Learning to choose: Cognitive aging and strategy selection learning in decision making.

Decision makers often have to learn from experience. In these situations, people must use the available feedback to select the appropriate decision strategy. How does the ability to select decision strategies on the basis of experience change with age? We examined younger and older adults' strategy selection learning in a probabilistic inference task using a computational model of strategy selection learning. Older adults showed poorer decision performance compared with younger adults. In particular, older adults performed poorly in an environment favoring the use of a more cognitively demanding strategy. The results suggest that the impact of cognitive aging on strategy selection learning depends on the structure of the decision environment. (PsycINFO Database Record (c) 2010 APA, all rights reserved)     

Pretask and on-task adaptive design strategies for selecting number of instances in concept acquisition.

A study with 67 undergraduates investigated design strategies for selecting number of instances needed in a concept learning task. Two strategies used adaptive procedures for the selection process, while a nonadaptive strategy selected instances by number of associated attributes. The data analysis showed that the full adaptive strategy (using pretask and on-task response data) required 25% less learning time and resulted in better posttest performance than the partial adaptive strategy (pretask data only). The partial adaptive strategy was 16% more efficient and demonstrated better performance than the nonadaptive strategy. An effectiveness ratio of 2 to 1 in favor of the full adaptive over the partial and nonadaptive strategies was obtained and illustrates the effect of using on-task data sources for instance selection. (19 ref) (PsycINFO Database Record (c) 2010 APA, all rights reserved)     

Determinants of learning and performance in an associative memory/substitution task: Task constraints, individual differences, volition, and motivation.

The way that cognitive abilities, learning task characteristics, and motivational and volitional processes combine to explain individual differences in performance and learning was investigated. A substitution task was studied over practice, and it was discovered that students used 2 different strategies: a learning strategy focused on memorization and a performance strategy in which students persisted in scanning items. Five experiments investigated strategy differences and the ability and motivational correlates of task performance. First, ability correlates of performance and strategy use were demonstrated. Next, reducing task difficulty increased use of the learning strategy. With periodic memory tests, effective reliance on the learning strategy was increased, and task performance correlations with reasoning ability were lowered. Finally, a combination of self-focus and goal-setting interventions increased both general performance levels and use of the learning strategy. Results are discussed in terms of the goal of developing a more comprehensive understanding of learner differences. (PsycINFO Database Record (c) 2010 APA, all rights reserved)     

Correction to Baumann & Bonner (2011).

Reports an error in "The effects of expected group longevity and expected task difficulty on learning and recall: Implications for the development of transactive memory" by Michael R. Baumann and Bryan L. Bonner (Group Dynamics: Theory, Research, and Practice, , , np). An error was introduced during the production process. On article page 8, column 1 line 6 through column 2 line 2, the statement “…the main effect of expected longevity was significant only in the same expertise condition…” is incorrect. The effect found was for expected difficulty, not expected longevity. (The following abstract of the original article appeared in record 2011-09189-001.) The ability to effectively coordinate with others is a vital component of group success. It is often useful to base this coordination on expectations derived from perceived expertise (transactive memory; Wegner, 1986). Yet, the value of coordination overall and specific coordination strategies vary by task. We argue that the benefit of applying a task-appropriate coordination strategy increases with the number of trials of the task performed (expected longevity), and that the most beneficial strategy varies by task difficulty. We, therefore, predict that coordination increases with expected longevity and that the form of coordination (increased or decreased duplication) depends on expected task difficulty. To test these predictions we manipulate expectations of longevity and difficulty among individuals expecting to work with a partner on a memory task. The predicted relationships are found for both learning and recall. The implications of these findings for the development of transactive memory are discussed. (PsycINFO Database Record (c) 2011 APA, all rights reserved)     

Role of the Basal Ganglia in Category Learning: How Do Patients With Parkinson's Disease Learn?

The purpose of the present study was to gain a deeper understanding of the role of the basal ganglia in learning and memory by examining learning strategies among patients with basal ganglia dysfunction. Using a probabilistic category learning task (the "weather prediction" task) previously shown to be sensitive to basal ganglia function, the authors examined patterns of performance during learning and used mathematical models to capture different learning strategies. Results showed that patients with Parkinson's disease exhibit different patterns of strategy use. Specifically, most controls initially used a simple, but suboptimal, strategy that focused on single-cue-outcome associations; eventually, however, most controls adopted a more complex, optimal learning strategy, integrating single-cue associations to predict outcomes for multiple-cue stimuli. In contrast, the majority of individuals with Parkinson's disease continued to rely on simple single-cue learning strategies throughout the experiment. (PsycINFO Database Record (c) 2010 APA, all rights reserved)     

