A theoretical and empirical comparison of mainframe,microcomputer, and pocket calculator pseudorandom number generators

This article presents an extensive theoretical and empirical analysis of the pseudorandom number generators provided by subroutine libraries (NAG, CERN, IMSL, and ESSL), statistical and simulation software packages (GLIM, SAS, SPSS, DATASIM, ESSP, and LLRANDOMII), builtin functions of programming languages (APL, Turbo Pascal, Advanced BASIC, GW-BASIC, and QBASIC), and autoimplemented algorithms (Fishman & Moore, 1986; Wichmann & Hill, 1982; Van Es, Gill, & Van Putten, 1983). On the basis of these analyses, it is concluded that most of the built-in functions of the software packages that were tested can be used safely. In addition, it is concluded that the Wichmann and Hill algorithm is a good choice if only single-precision arithmetic is available, but that a prime-modulus multiplicative congruential generator with modulus 2³¹ ?1 and multiplier 16,807 is a better choice if double-precision arithmetic is available, and that the same generator with multiplier 62,089,911 or 742,938,285 is the best choice if extended-precision arithmetic is available. A Turbo Pascal and a VS FORTRAN program for the latter are given in the Appendixes.     

Data transfer concepts and strategies in a psychological research environment

In this paper, we discuss the importance and problems of data transfer in psychological research environments. Discussion includes how simple text file transfer systems meet researchers’ needs. The systems’ shortcomings are also analyzed. Strategies for customizing systems, using pre-prepared software packages, point-to-point systems, and “networked” systems, are carefully analyzed.     

Computer programming for generating visual stimuli

Critical to vision research is the generation of visual displays with precise control over stimulus metrics. Generating stimuli often requires adapting commercial software or developing specialized software for specific research applications. In order to facilitate this process, we give here an overview that allows nonexpert users to generate and customize stimuli for vision research. We first give a review of relevant hardware and software considerations, to allow the selection of display hardware, operating system, programming language, and graphics packages most appropriate for specific research applications. We then describe the framework of a generic computer program that can be adapted for use with a broad range of experimental applications. Stimuli are generated in the context of trial events, allowing the display of text messages, the monitoring of subject responses and reaction times, and the inclusion of contingency algorithms. This approach allows direct control and management of computer-generated visual stimuli while utilizing the full capabilities of modern hardware and software systems. The flowchart and source code for the stimulus-generating program may be downloaded from www.psychonomic.org/archive.     

Using java in introductory statistics

In this paper, we discuss the use of Java, a programming language for the Internet, in introductory statistics courses. Monte Carlo estimation and simple linear regression are used as tutorial examples of the versatility of Java. Advantages over traditional instructional methods and other programming languages are examined.     

Psynteract: A flexible,cross-platform,open framework for interactive experiments

We introduce a novel platform for interactive studies, that is, any form of study in which participants’ experiences depend not only on their own responses, but also on those of other participants who complete the same study in parallel, for example a prisoner’s dilemma or an ultimatum game. The software thus especially serves the rapidly growing field of strategic interaction research within psychology and behavioral economics. In contrast to all available software packages, our platform does not handle stimulus display and response collection itself. Instead, we provide a mechanism to extend existing experimental software to incorporate interactive functionality. This approach allows us to draw upon the capabilities already available, such as accuracy of temporal measurement, integration with auxiliary hardware such as eye-trackers or (neuro-)physiological apparatus, and recent advances in experimental software, for example capturing response dynamics through mouse-tracking. Through integration with OpenSesame, an open-source graphical experiment builder, studies can be assembled via a drag-and-drop interface requiring little or no further programming skills. In addition, by using the same communication mechanism across software packages, we also enable interoperability between systems. Our source code, which provides support for all major operating systems and several popular experimental packages, can be freely used and distributed under an open source license. The communication protocols underlying its functionality are also well documented and easily adapted to further platforms. Code and documentation are available at https://github.com/psynteract/.     

MPTinR: Analysis of multinomial processing tree models in R

We introduce MPTinR, a software package developed for the analysis of multinomial processing tree (MPT) models. MPT models represent a prominent class of cognitive measurement models for categorical data with applications in a wide variety of fields. MPTinR is the first software for the analysis of MPT models in the statistical programming language R, providing a modeling framework that is more flexible than standalone software packages. MPTinR also introduces important features such as (1) the ability to calculate the Fisher information approximation measure of model complexity for MPT models, (2) the ability to fit models for categorical data outside the MPT model class, such as signal detection models, (3) a function for model selection across a set of nested and nonnested candidate models (using several model selection indices), and (4) multicore fitting. MPTinR is available from the Comprehensive R Archive Network at http://cran.r-project.org/web/packages/MPTinR/.     

