi: 10.1111/lcrp.2017.22.issue-1URL |
| [71] | Vrij, A., Fisher, R., Mann, S., & Leal, S. (2006). Detecting deception by manipulating cognitive load. Trends in Cognitive Sciences, 10(4), 141-142. URLpmid: 16516533 |
| [72] | Vrij, A., Granhag, P. A., & Porter, S. (2010). Pitfalls and opportunities in nonverbal and verbal lie detection. Psychological Science in the Public Interest, 11(3), 89-121. doi: 10.1177/1529100610390861URLpmid: 26168416 |
| [73] | Vrij, A., Mann, S. A., Fisher, R. P., Leal, S., Milne, R., & Bull, R. (2008). Increasing cognitive load to facilitate lie detection: The benefit of recalling an event in reverse order. Law and Human Behavior, 32(3), 253-265. URLpmid: 17694424 |
| [74] | Vrij, A., Mann, S., Leal, S., & Fisher, R. (2010). ‘Look into my eyes’: Can an instruction to maintain eye contact facilitate lie detection?. Psychology, Crime & Law, 16(4), 327-348. |
| [75] | Woodward, T. S., Ruff, C. C., & Ngan, E. T. C. (2006). Short- and long-term changes in anterior cingulate activation during resolution of task-set competition. Brain Research, 1068(1), 161-169. URLpmid: 16376861 |
| [76] | Zuckerman, M., DePaulo, B. M., & Rosenthal, R. (1981). Verbal and nonverbal communication of deception. Advances in Experimental Social Psychology, 14, 1-59. |
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