Modeling Interfirm Dependency: Game Theoretic Simulation to Examine the Holdup Problem in Project Networks

Subcontractor selection strategies used by contractors can significantly affect short-term project and long-term organizational success. Existing research on subcontractor selection strategy implicitly assumes that the evaluation of subcontractors depends on current conditions. We extend this perspective by integrating an agent-based simulation model with game theory to examine whether precontract partner selection strategies that do not consider subcontractor selection as a repeated game may lead to a version of the holdup problem. The holdup problem we investigate focuses on relationship-specific investments in learning after the introduction of an innovation or organizational change across a project network. A minimum total cost strategy may decelerate the rate of adaptation to an innovation or organizational change, thereby proving that the holdup problem can exist in project networks. The findings contribute to subcontractor selection strategy literature by simulating the impact of the holdup problem in project networks, distinguishing task interdependence as a moderating variable, and identifying that the minimum total cost strategy can be a suboptimal strategy for project networks adapting to systemic changes.     

The effects of expected group longevity and expected task difficulty on learning and recall: Implications for the development of transactive memory.

[Correction Notice: An erratum for this article was reported in Vol 15(3) of Group Dynamics: Theory, Research, and Practice (see record 2011-14268-001). An error was introduced during the production process. On article page 8, column 1 line 6 through column 2 line 2, the statement “…the main effect of expected longevity was significant only in the same expertise condition…” is incorrect. The effect found was for expected difficulty, not expected longevity.] The ability to effectively coordinate with others is a vital component of group success. It is often useful to base this coordination on expectations derived from perceived expertise (transactive memory; Wegner, 1986). Yet, the value of coordination overall and specific coordination strategies vary by task. We argue that the benefit of applying a task-appropriate coordination strategy increases with the number of trials of the task performed (expected longevity), and that the most beneficial strategy varies by task difficulty. We, therefore, predict that coordination increases with expected longevity and that the form of coordination (increased or decreased duplication) depends on expected task difficulty. To test these predictions we manipulate expectations of longevity and difficulty among individuals expecting to work with a partner on a memory task. The predicted relationships are found for both learning and recall. The implications of these findings for the development of transactive memory are discussed. (PsycINFO Database Record (c) 2011 APA, all rights reserved)     

Do performance strategies mediate age-related differences in associative learning?

Associative learning is a basic component of most learning tasks and has been shown to decline with age. The authors examined associative learning for younger and older adults by using a noun-pair task. Interim testing and prior practice on a similar task were the manipulated variables. Participants were encouraged to use an efficient retrieval strategy. Interim tests provided the motivation to learn the information, whereas prior practice on a similar task was presumed to make the task easier. The authors examined these variables both independently and interactively. For younger adults, performance benefited little from prior practice but did benefit from interim testing. For older adults, interim tests were beneficial for development of a retrieval strategy irrespective of prior training. Prior training proved beneficial for development of a retrieval strategy in the absence of interim tests. Thus, task parameters influenced the performance strategy (and learning), especially of older adults.     

SSL: A Theory of How People Learn to Select Strategies.

The assumption that people possess a repertoire of strategies to solve the inference problems they face has been raised repeatedly. However, a computational model specifying how people select strategies from their repertoire is still lacking. The proposed strategy selection learning (SSL) theory predicts a strategy selection process on the basis of reinforcement learning. The theory assumes that individuals develop subjective expectations for the strategies they have and select strategies proportional to their expectations, which are then updated on the basis of subsequent experience. The learning assumption was supported in 4 experimental studies. Participants substantially improved their inferences through feedback. In all 4 studies, the best-performing strategy from the participants' repertoires most accurately predicted the inferences after sufficient learning opportunities. When testing SSL against 3 models representing extensions of SSL and against an exemplar model assuming a memory-based inference process, the authors found that SSL predicted the inferences most accurately. (PsycINFO Database Record (c) 2010 APA, all rights reserved)     

Paired-associate and serial learning in retarded readers.

Exp I examined 68 9-13 yr old retarded readers on a paired associate task using the anticipation method and a serial-learning task using the study-test method. Intratask correlations were highly significant for each task, but intertask correlations were negligible. However, the 2 tasks also differed in difficulty. Exp II, with 27 additional like Ss, tested whether serial learning was easier with the anticipation method and whether paired associate and serial learning performance remained unrelated when difficulty was comparable. Serial learning was significantly easier, scores were comparable to paired associate scores, and most paired associate and serial learning measures were highly correlated. It is concluded that the performance of retarded readers may be determined more by difficulty than by type of task. Anticipation methods may be preferable to study-test methods for such children. (17 ref) (PsycINFO Database Record (c) 2010 APA, all rights reserved)     

An individual differences analysis of ability and strategy influences: Age-related differences in associative learning.

