基本信息
朱廷劭 男 博导 中国科学院心理研究所
电子邮件： tszhu@psych.ac.cn
通信地址： 北京朝阳林萃路16号
邮政编码： 100101
电子邮件： tszhu@psych.ac.cn
通信地址： 北京朝阳林萃路16号
邮政编码： 100101
研究领域
网络行为分析，计算网络心理学，机器学习，数据挖掘
更多信息，请登录我们课题组网站：http://ccpl.psych.ac.cn/
更多信息，请登录我们课题组网站：http://ccpl.psych.ac.cn/
教育背景
1999-09--2005-12 University of Alberta 博士1996-09--1999-09 中国科学院计算技术研究所 博士1993-09--1996-07 中国科学院计算技术研究所 硕士1989-09--1993-07 南京航空航天大学 学士
学历
University of Alberta -- 研究生
中国科学院计算技术研究所
南京航空航天大学
中国科学院计算技术研究所
南京航空航天大学
学位
University of Alberta -- 博士
中国科学院计算技术研究所 - 博士
中国科学院计算技术研究所 - 硕士
南京航空航天大学 - 学士
中国科学院计算技术研究所 - 博士
中国科学院计算技术研究所 - 硕士
南京航空航天大学 - 学士
工作经历
工作简历
2012-07~现在, 中科院心理所, 研究员2008-09~2012-07,中国科学院研究生院, 教授2007-10~2008-09,EzSeer Inc., 创始人/首席科学家2005-12~2008-04,Xymbiant, 资深架构师2005-10~2008-07,AICML, EzSeer, Adjunct Research Scientist
教授课程
大数据心理学研究方法应用心理学高级强化课大数据心理分析技术高级强化课程应用心理学高级课程图像处理图像分析应用图像处理与分析大数据与心理学网络挖掘技术计算网络心理学网络与心理健康探讨网络挖掘应用文献阅读课文献阅读课(限信息学院学生选修,全年计1学分)网络用户行为分析网络挖掘
出版信息
发表论文
[1] 吴胜涛, 茅云云, 吴舒涵, 冯健仁, 张庆鹏, 谢天, 陈浩, 朱廷劭. 基于大数据的文化心理分析. 心理科学进展[J]. 2023, 31(3): 317-329, http://lib.cqvip.com/Qikan/Article/Detail?id=7109003662.[2] Liuling Mo, Yun Liu, Ang Li, Tianli Liu, Tingshao Zhu. The impact of pandemic mental cognition on cultural values: an empirical study based on social media. BMC PUBLIC HEALTH[J]. 2023, 23(1): 1-8, https://doaj.org/article/b70b49af7a384cc188bd49eb97ab06d7.[3] Pan, Wei, Deng, Fusong, Wang, Xianbin, Hang, Bowen, Zhou, Wenwei, Zhu, Tingshao. Exploring the ability of vocal biomarkers in distinguishing depression from bipolar disorder, schizophrenia, and healthy controls. FRONTIERS IN PSYCHIATRY[J]. 2023, 14: http://dx.doi.org/10.3389/fpsyt.2023.1079448.[4] Yue Su, Sijia Li, Feng Huang, Jia Xue, Tingshao Zhu. Exploring the Influencing Factors of COVID-19 Vaccination Willingness among Young Adults in China. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH[J]. 2023, 20(5): https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10001881/.[5] Han, Nuo, Li Sijia, Huang, Feng, Wen Yeye, Su, Yue, Li Linyan, Liu Xiaoqian, Zhu Tingshao. How Social Media Expression Can Reveal Personality. Frontiers in Psychiatry[J]. 2023, [6] Yeye Wen, Baobin Li, Xiaoqian Liu, Deyuan Chen, Shaoshuai Gao, Tingshao Zhu. Using gait videos to automatically assess anxiety. FRONTIERS IN PUBLIC HEALTH[J]. 2023, 11: https://doaj.org/article/eb99cf14cade4e438a9939472d2dc47e.[7] Yue Su, Sijia Li, Jia Xue, Ang Li, Tingshao Zhu. Measuring the importance of influencing factor for COVID-19 vaccination intention in China. FRONTIERS IN PUBLIC HEALTH[J]. 2023, 11: https://doaj.org/article/67b6d15630b54a8cbabee58351a04245.[8] 纪馨玉, 陈浩, 刘赟, 朱廷劭. 集体主义对离婚率的影响——心理幸福感的多重中介作用. 人口与发展[J]. 2023, 29(1): 83-98, http://lib.cqvip.com/Qikan/Article/Detail?id=7108931154.[9] Liu, Zeyu, Liu, Yun, Li, Ang, Zhu, Tingshao. Nonlinear effects of pandemic uncertainty on depression, pandemic preventive behavior intentions, and positive life attitudes: Moderating effects of high and low uncertainty grouping. FRONTIERS IN PUBLIC HEALTH[J]. 2023, 11: http://dx.doi.org/10.3389/fpubh.2023.1136152.[10] Li, Jing, Liu, Dexi, Wan, Changxuan, Liang, Zifang, Zhu, Tingshao. Empirical study of factors that influence the perceived usefulness of online mental health community members. PSYCH JOURNAL. 2023, 12(2): http://dx.doi.org/10.1002/pchj.629.[11] 朱廷劭. 试析通用人工智能在心理学领域的应用. 人民论坛·学术前沿[J]. 2023, 86-91+101, [12] Nuo Han, Sijia Li, Feng Huang, Yeye Wen, Xiaoyang Wang, Xiaoqian Liu, Linyan Li, Tingshao Zhu. Sensing Psychological Well-being Using Social Media Language: Prediction Model Development Study. JOURNAL OF MEDICAL INTERNET RESEARCH[J]. 2023, 25: https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9929724/.[13] Li, Ang, Jiao, Dongdong, Zhu, Tingshao. Stigmatizing Attitudes Across Cybersuicides and Offline Suicides: Content Analysis of Sina Weibo. JOURNAL OF MEDICAL INTERNET RESEARCH[J]. 2022, 24(4): http://dx.doi.org/10.2196/36489.[14] Guo, Yu, Liu, Xiaoqian, Wang, Xiaoyang, Zhu, Tingshao, Zhan, Wei. Automatic Decision-Making Style Recognition Method Using Kinect Technology. FRONTIERS IN PSYCHOLOGY[J]. 2022, 13: http://dx.doi.org/10.3389/fpsyg.2022.751914.