Bayesian Thurstonian models for ranking data using JAGS

A Thurstonian model for ranking data assumes that observed rankings are consistent with those of a set of underlying continuous variables. This model is appealing since it renders ranking data amenable to familiar models for continuous response variables—namely, linear regression models. To date, however, the use of Thurstonian models for ranking data has been very rare in practice. One reason for this may be that inferences based on these models require specialized technical methods. These methods have been developed to address computational challenges involved in these models but are not easy to implement without considerable technical expertise and are not widely available in software packages. To address this limitation, we show that Bayesian Thurstonian models for ranking data can be very easily implemented with the JAGS software package. We provide JAGS model files for Thurstonian ranking models for general use, discuss their implementation, and illustrate their use in analyses.     

Selection of software in the instructional laboratory

In this paper, I discuss a number of issues concerning software selection in instructional laboratories. First, I describe several taxonomies of instructional software and argue that the most important dimension of instructional software is that it must be an efficient tool. Second, I discuss some elements of the context of the instructional lab, including sophistication of users. Third, I explore design features, especially those related to ease of learning to use packages. Several other issues are also considered, such as where to find software reviews.     

Software for advanced ANOVA courses: A survey

In response to a survey of faculty regarding their commercial software preferences for advanced analysis of variance courses, it was found that the most frequently used packages were SAS, SPSS^x, and BMDP, all originally mainframe packages. The fourth choice, SYSTAT, was written for microcomputers but is currently also available for other host computers. Difficulty for students was the most frequently cited reason fornot using one of these four packages. The most important criteria for choosing software packages were variety of designs, accuracy, and ease of use. Cost was a factor only for microcomputer licenses. Packages using the general linear model approach were paramount to some, while others would not consider such packages. Instructors decried the lack of the “ideal program,” but the diversity of their desires makes it clear that no program could be ideal for all of them. Many faculty seemed unaware of newer software packages or of the extent to which older packages (particularly Minitab) have been modified; some had their choices constrained by departmental limitations. Better dissemination of information about statistical software is needed, whether it be from software publishers or through the professional literature.     

Tutorial: Perl, a psychologically efficient reformatting language

Psychologists are often faced with the need to manipulate one or more files, either to modify the format or to extract specific information. Traditionally, these manipulations have been performed using programming languages or statistical software, but such solutions are often expensive, platform dependent, or limited in their ability to handle both numerical and textual data. This tutorial introduces the perl programming language, a free, platform-independent language that excels at pattern matching and text processing but that is also numerically capable. A running example illustrates an application of perl to psychological data.     

Implementation of nonparametric multivariate statistics with S

Multivariate nonparametric statistical methods have not been widely used by psychologists. One reason for this may have been that the usual general-purpose packages do not provide easy implementation of these methods. In this article, we briefly describe the multivariate extensions of the sign, signed-rank, and rank-sum tests and use S, a programming environment for data analysis, to implement these statistical procedures. Three numerical examples are used to illustrate the flexibility and efficiency of these computations in S.     

A PROPOSAL FOR A COMMON DATA EXCHANGE FORMAT FOR REPERTORY GRID DATA

Repertory grid interviews provide information about the psychological space of people in matrix-structured form, providing a basis for the statistical analysis of results. Today there are many software packages available for the elicitation and analysis of repertory grids, most of them with unique features. But access to this wealth of options is restricted because, at present, repertory grid programs store data in different formats. As a result, anyone who has tried to exchange data between programs knows that this is not an easy task, as the exchange typically requires tedious and error-prone reentering of the data. To enable direct and error-free data exchange between repertory grid programs, we propose a common data format for repertory grid software based on the Extended Markup Language (XML). It is important to note that users do not have to learn XML to take advantage of this common data format. Data sets of current analysis programs can be translated into XML by utilities. As a basis for further discussion we have developed sample applications and utilities that are based on this new data format.     

