Sequential sampling models of human text classification

Text classification involves deciding whether or not a document is about a given topic. It is an important problem in machine learning, because automated text classifiers have enormous potential for application in information retrieval systems. It is also an interesting problem for cognitive science, because it involves real world human decision making with complicated stimuli. This paper develops two models of human text document classification based on random walk and accumulator sequential sampling processes. The models are evaluated using data from an experiment where participants classify text documents presented one word at a time under task instructions that emphasize either speed or accuracy, and rate their confidence in their decisions. Fitting the random walk and accumulator models to these data shows that the accumulator provides a better account of the decisions made, and a “balance of evidence” measure provides the best account of confidence. Both models are also evaluated in the applied information retrieval context, by comparing their performance to established machine learning techniques on the standard Reuters‐21578 corpus. It is found that they are almost as accurate as the benchmarks, and make decisions much more quickly because they only need to examine a small proportion of the words in the document. In addition, the ability of the accumulator model to produce useful confidence measures is shown to have application in prioritizing the results of classification decisions.     

再论退溪易学

文章辨析了退溪与朱熹在对待《周易》“经传关系”问题上的差异,特别强调:退溪并不尊崇朱子 易为卜筮而作的观点,他坚定的实行经传合观,也与朱子在经传分合上犹疑不定的态度大相径庭。朱子 易为卜筮而作的观点,在当时或以后并未得到很多人的认同。     

Adjusting researchers’ approach to adjustment: On the use of covariates when testing interactions

A common design in social psychology involves the use of two independent variables, an experimental manipulation and a measured individual difference, and the interest is in the interaction between them. In such designs, there are often obvious covariate(s), correlated with the measured independent variable, which the researcher wishes to control. Typically this is done by including the covariate in the analytic model. We show that in most cases this is an inadequate model. In general, the interaction between the two independent variables will be estimated without bias only when the interaction between the covariate and the manipulated independent variable is included in the analysis. We present simulations showing the factors affecting the magnitude of the bias and provide a survey of recent social psychological literature illustrating the frequency of the problem. Finally, we discuss cases where both independent variables are manipulated and the covariate is a potential mediator.     

试论程颐对今本《周易》古经分篇的义理阐释

通行本<周易>古经分为上下两篇.对于其何以如此分篇,生当北宋的易学家程颐,在承继、整合<易传·序卦>和<易纬·乾凿度>等的观点的基础上,作<上下篇义>,明确提出以阴阳为基准分篇的原则,指明"阳盛者居上篇,阴盛者居下篇",并逐卦作了分析,丰富了人们在此领域的识见.     

Dangerous sports and recreational drug‐use: rationalizing and contextualizing risk

This article reports upon the Interpretative Phenomenological Analysis (IPA) of a small number of semi‐structured interviews, conducted with persons engaging in either recreational drug‐use (primarily identified here as Ecstasy‐users) or dangerous sports (primarily identified here as bungee‐jumpers). Our analysis focuses upon the manner in which these participants make sense of their initiation and maintenance experiences, and the means by which they understand and make sense of risk. In particular, we draw attention to the distinctions between our participants' rational and contextual reconstructions of risky decisions. These distinctions indicate that our participants are able to draw upon a complex cultural and relational understanding of risk and pleasure, and are thus able to deal quite effectively with the contradictory experience of taking ‘non‐volitional’ action. This exploration of persons' strategies for displacing agency in relation to potentially negative outcomes may have implications for research and practice in related areas. Copyright © 2004 John Wiley & Sons, Ltd.     

Analysis and research on mental health of college students based on cognitive computing

In recent years, according to the survey, college students have frequent psychological problems, anxiety, depression, inferiority, interpersonal sensitivity and other psychological problems, and even more, even the idea of suicide. It has a very serious negative impact on the family and society. Children are the flowers of the motherland, and college students are the important cornerstone of the country's future development. Therefore, the mental health problems of college students are particularly important. Based on the research of cognitive computing, this paper combines the research data to analyze the influencing factors of mental health, analyzes the shortcomings of mental health education, and proposes corresponding ideas and solutions.     