[15] Liuling Mo, He Li, Tingshao Zhu. Exploring the Suicide Mechanism Path of High-Suicide-Risk Adolescents—Based on Weibo Text Analysis. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH[J]. 2022, 19(18): https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9517096/.[16] 朱廷劭. 算法技术人文应用中的向善思考. 学术前沿[J]. 2022, 77-81, http://lib.cqvip.com/Qikan/Article/Detail?id=7107457092.[17] Li, Shuijin, 朱廷劭. A Panel Data Analysis of Subjective Well-Being Based on Microblog User Information. Healthcare[J]. 2022, https://doi.org/10.3390/healthcare10112305.[18] Lyu, Sihua, Zhao, Nan, Zhang, Yichuan, Chen, Wenwen, Zhou, Haiyan, Zhu, Tingshao. Predicting Risk Propensity Through Player Behavior in DOTA 2: A Cross-Sectional Study. FRONTIERS IN PSYCHOLOGY[J]. 2022, 13: http://dx.doi.org/10.3389/fpsyg.2022.827008.[19] Wen, Yeye, Li, Baobin, Chen, Deyuan, Zhu, Tingshao. Reliability and validity analysis of personality assessment model based on gait video. FRONTIERS IN BEHAVIORAL NEUROSCIENCE[J]. 2022, 16: http://dx.doi.org/10.3389/fnbeh.2022.901568.[20] Huang, Feng, Li, Sijia, Li, Dongqi, Yang, Meizi, Ding, Huimin, Di, Yazheng, Zhu, Tingshao. The Impact of Mortality Salience, Negative Emotions and Cultural Values on Suicidal Ideation in COVID-19: A Conditional Process Model. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH[J]. 2022, 19(15): http://dx.doi.org/10.3390/ijerph19159200.[21] Li, Sijia, Xue, Jia, Liu, Xiaoqian, Wu, Peijing, Liu, Tianli, Zhu, Meng, Zhao, Nan, Zhu, Tingshao. Exploring the Changes of Suicide Probability During COVID-19 Among Chinese Weibo Users. CRISIS-THE JOURNAL OF CRISIS INTERVENTION AND SUICIDE PREVENTION[J]. 2022, 43(3): 197-204, http://dx.doi.org/10.1027/0227-5910/a000782.[22] Feng Huang, Sijia Li, Huimin Ding, Nuo Han, 朱廷劭. Does more moral equal less corruption? The different mediation of moral foundations between economic growth and corruption in China. Current Psychology[J]. 2022, https://doi.org/10.1007/s12144-022-03735-2.[23] Han, Yujin, Li, He, Xiao, Yunyu, Li, Ang, Zhu, Tingshao. Influential Path of Social Risk Factors toward Suicidal Behavior-Evidence from Chinese Sina Weibo Users 2013-2018. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH[J]. 2021, 18(5): https://doaj.org/article/7fb0324a759341819bf2a7ec22266e72.[24] Wu, Peijing, Zhao, Nan, Li, Sijia, Liu, Zeyu, Wang, Yilin, Liu, Tianli, Liu, Xiaoqian, Zhu, Tingshao. Exploring the Psychological Effects of COVID-19 Home Confinement in China: A Psycho-Linguistic Analysis on Weibo Data Pool. FRONTIERS IN PSYCHOLOGY[J]. 2021, 12: 587308-, https://doaj.org/article/790b779cbb9f4da4b461dd3815208baf.[25] 王呈珊, 宋新明, 朱廷劭, 张钟杰, 刘天俐. 一位自杀博主遗言评论留言的主题分析. 中国心理卫生杂志[J]. 2021, 35(2): 121-126, http://lib.cqvip.com/Qikan/Article/Detail?id=7103780691.[26] Han, Nuo, Ren, Xiaopeng, Wu, Peijing, Liu, Xiaoqian, Zhu, Tingshao. Increase of Collectivistic Expression in China During the COVID-19 Outbreak: An Empirical Study on Online Social Networks. FRONTIERS IN PSYCHOLOGY[J]. 2021, 12: https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8093398/.[27] Li, Sijia, Liu, Mingming, Zhao, Nan, Xue, Jia, Wang, Xuefei, Jiao, Dongdong, Zhu, Tingshao. The impact of family violence incidents on personality changes: An examination of social media users' messages in China. PSYCH JOURNAL[J]. 2021, 10(4): 598-613, http://dx.doi.org/10.1002/pchj.429.[28] Wang, Yameng, Wang, Jingying, Liu, Xiaoqian, Zhu, Tingshao. Detecting Depression Through Gait Data: Examining the Contribution of Gait Features in Recognizing Depression. FRONTIERS IN PSYCHIATRY[J]. 2021, 12: https://doaj.org/article/cbbb00f31c2542cfbdd1fe58ae1bce2a.[29] Miao, Beibei, Liu, Xiaoqian, Zhu, Tingshao. Automatic mental health identification method based on natural gait pattern. PSYCH JOURNAL[J]. 2021, 10(3): 453-464, http://dx.doi.org/10.1002/pchj.434.[30] Zhao, Yanan, Xing, Fugui, Fan, Miaorong, Li, Hua, Zhu, Tingshao. Psycho-Linguistic Changes Associated With Historical Celebrities in Henan Using Classical Chinese Big Data. FRONTIERS IN PSYCHOLOGY[J]. 2021, 12: http://dx.doi.org/10.3389/fpsyg.2021.648677.[31] Wang, Xiaoyang, Liu, Xiaoqian, Wang, Yuqian, Zhu, Tingshao. How Can People Express Their Trait Self-Esteem Through Their Faces in 3D Space?. FRONTIERS IN PSYCHOLOGY[J]. 