Psychotherapy integration in the treatment of personality disorders: a commentary

Whereas research on the treatment of personality disorders over the past several decades has focused primarily on comparing the efficacy of various treatment packages associated with different theoretical models, there is increasing evidence that the field would benefit from focusing more attention on developing integrative treatments that are both informed by research and capable of scientific verification. The articles assembled for this special section each propose a different approach to integrative treatment for personality disorders. In this commentary, we outline a number of reasons for making such a shift to more integrative treatments, consider some of the potential challenges to integration, and discuss the different approaches to integration illustrated in these articles. We highlight some of the difficult tradeoffs that must be made in developing an integrative approach and discuss similarities and differences in the response to such challenges by the contributors to this special section. Finally, we point to several areas for future research that we believe will contribute to the development of increasingly effective treatments for individuals with personality disorders.     

Using MEL to present Chinese characters at brief display times

Most studies that present Chinese characters at brief display intervals (10–100 msec) use tachistoscopic presentation. The present paper describes a way of using software packages NJSTAR (for generating Chinese characters) and MEL (for programming an experiment) to achieve computer CRT presentation. Techniques for (1) enlarging and smoothing characters, and (2) presenting characters at brief display times are featured. The techniques can be applied to brief CRT presentation of any graphics. A replication study is presented to demonstrate that the techniques produce reliable data.     

Micro Experimental Laboratory: An integrated system for IBM PC compatibles

Micro Experimental Laboratory (MEL) is a third-generation integrated software system for experimental research. The researcher fills in forms, and MEL writes the experimental program, runs the experiments, and analyzes the data. MEL includes a form-based user interface, automatic programming, computer tutorials, a compiler, a real-time data acquisition system, database management, statistical analysis, and subject scheduling. It can perform most reaction time, questionnaire, and text comprehension experiments with little or no programming. It includes a Pascal-like programming language and can call routines written in standard languages. MEL operates on IBM PC compatible computers and supports most display controllers. MEL maintains millisecond timing with high-speed text and graphics presentation. MEL provides a systematic approach to dealing with nine concerns in running an experimental laboratory.     

Structural comparison and consumer choice

Psychological research has demonstrated important parallels between the structural alignment process involved in judgments of similarity and the processes that are involved in analogical reasoning. Gradually, this work on comparisons was applied to consumer choice. In this paper, we review the influence of structural alignment on choices among a set of options. Then, we discuss extensions of this work to comparative advertising and to the role of analogy in marketing communication. Finally, we discuss important extensions to structural alignment suggested by this work such as the key role that affect plays in comparisons made during the choice process.     

Aesthetic package design: A behavioral,neural, and psychological investigation

In four experiments, this research sheds light on aesthetic experiences by rigorously investigating behavioral, neural, and psychological properties of package design. We find that aesthetic packages significantly increase the reaction time of consumers' choice responses; that they are chosen over products with well-known brands in standardized packages, despite higher prices; and that they result in increased activation in the nucleus accumbens and the ventromedial prefrontal cortex, according to functional magnetic resonance imaging (fMRI). The results suggest that reward value plays an important role in aesthetic product experiences. Further, a closer look at psychometric and neuroimaging data finds that a paper-and-pencil measure of affective product involvement correlates with aesthetic product experiences in the brain. Implications for future aesthetics research, package designers, and product managers are discussed.     

Software for generating psychological experiments

This review compares four software packages for generating and running psychological computer experiments. It aims to inform researchers' decisions about which software to choose for their lab. Four widely used general purpose commercial packages available for the Windows platform are considered: DirectRT, E-Prime, Inquisit, and SuperLab. An overview of each package is given, and the implementation of two test experiments is described. Packages are evaluated with regard to the amount of complexity reduction they provide for the task of programming an experiment and the variety of experimental designs they can accommodate.     

Effects of different packages on food product contagion: The moderating roles of mood states and product‐related information

Across two experiments conducted for this research, it is evident that different moderators do play a role in the influence of food product contagion effects. This research focuses on how mood states or product‐related information moderate contagion prime and package type. Existing studies indicate that unsealed packages can enhance the extent of the contagion effects more than sealed packages. Study 1 showed that happy people experienced stronger positive contagion effects than sad or neutral ones and that they also demonstrated stronger effects on unsealed packages compared with sealed packages. Conversely, sad people significantly enhanced the extent of negative contagion effects and experienced stronger effects on unsealed packages. Study 2, however, revealed that people receiving positive product‐related information experienced stronger positive contagion effects on unsealed packages, whereas people receiving negative product‐related information showed stronger negative contagion effects on unsealed packages. This is the first study to discuss the chosen moderators on the contagion effect. Copyright © 2015 John Wiley & Sons, Ltd.