The relationships among abilities, strategies, and performance on an associative learning task were investigated for young (aged 17 to 34) and older adults (aged 60 to 82). Participants received extensive practice on a noun-pair task in which they could use a visual-scanning strategy or a memory-retrieval strategy. Older adults were more likely to use the scanning strategy. Age differences were reduced when comparisons were made only for participants using a retrieval strategy. Associative memory was predictive of learning on the task, and semantic memory access speed was predictive of practiced performance. Practiced performance on a memory-search task that also required associative learning was predictive of practiced noun-pair performance. Models of ability-performance relationships for skill acquisition are discussed. (PsycINFO Database Record (c) 2010 APA, all rights reserved)     

Perspectives of probabilistic inferences: Reinforcement learning and an adaptive network compared.

The assumption that people possess a strategy repertoire for inferences has been raised repeatedly. The strategy selection learning theory specifies how people select strategies from this repertoire. The theory assumes that individuals select strategies proportional to their subjective expectations of how well the strategies solve particular problems; such expectations are assumed to be updated by reinforcement learning. The theory is compared with an adaptive network model that assumes people make inferences by integrating information according to a connectionist network. The network's weights are modified by error correction learning. The theories were tested against each other in 2 experimental studies. Study 1 showed that people substantially improved their inferences through feedback, which was appropriately predicted by the strategy selection learning theory. Study 2 examined a dynamic environment in which the strategies' performances changed. In this situation a quick adaptation to the new situation was not observed; rather, individuals got stuck on the strategy they had successfully applied previously. This "inertia effect" was most strongly predicted by the strategy selection learning theory. (PsycINFO Database Record (c) 2010 APA, all rights reserved)     

Learning as a Task or a Virtue: U.S. and Chinese Preschoolers Explain Learning.

The purpose of this study was to examine cultural influences on conceptual orientations of learning in U.S. and Chinese preschoolers. A sample of 188 preschoolers 4-6 years of age provided free-narrative responses to 2 story beginnings about the learning behavior of 2 protagonists, 1 who worked hard and 1 who gave up. Results showed that despite some differences in the younger age groups, children from both cultures valued learning similarly at age 6. However, important cultural differences emerged in children's construals of the learning process. U.S. children showed a heightened awareness of the mind/task attributes of the learner, that is, ability, task attempting, and strategy use. By contrast, Chinese children perceived more the learner's dispositional qualities of diligence, persistence, and concentration. These trends increased as children's age increased. The U.S. findings are interpreted as reflecting the U.S. cultural emphasis on learning as a task, and the Chinese results, as reflecting the Chinese cultural focus on learning as a process of cultivating personal virtue. (PsycINFO Database Record (c) 2010 APA, all rights reserved)     

Adaptive flexibility and maladaptive routines in selecting fast and frugal decision strategies.

Decision routines unburden the cognitive capacity of the decision maker. In changing environments, however, routines may become maladaptive. In 2 experiments with a hypothetical stock market game (n = 241), the authors tested whether decision routines tend to persist at the level of decision strategies rather than at the level of options in strategy selection. The payoff structure of the task was changed after 80 decision trials, rendering a new strategy optimal with respect to expected payoff. Whereas most participants detected the appropriate strategy at the beginning of the task, they tended to retain it even when it was no longer optimal. A hint about a possible change had only a small influence on this maladaptive routine; a monetary incentive had none. Switching to a similar but not identical task relaxed the routine, but not much. (PsycINFO Database Record (c) 2010 APA, all rights reserved)     

Effect of generic advance instructions on learning a classification task.