2021, 12: https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7889801/.[32] Di, Yazheng, Li, Ang, Li, He, Wu, Peijing, Yang, Simin, Zhu, Meng, Zhu, Tingshao, Liu, Xiaoqian. Stigma toward Wuhan people during the COVID-19 epidemic: an exploratory study based on social media. BMC PUBLIC HEALTH[J]. 2021, 21(1): http://dx.doi.org/10.1186/s12889-021-12001-2.[33] 曹世鸿, 叶青, 李保滨, 朱廷劭. 微博中转发行为的预测技术综述. 中文信息学报[J]. 2021, 35(6): 16-29, http://lib.cqvip.com/Qikan/Article/Detail?id=7105442051.[34] 苏悦, 刘明明, 赵楠, 刘晓倩, 朱廷劭. 基于社交媒体数据的心理指标识别建模：机器学习的方法. 心理科学进展[J]. 2021, 29(4): 571-585, http://lib.cqvip.com/Qikan/Article/Detail?id=7104248364.[35] Morelli, Mara, Urbini, Flavio, Bianchi, Dora, Baiocco, Roberto, Cattelino, Elena, Laghi, Fiorenzo, Sorokowski, Piotr, Misiak, Michal, Dziekan, Martyna, Hudson, Heather, Marshall, Alexandra, Nguyen, Thanh Truc T, Mark, Lauren, Kopecky, Kamil, Szotkowski, Rene, Toplu Demirtas, Ezgi, Van Ouytsel, Joris, Ponnet, Koen, Walrave, Michel, Zhu, Tingshao, Chen, Ya, Zhao, Nan, Liu, Xiaoqian, Voiskounsky, Alexander, Bogacheva, Nataliya, Ioannou, Maria, Synnott, John, TzaniPepelasi, Kalliopi, Balakrishnan, Vimala, Okumu, Moses, Small, Eusebius, Pavlova Nikolova, Silviya, Drouin, Michelle, Chirumbolo, Antonio. The Relationship between Dark Triad Personality Traits and Sexting Behaviors among Adolescents and Young Adults across 11 Countries. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH[J]. 2021, 18(5): https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7967332/.[36] Nuo Han, Xiaopeng Ren, Peijing Wu, Xiaoqian Liu, Tingshao Zhu. Increase of Collectivistic Expression in China During the COVID-19 Outbreak: An Empirical Study on Online Social Networks. Frontiers in Psychology[J]. 2021, 12: [37] Han, Nuo, Chen, Gewei, Li, Sijia, Huang, Feng, Wang, Xiaoyang, Ren, Xiaopeng, Zhu, Tingshao. Impacts of the COVID-19 Pandemic on the Bereaved: A Study of Bereaved Weibo Users. HEALTHCARE[J]. 2021, 9(6): http://dx.doi.org/10.3390/healthcare9060724.[38] Di, Yazheng, Wang, Jingying, Liu, Xiaoqian, Zhu, Tingshao. Combining Polygenic Risk Score and Voice Features to Detect Major Depressive Disorders. FRONTIERS IN GENETICS[J]. 2021, 12: http://dx.doi.org/10.3389/fgene.2021.761141.[39] Li, He, Han, Yujin, Xiao, Yunyu, Liu, Xingyun, Li, Ang, Zhu, Tingshao. Suicidal Ideation Risk and Socio-Cultural Factors in China: A Longitudinal Study on Social Media from 2010 to 2018. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH[J]. 2021, 18(3): https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7908182/.[40] Su, Yue, Wu, Peijing, Li, Sijia, Xue, Jia, Zhu, Tingshao. Public emotion responses during COVID-19 in China on social media: An observational study. HUMAN BEHAVIOR AND EMERGING TECHNOLOGIES[J]. 2021, 3(1): 127-136, http://dx.doi.org/10.1002/hbe2.239.[41] Liu, Mingming, Liu, Tianli, Wang, Xinyu, Zhao, Nan, Xue, Jia, Zhu, Tingshao. A linguistic study of Chinese Weibo users who lost their only child. DEATH STUDIES[J]. 2021, 45(9): 714-725, http://dx.doi.org/10.1080/07481187.2019.1686088.[42] Wang, Yameng, Ren, Xiaotong, Liu, Xiaoqian, Zhu, Tingshao. Examining the Correlation Between Depression and Social Behavior on Smartphones Through Usage Metadata: Empirical Study. JMIR MHEALTH AND UHEALTH[J]. 2021, 9(1): https://www.webofscience.com/wos/woscc/full-record/WOS:000607166700001.[43] Sijia Li, Jia Xue, Xiaoqian Liu, Peijing Wu, Tianli Liu, Meng Zhu, Nan Zhao, Tingshao Zhu. Exploring the Changes of Suicide Probability During COVID-19 Among Chinese Weibo Users. CRISIS[J]. 2021, 10(4): 598-613, https://doi.org/10.1027/0227-5910/a0007.[44] Hu, Bo, Fan, Miaorong, Huang, Feng, Zhu, Tingshao. Motivational Tendency Differences Between the Pre-qin Confucianism and Legalism by Psycholinguistic Analysis. FRONTIERS IN PSYCHOLOGY[J]. 2021, 12: 8-, http://dx.doi.org/10.3389/fpsyg.2021.724093.[45] Zheng, Chengda, Xue, Jia, Sun, Yumin, Zhu, Tingshao. Public Opinions and Concerns Regarding the Canadian Prime Minister's Daily COVID-19 Briefing: Longitudinal Study of YouTube Comments Using Machine Learning Techniques. JOURNAL OF MEDICAL INTERNET RESEARCH[J]. 