文本表述和结构对小学生数学应用题表征的影响

以450名小学生为被试,探讨了文本表述和结构对小学生数学应用题表征成绩的影响。采用2(难度)×2(题材熟悉度)×5(措辞类型)×3(年级)四因素混合设计。结果表明:不同文本表述和结构对小学生解决数学应用题的影响不因年级的不同而不同;概念性措辞问题和情境性措辞问题都促进了小学生数学应用题的表征成绩;在容易问题中,额外信息对表征成绩影响较大;在较难问题中,数学运算关系难度对表征成绩影响较大;当解决文本背景较简单的标准措辞问题时,题材熟悉度对小学生的理解产生较大影响;文本长度对问题解决的影响取决于所增加的文本是否对理解问题的句法关系和语义情景有益。     

Das-Naglieri认知评估系统（中文版）在学前儿童样本中的结构验证

本研究以246名5-6岁幼儿园儿童（男101名,女145名）为研究对象,考察基于智力PASS理论开发的Das-Naglieri 认知评估系统（5-7岁版）在中国学前儿童中的适用性,对评估系统中的12个任务进行了内在一致性信度评估,以幼儿早期数学能力测试作为参考评估其校标效度,并采用验证性因素分析对评估系统的结构效度进行评估。结果发现,该版本评估系统具有较好的信度和校标效度,并且很好地拟合了PASS模型。     

Personality or Role? Comparisons of Turkish Leaders Across Different Institutional Positions

Personality approaches to politics are often criticized for not examining the effect that institutional role constraints have on individual beliefs and preferences. When leaders appear to change their stance when they change roles, it is assumed that roles have a determining influence. Modern personality theory and contemporary sociological role theory, however, view the effects of roles as interacting with agents’ personalities. In this article, we investigate this question by comparing personality profiles of three Turkish leaders (Özal, Demirel, and Gül) during their tenure as prime minister and during their subsequent time as president. For Gül, we perform an additional comparison during his time as foreign minister. The personality profiles are in the form of quantitative scores generated from machine‐coded content analysis of leaders’ words using the Leadership Trait Analysis method. We hypothesize that different leaders will be more susceptible to changing role contexts, depending on core personality traits, and that different traits are more likely to change with new roles. Overall, our results suggest that leaders’ traits are fairly resistant to changes across roles and that task orientation is the most likely trait to change as leaders adapt to different role demands and expectations. This study makes a contribution to our understanding of the interaction between personality and political contexts by offering specific theoretically derived hypotheses and by empirically and statistically examining a preliminary set of expectations that could be applied more broadly to other leaders.     

‘I’ve got to prioritise’: being a parent with cystic fibrosis

Due to advances in earlier diagnosis and treatment, the life expectancy of a person born with cystic fibrosis (CF) has increased. Therefore, more people with CF are becoming parents but the psychological understanding of CF has lagged behind advances in medical treatment; there is very limited applied psychological research on which parents and professionals can draw when considering issues of parenting in this context. This qualitative research explored how mothers and fathers with CF experience and manage the dual roles of being a parent and living with CF. The aim was to facilitate development of an understanding of experience rather than test existing theory. A qualitative methodology was chosen as it allowed participants to reflect openly on their individual experiences. Nine participants completed semi-structured interviews either in their own homes or a clinic base which examined parenting, CF and the interaction between the two roles. Four participants were male and five were female with an age range of 21–50. Interpretive Phenomenological Analysis was used to interpret the participants’ accounts and generate super-ordinate and master themes. ‘Being a parent on compressed time’ was the super-ordinate theme which reflected the challenge of parenting within both a limited life trajectory and a complex treatment regime with daily adherence and time pressures. The findings have implications for parents with CF, those considering parenting and for health professionals working in CF services whose guidance needs to be grounded in an evidence-base. Further research is needed to explore the experiences of parents within different family structures, parents who have had a transplant and the perspectives of others in the wider system in which parents with CF are located.