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191.
Human performance in cognitive testing and experimental psychology is expressed in terms of response speed and accuracy. Data analysis is often limited to either speed or accuracy, and/or to crude summary measures like mean response time (RT) or the percentage correct responses. This paper proposes the use of mixed regression for the psychometric modeling of response speed and accuracy in testing and experiments. Mixed logistic regression of response accuracy extends logistic item response theory modeling to multidimensional models with covariates and interactions. Mixed linear regression of response time extends mixed ANOVA to unbalanced designs with covariates and heterogeneity of variance. Related to mixed regression is conditional regression, which requires no normality assumption, but is limited to unidimensional models. Mixed and conditional methods are both applied to an experimental study of mental rotation. Univariate and bivariate analyzes show how within-subject correlation between response and RT can be distinguished from between-subject correlation, and how latent traits can be detected, given careful item design or content analysis. It is concluded that both response and RT must be recorded in cognitive testing, and that mixed regression is a versatile method for analyzing test data.I am grateful to Rogier Donders for putting his data at my disposal. 相似文献
192.
193.
The assumptions underlying item response theory (IRT) models may be expressed as a set of equality and inequality constraints on the parameters of a latent class model. It is well known that the same assumptions imply that the parameters of the manifest distribution have to satisfy a more complicated set of inequality constraints which, however, are necessary but not sufficient. In this paper, we describe how the theory for likelihood-based inference under equality and inequality constraints may be used to test the underlying assumptions of IRT models. It turns out that the analysis based directly on the latent structure is simpler and more flexible. In particular, we indicate how several interesting extensions of the Rasch model may be obtained by partial relaxation of the basic constraints. An application to a data set provided by Educational Testing Service is used to illustrate the approach.We thank Dr. Gorman and Dr. Rogers of the Educational Testing Service for providing the data analyzed in Section 4. We also thank three reviewers for comments and suggestions.This revised article was published online in August 2005 with the PDF paginated correctly. 相似文献
194.
Quantitative psychology is concerned with the development and application of mathematical models in the behavioral sciences.
Over time, models have become more complex, a consequence of the increasing complexity of research designs and experimental
data, which is also a consequence of the utility of mathematical models in the science. As models have become more elaborate,
the problems of estimating them have become increasingly challenging. This paper gives an introduction to a computing tool
called automatic differentiation that is useful in calculating derivatives needed to estimate a model. As its name implies,
automatic differentiation works in a routine way to produce derivatives accurately and quickly. Because so many features of
model development require derivatives, the method has considerable potential in psychometric work. This paper reviews several
examples to demonstrate how the methodology can be applied.
From the Presidential Address delivered at the 70th Annual Meeting of the Psychometric Society, Tilburg University, The Netherlands,
July 5–8, 2005. 相似文献
195.
Variability of the MAX and MIN Statistic: A Theory of the Quantile Spread as a Function of Sample Size 总被引:1,自引:0,他引:1
The maximum and minimum of a sample from a probability distribution are extremely important random variables in many areas
of psychological theory, methodology, and statistics. For instance, the behavior of the mean of the maximum or minimum processing
time, as a function of the number of component random processing times (n), has been studied extensively in an effort to identify the underlying processing architecture (e.g., Townsend & Ashby, 1983;
Colonius & Vorberg, 1994). Little is known concerning how measures of variability of the maximum or minimum change with n. Here, a new measure of random variability, the quantile spread, is introduced, which possesses sufficient strength to define
distributional orderings and derive a number of results concerning variability of the maximum and the minimum statistics.
The quantile spread ordering may be useful in many venues. Several interesting open problems are pointed out.
This work was supported by an NIH Grant R01 MH57717 to the first author. Some of the collaboration took place during the year
2000 while J.T. Townsend was a Fellow at the Hanse Institute for Advanced Study (HWK), sponsored by H. Colonius at Oldenburg
University. 相似文献
196.
I look at a recent argument offered in defense of a doctrine which I will call generalized scientific essentialism. This is the doctrine according to which, not only are some facts about substance composition metaphysically necessary, but, in addition, some facts about substance behavior are metaphysically necessary. More specifically, so goes the argument, not only is water necessarily composed of H2O and salt is necessarily composed of NaCl, but, in addition, salt necessarily dissolves in water. If this argument is sound, and if the statement that necessarily salt dissolves in water is a statement of a law of nature, then one conclusion of the argument is that there is at least one metaphysically necessary law of nature. My paper examines the extent to which this kind of argument could be generalized to provide a case for a full-blown scientific essentialism: the doctrine according to which all of the laws of nature are necessary. Or, in terms of dispositions, it is the doctrine according to which natural kinds have all of their powers, capacities and propensities as a matter of necessity. 相似文献
197.
198.
Object Exploration and a Problem with Reductionism 总被引:1,自引:1,他引:0
The purpose of this paper is to use neuroscientific evidence to address the philosophical issue of intertheoretic reduction.
In particular, we present a literature review and a new experiment to show that the reduction of cognitive psychology to neuroscience
is implausible. To make this case, we look at research using object exploration, an important experimental paradigm in neuroscience,
behavioral genetics and psychopharmacology. We show that a good deal of object exploration research is potentially confounded
precisely because it assumes that psychological generalizations can be reduced to neuroscientific ones. 相似文献
199.
200.
In this paper we present the syntax and semantics of a temporal action language named Alan, which was designed to model interactive multimedia presentations where the Markov property does not always hold. In general,
Alan allows the specification of systems where the future state of the world depends not only on the current state, but also on
the past states of the world. To the best of our knowledge, Alan is the first action language which incorporates causality with temporal formulas. In the process of defining the effect of
actions we define the closure with respect to a path rather than to a state, and show that the non-Markovian model is an extension
of the traditional Markovian model. Finally, we establish relationship between theories of Alan and logic programs. 相似文献