2021, 23(2): http://dx.doi.org/10.2196/23957.[46] Hu, Bo, Xing, Fugui, Fan, Miaorong, Zhu, Tingshao. Research on the Evolution of "Ren" and "Li" in SikuQuanshu Confucian Classics. FRONTIERS IN PSYCHOLOGY[J]. 2021, 12: https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8086831/.[47] Di, Yazheng, Wang, Jingying, Li, Weidong, Zhu, Tingshao. Using i-vectors from voice features to identify major depressive disorder. JOURNAL OF AFFECTIVE DISORDERS[J]. 2021, 288: 161-166, http://dx.doi.org/10.1016/j.jad.2021.04.004.[48] 邢付贵, 朱廷劭. 基于大规模语料库的古文词典构建及分词技术研究. 中文信息学报[J]. 2021, 35(7): 41-46, http://lib.cqvip.com/Qikan/Article/Detail?id=7105442088.[49] Yameng Wang, Jingying Wang, Xiaoqian Liu, XTingshao Zhu. Detecting Depression Through Gait Data: Examining the Contribution of Gait Features in Recognizing Depression. FRONT. PSYCHIATRY[J]. 2021, 1-10, [50] Zhu, Tingshao. Identifying Psychological Symptoms Based on Facial Movements. INTERNATIONAL JOURNAL OF PSYCHOPHYSIOLOGY[J]. 2021, 168: S58-S58, http://apps.webofknowledge.com/CitedFullRecord.do?product=UA&colName=WOS&SID=5CCFccWmJJRAuMzNPjj&search_mode=CitedFullRecord&isickref=WOS:000696322900172.[51] Liu, Mingming, Xue, Jia, Zhao, Nan, Wang, Xuefei, Jiao, Dongdong, Zhu, Tingshao. Using Social Media to Explore the Consequences of Domestic Violence on Mental Health. JOURNAL OF INTERPERSONAL VIOLENCE[J]. 2021, 36(3-4): NP1965-NP1985, http://dx.doi.org/10.1177/0886260518757756.[52] 李静, 刘德喜, 万常选, 刘喜平, 邱祥庆, 鲍力平, 朱廷劭. 社会网络用户心理健康自动评估研究综述. 中文信息学报[J]. 2021, 35(2): 19-32, http://lib.cqvip.com/Qikan/Article/Detail?id=7104315066.[53] 黄峰, 李赫, 丁慧敏, 吴胜涛, 刘明明, 刘天俐, 刘晓倩, 朱廷劭. 社会媒体大数据视角下经济发展对集体道德的影响模式. 科学通报[J]. 2020, 65(19): 2062-2070, http://lib.cqvip.com/Qikan/Article/Detail?id=7102393158.[54] 刘兴云, 朱廷劭. 给生命一个出口，下个转弯就是希望. 大众健康[J]. 2020, 17-18, http://lib.cqvip.com/Qikan/Article/Detail?id=7102687983.[55] Wang, Yameng, Zhao, Nan, Liu, Xiaoqian, Karaburun, Sinan, Chen, Mario, Zhu, Tingshao. Identifying Big Five Personality Traits through Controller Area Network Bus Data. JOURNAL OF ADVANCED TRANSPORTATION[J]. 2020, 2020: http://dx.doi.org/10.1155/2020/8866876.[56] Xue, Jia, Chen, Junxiang, Hu, Ran, Chen, Chen, Zheng, Chengda, Su, Yue, Zhu, Tingshao. Twitter Discussions and Emotions About the COVID-19 Pandemic: Machine Learning Approach. JOURNAL OF MEDICAL INTERNET RESEARCH[J]. 2020, 22(11): https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7690968/.[57] Li, Sijia, Wang, Yilin, Xue, Jia, Zhao, Nan, Zhu, Tingshao. The Impact of COVID-19 Epidemic Declaration on Psychological Consequences: A Study on Active Weibo Users. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH[J]. 2020, 17(6): 1-9, https://www.mdpi.com/1660-4601/17/6/2032.[58] Xue, Jia, Chen, Junxiang, Chen, Chen, Zheng, Chengda, Li, Sijia, Zhu, Tingshao. Public discourse and sentiment during the COVID 19 pandemic: Using Latent Dirichlet Allocation for topic modeling on Twitter. PLOS ONE[J]. 2020, 15(9): 598-613, http://dx.doi.org/10.1371/journal.pone.0239441.[59] Huang, Feng, Ding, Huimin, Liu, Zeyu, Wu, Peijing, Zhu, Meng, Li, Ang, Zhu, Tingshao. How fear and collectivism influence public's preventive intention towards COVID-19 infection: a study based on big data from the social media. BMC PUBLIC HEALTH[J]. 2020, 20(1): https://doaj.org/article/72da8fabed004ae28de9ae5da6f851ac.[60] Su, Yue, Xue, Jia, Liu, Xiaoqian, Wu, Peijing, Chen, Junxiang, Chen, Chen, Liu, Tianli, Gong, Weigang, Zhu, Tingshao. Examining the Impact of COVID-19 Lockdown in Wuhan and Lombardy: A Psycholinguistic Analysis on Weibo and Twitter. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH[J]. 2020, 17(12): http://ir.psych.ac.cn/handle/311026/32217, http://www.irgrid.ac.cn/handle/1471x/6927276.[61] Liu, Xingyun, Huang, Jiasheng, Yu, Nancy Xiaonan, Li, Qing, Zhu, Tingshao. Mediation Effect of Suicide-Related Social Media Use Behaviors on the Association Between Suicidal Ideation and Suicide Attempt: Cross-Sectional Questionnaire Study. JOURNAL OF MEDICAL INTERNET RESEARCH[J]. 2020, 22(4): https://doaj.org/article/f95d587d4f5a4162afb0ff89e778d5fe.