Investigated whether giving students generic advance instructions about how to learn a classification task would be effective in facilitating learning of a specific classification task. The effect of instructions was compared with the effects of adjunct postquestions, simply reading the materials (control group), and both instructions and adjunct postquestions. The experimental task involved learning to classify instances of several different categories. Ss were 72 US Navy enlisted personnel. It was hypothesized that advance instructions to Ss regarding how and what to learn would facilitate learning of classification material. Results show that the instruction group and adjunct questions group did equally well on classifying new and old instances of US Navy call signs. All groups did better than control groups. Results suggest that students can learn a general strategy for processing classification material and that providing students with generic information about how and what to learn is an effective instructional strategy. A text of the instructions used to teach Ss how to learn a classification task is appended. (30 ref) (PsycINFO Database Record (c) 2010 APA, all rights reserved)     

Metabolism of 4,7,10,13,16,19-docosahexaenoic acid in isolated perfused adult and newborn pig eyes

In rats, hippocampal lesions result in impairment of spatial navigation, although other learning abilities remain unaltered. When learning a left/right discrimination task, rats can use a spatial strategy (with external maze landmarks-Situation 1) or are forced to use an egocentric strategy (without external or internal maze cues-Situation 2). Little is known about the extrahippocampal systems involved in the utilization of egocentric strategy. It is suggested that striatum could play an important role in the learning abilities that are spared after hippocampal lesion. The aim of our study was to investigate which strategy is used by rats bearing hippocampal or caudate-putamen lesions in the acquisition of a left/right discrimination task in an elevated T-maze in both Situations 1 and 2. We also investigated the effect of each lesion on the reversal of discrimination in both situations. Acquisition was not altered in any of the situations; however, a transfer test showed that hippocampal-lesioned rats used a different strategy (egocentric) from control animals (spatial) in Situation 1. In addition, reversal of the discrimination was impaired in Situation 2. Caudate-putamen lesion produced a transient effect on reversal of discrimination only in the egocentric task (Situation 2), but did not impair acquisition of the task in either situation, thus suggesting that the animals were able to use either strategy.     

Sequence learning and selection difficulty.

The authors studied the role of attention as a selection mechanism in implicit learning by examining the effect on primary sequence learning of performing a demanding target-selection task. Participants were trained on probabilistic sequences in a novel version of the serial reaction time (SRT) task, with dual- and triple-stimulus participants having to ignore irrelevant items in the SRT display. Despite large performance decrements under dual- and triple-stimulus configurations, testing under single-stimulus conditions revealed no impairment to sequence learning. These findings suggest that implicit sequence learning is resistant to disruption of the selection process. Results are discussed in terms of a componential model of attention and in relation to the implicit-explicit distinction. (PsycINFO Database Record (c) 2010 APA, all rights reserved)     

Distinguishing Age Differences in Knowledge, Strategy Use, and Confidence During Strategic Skill Acquisition.

The authors examined how age differences in strategy selection are related to associative learning deficits and metacognitive variables, including memory ability confidence. In Experiment 1, increases in memory reliance for performance of the noun-pair lookup task were compared with increases in noun-pair memory ability. In Experiment 2, memory reliance was assessed for noun pairs memorized prior to the task. In each experiment, older adults manifested a substantial delay in transition to a retrieval-based strategy despite comparable noun-pair knowledge. In Experiment 3, young and older adults reported comparable confidence ratings for the accuracy of each memory probe response. However, older adults reported lower confidence in their general ability to use the memory retrieval strategy, which correlated with avoidance of the retrieval strategy. (PsycINFO Database Record (c) 2010 APA, all rights reserved)     

Choice strategies in multiple-cue probability learning.

Choice strategies for selecting among outcomes in multiple-cue probability learning were investigated using a simulated medical diagnosis task. Expected choice probabilities (the proportion of times each outcome was selected given each cue pattern) under alternative choice strategies were constructed from corresponding observed judged probabilities (of each outcome given each cue pattern) and compared with observed choice probabilities. Most of the participants were inferred to have responded by using a deterministic strategy, in which the outcome with the higher judged probability is consistently chosen, rather than a probabilistic strategy, in which an outcome is chosen with a probability equal to its judged probability. Extended practice in the learning environment did not affect choice strategy selection, contrary to reports from previous studies, results of which may instead be attributable to changes with practice in the variability and extremity of the perceived probabilities on which the choices were based. (PsycINFO Database Record (c) 2010 APA, all rights reserved)     

Qualitative differences between implicit and explicit sequence learning.

Four experiments investigate the differences between implicit and explicit sequence learning concerning their resilience to structural and superficial task changes. A superficial change that embedded the SRT task in the context of a selection task, while maintaining the sequence, did selectively hinder the expression of implicit learning. In contrast, a manipulation that maintained the task surface, but decreased the sequence validity, affected the expression of learning specifically when it was explicit. These results are discussed in the context of a dynamic framework (Cleeremans & Jime'nez, 2002), which assumes that implicit knowledge is specially affected by contextual factors and that, as knowledge becomes explicit, it allows for the development of relevant metaknowledge that modulates the expression of explicit knowledge. (PsycINFO Database Record (c) 2010 APA, all rights reserved)