[62] Wang, Xiaoyang, Wang, Yilin, Zhou, Mingjie, Li, Baobin, Liu, Xiaoqian, Zhu, Tingshao. 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Subjective Well-Being of Chinese Sina Weibo Users in Residential Lockdown During the COVID-19 Pandemic: Machine Learning Analysis. JOURNAL OF MEDICAL INTERNET RESEARCH[J]. 2020, 22(12): e24775-, https://doaj.org/article/b156ec2868b4437a9f75deedf439583e.[68] Fugui Xing, Nuo Han, Zengda Guan, Yanbo Zhang, Tingshao Zhu. Predicting Personality of Ancient People based on Transfer Learning. IFAC PAPERSONLINEnull. 2020, 53(5): 470-475, http://dx.doi.org/10.1016/j.ifacol.2021.04.131.[69] Li, Ang, Jiao, Dongdong, Liu, Xiaoqian, Zhu, Tingshao. A Comparison of the Psycholinguistic Styles of Schizophrenia -Related Stigma and Depression-Related Stigma on Social Media: Content Analysis. 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Personality prediction for microblog users with active learning method. 1st International Conference on Human Centered Computing, HCC 2014null. 2015, [141] 朱廷劭. 基于网络数据分析的心理计算： 针对心理健康状态与主观幸福感的研究. 科学通报. 2015, [142] 管理, 郝碧波, 刘天俐, 程绮瑾, 叶兆辉, 朱廷劭. 新浪微博用户中自杀死亡和无自杀意念者特征差异的研究. 中华流行病学杂志[J]. 2015, 36(5): 421-425, https://kns.cnki.net/KCMS/detail/detail.aspx?dbcode=CJFD&dbname=CJFDZHYX&filename=ZHLX201505003&v=MjgxODdlWitabUZDcmdVcjdOUHlYSGRyRzRIOVRNcW85Rlo0UjhlWDFMdXhZUzdEaDFUM3FUcldNMUZyQ1VSN3E=.[143] 李昂, 郝碧波, 白朔天, 朱廷劭. 基于网络数据分析的心理计算：针对心理健康状态与主观幸福感. 科学通报[J]. 2015, 60(11): 994-1001, http://www.irgrid.ac.cn/handle/1471x/1000419.[144] 管理, 朱廷劭, 叶兆辉, 程绮瑾, 郝碧波. 不同自杀可能性微博用户行为和语言特征差异解释性研究. 中国公共卫生[J]. 2015, 31(3): 349-352, http://lib.cqvip.com/Qikan/Article/Detail?id=663996565.[145] Hu Quan, Li Ang, Heng Fei, Li Jianpeng, Zhu Tingshao, IEEE. Predicting Depression of Social Media User on Different Observation Windows. 2015 IEEE/WIC/ACM INTERNATIONAL CONFERENCE ON WEB INTELLIGENCE AND INTELLIGENT AGENT TECHNOLOGY (WI-IAT), VOL 1null. 2015, 361-364, http://dx.doi.org/10.1109/WI-IAT.2015.166.[146] 关增达, 程立, 朱廷劭. 基于平移不变核的异构迁移学习. 中国科学院大学学报[J]. 2015, 32(1): 121-126, http://www.irgrid.ac.cn/handle/1471x/999966.[147] Cheng, Qijin, Kwok, Chi Leung, Zhu, Tingshao, Guan, Li, Yip, Paul S F. Suicide Communication on Social Media and Its Psychological Mechanisms: An Examination of Chinese Microblog Users. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH[J]. 2015, 12(9): 11506-11527, http://dx.doi.org/10.3390/ijerph120911506.[148] Guan, Li, Hao, Bibo, Cheng, Qijin, Yip, Paul SF, Zhu, Tingshao. Identifying Chinese Microblog Users With High Suicide Probability Using Internet-Based Profile and Linguistic Features: Classification Model. JMIR MENTAL HEALTH[J]. 2015, 2(2): https://doaj.org/article/7b938bbe5d894af2bbd5859f4e46d9e8.[149] Wang, Tai, Zhou, Zongkui, Zhu, Tingshao, Wei, Yang. Mood disorder patients' language features on their microblogs. INTERNATIONAL JOURNAL OF EMBEDDED SYSTEMS[J]. 2015, 7(1): 34-42, [150] Bai Shuotian, Hao Bibo, Li Ang, Nie Dong, Zhu Tingshao. 微博用户的抑郁和焦虑预测. 中国科学院大学学报[J]. 2014, 31(6): 814-820, http://www.irgrid.ac.cn/handle/1471x/1103716.[151] 朱廷劭. Predicting Personality based on Weibo Behavior. PLOS ONE. 2014, [152] Nie Dong, Li Ang, Guan Zengda, Zhu Tingshao, Zu Q, VargasVera M, Hu B. Your Search Behavior and Your Personality. PERVASIVE COMPUTING AND THE NETWORKED WORLDnull. 2014, 8351: 459-470, [153] Guan, ZD Guan, Zengda, Guan, ZD Guan, Zengda, Nie, D Nie, Dong, Hao, BB Hao, Bibo, Bai, ST Bai, Shuotian, Zhu, TS Zhu, Tingshao. Local Regression Transfer Learning for Users Personality Prediction. ACTIVE MEDIA TECHNOLOGY, AMT 2014null. 2014, 8610(不详): 23-34, [154] Xiaolei Huang, Lei Zhang, Tianli Liu, David Chiu, Xin Li, Tingshao Zhu. Detecting Suicidal Ideation in Chinese Microblogs with Psychological Lexicons. COMPUTER SCIENCE[J]. 2014, 1-7, http://www.chinair.org.cn/handle/1471x/1668636.[155] 白朔天, 郝碧波, 李昂, 聂栋, 朱廷劭. 微博用户的抑郁和焦虑预测. 中国科学院大学学报[J]. 2014, 31(6): 814-820, http://ir.psych.ac.cn/handle/311026/20182.[156] Nie, D Nie, Dong, Li, A Li, Ang, Guan, ZD Guan, Zengda, Zhu, TS Zhu, Tingshao. Your Search Behavior and Your Personality. JOINT INTERNATIONAL CONFERENCE ON PERVASIVE COMPUTING AND WEB SOCIETYnull. 2014, 8351: 459-470, http://www.chinair.org.cn/handle/1471x/1668971.[157] 白朔天, 袁莎, 程立, 朱廷劭. 多任务回归在社交媒体挖掘中的应用. 哈尔滨工业大学学报[J]. 2014, 46(9): 100-104,110, http://www.irgrid.ac.cn/handle/1471x/1103707.[158] 王莹, 朱廷劭. 微博人格结构的词汇学研究. 第十七届全国心理学学术会议null. 2014, http://www.chinair.org.cn/handle/1471x/1668546.[159] Li Ang, Zhu Tingshao, Zu Q, VargasVera M, Hu B. 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ACTIVE MEDIA TECHNOLOGY, AMT 2014null. 2014, 8610: 324-+, [164] Li, A Li, Ang, Zhu, TS Zhu, Tingshao. To Be Extraverted or Introverted Extravert on Internet Community? A Moderating Role of Using Real-Life Portrait as Facial Picture. LECTURE NOTES IN COMPUTER SCIENCEnull. 2014, 8351: 356-363, http://www.chinair.org.cn/handle/1471x/1668941.[165] Dong Nie, Lin L, Tingshao Zhu. Conscientiousness Measurement fromWeibo’s Public Information. 不详[J]. 2013, 1-10, http://www.chinair.org.cn/handle/1471x/1668632.[166] 朱廷劭. Improving User Profile with Personality Traits Predicted from Social Media Content. ACMRECOMMENDERSYSTEMCONFERENCE2013. 2013, [167] 高玉松, 朱廷劭. 基于智能移动设备使用行为的心理特征预测. 华人心理学家学术研讨会null. 2013, http://www.chinair.org.cn/handle/1471x/1668419.[168] Nie Dong, Li Lin, Zhu Tingshao, Zhou ZH, Schwenker F. Conscientiousness Measurement from Weibo's Public Information. PARTIALLY SUPERVISED LEARNING, PSL 2013null. 2013, 8193: 58-67, [169] 李昂, 朱廷劭. 心理健康问题的在线识别与干预. 华人心理学家学术研讨会null. 2013, http://www.chinair.org.cn/handle/1471x/1668557.[170] 朱廷劭, 李昂. 网络社会的行为规范. 科学与社会[J]. 2013, 3(4): 23-31, http://www.irgrid.ac.cn/handle/1471x/1000003.[171] 朱廷劭. Predicting Mental Health Status on Social Media - A Preliminary Study on Microblog. HCI International 2013. 2013, [172] Li, A Li, Ang, Zhang, F Zhang, Fan, Zhu, TS Zhu, Tingshao. Web Use Behaviors for Identifying Mental Health Status. LECTURE NOTES IN ARTIFICIAL INTELLIGENCEnull. 2013, 8211: 348-358, http://www.chinair.org.cn/handle/1471x/1668954.[173] 朱廷劭. Personality Traits and Microblogging Behavior of Weibo Users: Onlies versus Others. ACM Web Science 2013. 2013, [174] Gao Rui, Hao Bibo, Li He, Gao Yusong, Zhu Tingshao, Imamura K, Usui S, Shirao T, Kasamatsu T, Schwabe L, Zhong N. Developing Simplified Chinese Psychological Linguistic Analysis Dictionary for Microblog. BRAIN AND HEALTH INFORMATICSnull. 2013, 8211: 359-368, [175] Li, Ang, Zhang, Fan, Zhu, Tingshao, Imamura, K, Usui, S, Shirao, T, Kasamatsu, T, Schwabe, L, Zhong, N. Web Use Behaviors for Identifying Mental Health Status. BRAIN AND HEALTH INFORMATICSnull. 2013, 8211: 348-358, [176] Nie Dong, Hong Lingzi, Zhu Tingshao, SayedMouchaweh M, Fu YR, Wani MA, Boicu M, Kubat M. Movie Recommendation using Unrated Data. 2013 12TH INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND APPLICATIONS (ICMLA 2013), VOL 1null. 2013, 344-347, http://dx.doi.org/10.1109/ICMLA.2013.70.[177] Nie, D Nie, Dong, Hong, LZ Hong, Lingzi, Zhu, TS Zhu, Tingshao. Movie Recommendation using Unrated Data. 2013 12TH INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND APPLICATIONS (ICMLA 2013)null. 2013, 1(不详): 344-347, http://www.chinair.org.cn/handle/1471x/1668855.[178] Bai Shuotian, Hao Bibo, Li Ang, Yuan Sha, Gao Rui, Zhu Tingshao, Raghavan V, Hu X, Liau CJ, Treur J. Predicting Big Five Personality Traits of Microblog Users. 2013IEEEWICACMINTERNATIONALJOINTCONFERENCESONWEBINTELLIGENCEWIANDINTELLIGENTAGENTTECHNOLOGIESIATVOL1null. 2013, 501-508, http://dx.doi.org/10.1109/WI-IAT.2013.70.[179] 朱廷劭, 李昂. 网络社会的行为规范. 科学对社会的影响[J]. 2013, 3(4): 23-31, [180] Zhang, Zhen, Zhang, Jianxin, Zhu, Tingshao, Zhang, Z reprint author, Chinese Acad Sci, Inst Psychol, Key Lab Behav Sci, Lincui Rd, Beijing , Peoples R China. Relationship Between Internet Use and General Belief in a Just World Among Chinese Retirees. CYBERPSYCHOLOGY BEHAVIOR AND SOCIAL NETWORKING[J]. 2013, 16(7): 553-558, http://dx.doi.org/10.1089/cyber.2012.0542.[181] Shuotian Bai, Bibo Hao, Ang Li, Sha Yuan, Rui Gao, Tingshao Zhu. Predicting Big Five Personality Traits of Microblog Users. 2013 IEEE/WIC/ACM INTERNATIONAL JOINT CONFERENCES ON WEB INTELLIGENCE (WI) AND INTELLIGENT AGENT TECHNOLOGIES (IAT)null. 2013, 1(不详): 501-508, http://www.chinair.org.cn/handle/1471x/1668866.[182] 李昂, 朱廷劭, 宁悦. 研究生抑郁情绪的网络自助心理咨询效果. 中国心理卫生杂志[J]. 2013, 27(2): 145-146, http://lib.cqvip.com/Qikan/Article/Detail?id=45013292.[183] 朱廷劭. Determining Personality Traits from RenRen Status Usage Behavior. Proceedings of Computational Visual Media Conference, CVM 2012, LNCS 7633. 2012, [184] 王焱, 徐新国, 朱廷劭. 一种工控领域内存数据库的设计与实现. 微电子学与计算机[J]. 2012, 29(8): 98-101, http://lib.cqvip.com/Qikan/Article/Detail?id=42900550.[185] 朱廷劭. An Overview of Transfer Learning and Computational CyberPsychology. SWS2012. 2012, [186] Nie, D Nie, Dong, Ning, Y Ning, Yue, Zhu, TS Zhu, Tingshao. Predicting Mental Health Status in the Context of Web Browsing. 2012 IEEE/WIC/ACM INTERNATIONAL CONFERENCE ON WEB INTELLIGENCE AND INTELLIGENT AGENT TECHNOLOGY WORKSHOPS (WI-IAT WORKSHOPSnull. 2012, 3(不详): 185-189, http://www.chinair.org.cn/handle/1471x/1668869.[187] 徐新国, 朱廷劭, 康卫, 孙保辉, 房志奇, 王焱. 基于数据挖掘的工业控制系统防危机制研究. 电子技术应用[J]. 2012, 38(5): 87-90, http://lib.cqvip.com/Qikan/Article/Detail?id=41751965.[188] 朱廷劭. Predicting Reader s Emotion on Chinese Web News Articles. 7th International Conference on Pervasive Computing and Applications. 2012, [189] Nie, Dong, Ning, Yue, Zhu, Tingshao, Li, Y, Zhang, Y, Zhong, N. Predicting Mental Health Status in the Context of Web Browsing. 2012 IEEE/WIC/ACM INTERNATIONAL CONFERENCE ON WEB INTELLIGENCE AND INTELLIGENT AGENT TECHNOLOGY WORKSHOPS (WI-IAT WORKSHOPS 2012), VOL 3null. 2012, 185-189, http://dx.doi.org/10.1109/WI-IAT.2012.196.[190] 朱廷劭. Pervasive Mental Health Self-help based on Cognitive Behavior Therapy and Machine Learning. 6th International Conference on Pervasive Computing and Application (ICPCA). 2011, [191] 朱廷劭. Are Online Mood Labels A True Reflection of Our Experiences. 3rd International Symposium of Web Society (SWS). 2011, [192] 朱廷劭, 李昂, 宁悦, 周明洁, 刘蓉晖, 张建新. 网络社会中个体人格特征及其行为关系. 兰州大学学报(社会科学版)[J]. 2011, 39(5): 44-51, http://www.irgrid.ac.cn/handle/1471x/1000004.[193] 朱廷劭. Constructing the Internet Behavior Ontology: Projection from Psychological Phenomena with Qualitative and Quantitative Methods. 2010 International Conference on Active Media Technology (AMT 2011). 2011, [194] 朱廷劭. A Survey of Web Behavior and Mental Health. 6th International Conference on Pervasive Computing and Application (ICPCA). 2011, [195] 乔建峰, 王晨升, 杜冀秦, 朱廷劭, 徐新国. 数据库自主安全防护技术的研究与实现. 电子技术应用[J]. 2011, 37(5): 126-129,133, http://lib.cqvip.com/Qikan/Article/Detail?id=37703407.[196] 朱廷劭. Predicting Mental Health Status based on Web Usage Behavior. 2010 International Conference on Active Media Technology (AMT 2011). 2011, [197] 朱廷劭. MobileSens: A Framework of Behavior Logger on Android Mobile Device. 6th International Conference on Pervasive Computing and Application (ICPCA). 2011, [198] 朱廷劭. Web Behavior and Personality : A Review. 3rd International Symposium of Web Society (SWS). 2011, [199] Rui Gao, Bibo Hao, He Li, Yusong Gao, Tingshao Zhu. Developing Simplified Chinese Psychological Linguistic Analysis Dictionary for Microblog. 不详[J]. 2011, 1-10, http://www.chinair.org.cn/handle/1471x/1668637.[200] 朱廷劭. Using Decision Tree to Predict Mental Health Status based on Web Behavior. 3rd International Symposium of Web Society (SWS). 2011, [201] 朱廷劭. The Relationship between Regulatory Emotional Self-efficacy, Big-Five Personality and Internet Events Attitude. SWS2010. 2010, [202] Zhu, Tingshao, Hu, Bin, Yan, Jingzhi, Li, Xiaowei. SEMI-SUPERVISED LEARNING FOR PERSONALIZED WEB RECOMMENDER SYSTEM. COMPUTING AND INFORMATICS[J]. 2010, 29(4): 617-627, http://www.corc.org.cn/handle/1471x/2407952.[203] 朱廷劭. Extracting Captions in Complex Background from Videos. ICPA2010. 2010, [204] 朱廷劭. Identifying Machine Query for an Intelligent Web Browser System. SWS2010. 2010, [205] 朱廷劭. 基于IEC61131-3的通用工业组态软件系统设计研究. 控制工程. 2010, [206] 朱廷劭. PsyCare: A Novel Framework for Online Psychological Counseling. ICPCA2010. 2010, [207] 朱廷劭. Hot Keyword Identification for ExtractingWeb Public Opinion. ICPCA2010. 2010, [208] 朱廷劭. An Exploratory Research on Behavior Sample of the Internet in Personality Assessment. SWS2010. 2010, [209] 朱廷劭. Clustering Web Users Based on Browsing Behavior. AMT2010. 2010, [210] 朱廷劭. GLOSS: A Social Networks-Based Recommender System. ICPCA2010. 2010, [211] 朱廷劭. Affective-Word based Chinese Text Sentiment Classification. 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发表著作
（1） 大数据时代的心理学研究及应用, 科学出版社, 2016-03, 第 1 作者（2） 大数据助推社会治理—网络社会的心态感知及事件检测, 北京师范大学出版社, 2022-05, 第 2 作者（3） 大数据心理学：Python版, 电子工业出版社, 2023-04, 第 2 作者
科研活动
科研项目
（ 1 ） 网络心理与行为分析（XDA06030800）, 负责人, 国家任务, 2014-01--2016-12（ 2 ） 基于生物、心理多模态信息的潜在抑郁风险预警理论与生物传感关键技术的研究, 负责人, 国家任务, 2014-01--2018-12（ 3 ） 中国特定人群的心理与社会行为研究, 负责人, 中国科学院计划, 2013-01--2015-12（ 4 ） 城镇居民社会心态检测及干预系统建设与示范, 负责人, 中国科学院计划, 2015-01--2017-12（ 5 ） 北京居民对市政府环保工作满意度调查, 负责人, 地方任务, 2016-01--2016-12（ 6 ） 北京市居民心理健康状况调查, 负责人, 地方任务, 2017-01--2017-12（ 7 ） 基于社会媒体大数据的“一带一路”沿线群体自我表征态势研究, 负责人, 国家任务, 2018-01--2020-12（ 8 ） VR场景下多模态生物心理信息感知及智能化心理评估技术研究, 负责人, 中国科学院计划, 2019-01--2020-12（ 9 ） 安全心理智能采集及大数据分析技术研究, 负责人, 企业委托, 2018-01--2019-12（ 10 ） 微贷有限公司心理特征自动分析技术项目, 负责人, 企业委托, 2019-01--2019-12（ 11 ） Towards automated diagnosis: leveraging voice features to characterize major depressive disorder, 负责人, 其他任务, 2020-08--2025-08（ 12 ） 基于视频数据的个体心理画像建模技术研究, 负责人, 中国科学院计划, 2021-01--2022-12
指导学生
已指导学生
宁悦 硕士研究生 081203-计算机应用技术
张帆 硕士研究生 430112-计算机技术
李一琳 硕士研究生 081203-计算机应用技术
李琳 硕士研究生 430112-计算机技术
关增达 博士研究生 081203-计算机应用技术
高锐 硕士研究生 085211-计算机技术
聂栋 硕士研究生 081203-计算机应用技术
李昂 博士研究生 081203-计算机应用技术
郝碧波 硕士研究生 081203-计算机应用技术
白朔天 博士研究生 081203-计算机应用技术
高玉松 硕士研究生 081203-计算机应用技术
管理 硕士研究生 040203-应用心理学
张瞻 硕士研究生 081203-计算机应用技术
王雪菲 硕士研究生 045400-应用心理
汪静莹 博士研究生 040203-应用心理学
周阳 博士研究生 040203-应用心理学
刘明明 硕士研究生 040203-应用心理学
刘兴云 博士研究生 040203-应用心理学
孙玖陌 硕士研究生 045400-应用心理
潘玮 博士研究生 040203-应用心理学
李赫 硕士研究生 045400-应用心理
黄峰 硕士研究生 045400-应用心理
李思嘉 硕士研究生 045400-应用心理
汪晓阳 硕士研究生 045400-应用心理
王亚猛 硕士研究生 085211-计算机技术
现指导学生
苏悦 博士研究生 040203-应用心理学
狄雅政 博士研究生 040203-应用心理学
柳泽宇 硕士研究生 045400-应用心理
李东启 硕士研究生 040203-应用心理学
吕思华 硕士研究生 045400-应用心理
韩诺 博士研究生 040203-应用心理学
宋梦瑶 硕士研究生 045400-应用心理
莫柳铃 硕士研究生 040203-应用心理学
李芙萌 硕士研究生 045400-应用心理
许玮薇 硕士研究生 040203-应用心理学
罗倩 硕士研究生 045400-应用心理
葛思慧 硕士研究生 045400-应用心理
纪馨玉 硕士研究生 040203-应用心理学
王艺霖 博士研究生 040203-应用心理学
研究系统
• 中科心解，手机应用，在手机上进行心理测评，并以图形曲线和文字描述反馈用户心理状态。
• 抑郁心导，手机应用，基于国际心理学界著名的'认知行为疗法'（Cognitive Behavior Therapy）原理并结合现代计算机科学的技术成果模拟再现了现实生活场景中的心理咨询流程，它针对如何预防和缓解抑郁情绪困扰这一主题向用户提供完全自动化的自助式心理健康服务，旨在培养科学、健康、合理的思维方式与心理卫生习惯。
机锋市场： http://apk.gfan.com/Product/App238238.html
安卓市场： http://static.apk.hiapk.com/html/2012/03/440749.html
应 用 汇： http://www.appchina.com/soft_detail_241602_0_10.html
• 心理地图，新浪微博应用，为用户提供科学的心理评估服务，方便用户深入了解自身的内心世界。其中收录的心理评估量表均为专业性心理测评工具，其经过了专业科研人员的修订和检测，具备着较好的测量效果，在心理学专业内享有较高声誉。特别适合于非专业心理学爱好者使用。http://dao.gucas.ac.cn:9999
• 大五人格探测器，人人网应用，依托心理学知识原理，结合现代信息科学的技术成果，根据用户在人人网上的网络行为，预测用户五型人格得分的应用。http://apps.renren.com/personalitydetect
• Webmind, 一个基于IE的浏览器，可以根据对用户的浏览行为分析，预测用户的意图及心理健康状况，并给出相关的推荐建议。
• 心导网, 利用认知行为疗法，提供针对抑郁和焦虑的自助调节服务，帮助用户提高对歪曲认知的识别和矫正的能力，从而改善心理健康水平。 http://dao.gucas.ac.cn。
• “WebIC --- A Goal-Directed Complete-Web Recommender System”, 一个网络推荐系统，WebIC根据用户的浏览历史，利用训练得到的用户模型预测用户的意图，并驱动搜索引擎以得到与用户意愿最相关的信息。在为期一个月的用户试验中，用户评价72%的推荐网页是与他们搜索意愿相关并且有用的。 http://www.web-ic.com/
• “DMTalk --- 基于数据挖掘的语音合成系统”, 一个基于数据挖掘的普通话文语转换系统。DMTalker中的文语转换部分以TD-PSOLA为基础，以汉语单音节为合成单元，使用由数据挖掘得到的韵律规则，将汉语文本转换成汉语语音输出。
• 抑郁心导，手机应用，基于国际心理学界著名的'认知行为疗法'（Cognitive Behavior Therapy）原理并结合现代计算机科学的技术成果模拟再现了现实生活场景中的心理咨询流程，它针对如何预防和缓解抑郁情绪困扰这一主题向用户提供完全自动化的自助式心理健康服务，旨在培养科学、健康、合理的思维方式与心理卫生习惯。
机锋市场： http://apk.gfan.com/Product/App238238.html
安卓市场： http://static.apk.hiapk.com/html/2012/03/440749.html
应 用 汇： http://www.appchina.com/soft_detail_241602_0_10.html
• 心理地图，新浪微博应用，为用户提供科学的心理评估服务，方便用户深入了解自身的内心世界。其中收录的心理评估量表均为专业性心理测评工具，其经过了专业科研人员的修订和检测，具备着较好的测量效果，在心理学专业内享有较高声誉。特别适合于非专业心理学爱好者使用。http://dao.gucas.ac.cn:9999
• 大五人格探测器，人人网应用，依托心理学知识原理，结合现代信息科学的技术成果，根据用户在人人网上的网络行为，预测用户五型人格得分的应用。http://apps.renren.com/personalitydetect
• Webmind, 一个基于IE的浏览器，可以根据对用户的浏览行为分析，预测用户的意图及心理健康状况，并给出相关的推荐建议。
• 心导网, 利用认知行为疗法，提供针对抑郁和焦虑的自助调节服务，帮助用户提高对歪曲认知的识别和矫正的能力，从而改善心理健康水平。 http://dao.gucas.ac.cn。
• “WebIC --- A Goal-Directed Complete-Web Recommender System”, 一个网络推荐系统，WebIC根据用户的浏览历史，利用训练得到的用户模型预测用户的意图，并驱动搜索引擎以得到与用户意愿最相关的信息。在为期一个月的用户试验中，用户评价72%的推荐网页是与他们搜索意愿相关并且有用的。 http://www.web-ic.com/
• “DMTalk --- 基于数据挖掘的语音合成系统”, 一个基于数据挖掘的普通话文语转换系统。DMTalker中的文语转换部分以TD-PSOLA为基础，以汉语单音节为合成单元，使用由数据挖掘得到的韵律规则，将汉语文本转换成汉语语音输出。