A Bayesian analysis of human decision-making on bandit problems

The bandit problem is a dynamic decision-making task that is simply described, well-suited to controlled laboratory study, and representative of a broad class of real-world problems. In bandit problems, people must choose between a set of alternatives, each with different unknown reward rates, to maximize the total reward they receive over a fixed number of trials. A key feature of the task is that it challenges people to balance the exploration of unfamiliar choices with the exploitation of familiar ones. We use a Bayesian model of optimal decision-making on the task, in which how people balance exploration with exploitation depends on their assumptions about the distribution of reward rates. We also use Bayesian model selection measures that assess how well people adhere to an optimal decision process, compared to simpler heuristic decision strategies. Using these models, we make inferences about the decision-making of 451 participants who completed a set of bandit problems, and relate various measures of their performance to other psychological variables, including psychometric assessments of cognitive abilities and personality traits. We find clear evidence of individual differences in the way the participants made decisions on the bandit problems, and some interesting correlations with measures of general intelligence.     

Expectancy bias and the persistence of posttraumatic stress

Anxious individuals tend to overestimate the probability that encounters with anxiogenic stimuli (CS) will be followed by aversive consequences (UCS). This study examined whether such (biased) UCS expectancies predict the persistence of PTSD symptoms. A total of 265 soldiers were recruited before a four-month deployment to Iraq in 2004. About 2-5 months after deployment, 171 (65%) soldiers completed self-report scales about adverse events in Iraq and PTSD symptoms, and a UCS expectancy task. In this task, participants were exposed to a series of deployment-related and deployment-unrelated (control) picture stimuli. For each trial, the participants indicated the subjective probability that a particular slide would be followed by an imminent loud noise. Around 15 months after deployment, 130 (76%) soldiers completed surveys about PTSD symptoms again. Only a small group of participants had high levels of PTSD symptoms. Regression analyses showed that the level of PTSD symptoms at 15 months was predicted by earlier PTSD symptoms, but also and independently by an enhanced UCS expectancy to deployment-related stimuli. The findings support the notion that UCS expectancy bias contributes to the persistence of PTSD symptoms.     

Family Focused Treatment for Patients with Bipolar Disorder in Turkey: A Case Series

Family-focused therapy (FFT) is a 9-month, 21-session structured psychoeducational treatment for bipolar disorder. Several US-based studies have documented its efficacy as adjunctive to medication for depression stabilization and relapse prevention. However, FFT has never been applied outside of the United States. The objective of this case series is to explore the applicability of FFT in a non-Western culture. Ten patients with bipolar disorder and their family members attended the 9-month FFT as adjunctive to pharmacotherapy in an outpatient specialty clinic in Izmir, Turkey. Patients improved in Global Assessment of Functioning Scores and Clinical Global Impression Scores from pre- to posttreatment. Case studies are given, which illustrate the differences between Western and non-Western families coping with bipolar disorder. FFT was easily applied to a Turkish sample with few changes in format or focus. Adaptations included substitution of oral for written therapeutic tasks or homework assignments. Randomized controlled trials are needed to test the clinical effectiveness of FFT and other psychosocial interventions in non-Western cultures.     

The role of visual perspective in information processing

Social events can be described from the perspective of either a person in the situation in which the event occurs (e.g., “John came into…”) or that of an outside observer (“John went into…”). We find that when individuals are disposed to form visual images, they have difficulty comprehending both verbal statements and pictures when the perspective from which the event is described differs from the perspective from which they have encountered similar events in daily life. Furthermore, the disposition to form visual images increases the intensity of emotional reactions to an event when the event is described from the perspective of someone in the situation in which it occurs. These effects are not evident, however, among individuals who typically process information semantically without forming visual images.     

Relational Drawings in Couple Therapy

In couple therapy sessions, partners often get into long and drawn-out discussions, heavy with pain, resentment, and blame. It is vital for the therapist to avoid becoming entangled in these escalating interactions. In this article, as one way of avoiding these interactions, a protocol is proposed of using relational drawings in couple therapy for opening space for new stories. This approach is strongly rooted in extensive therapeutic experience, as well as in dialogical ideas. Not the content of the partners' imagery is central, but rather the dialogical exchange about the drawings. In particular, the focus of the therapist is on the partners' interactions, their hesitations and their surprises. Working in this way opens space for the partners to reflect on what they experience as crucial in their bond. The protocol is illustrated with two detailed case examples.     

The implicit cognition of relationship maintenance: Inattention to attractive alternatives

The temptation of alternative mating partners can threaten satisfaction with and commitment to an existing romantic relationship. Consequently, people exhibit cognitive processes that help protect their relationship when faced with desirable relationship alternatives. Previous studies have focused primarily on processes that involve explicit, higher-order cognitive mechanisms such as overt judgments and choices (e.g., judging the alternative as less attractive). The current studies, in contrast, examined automatic, early-stage attentional processes that may help protect against threats posed by exposure to alternative mating partners. Whereas single participants responded to implicit mating primes by increasing early-stage attention to physically attractive opposite sex targets, participants in a committed romantic relationship were inattentive to those attractive alternatives. This research provides a novel approach for studying implicit cognitive mechanisms involved in maintaining close relationships.     

Horse (Equus caballus) whinnies: a source of social information

Many animal species that rely mainly on calls to communicate produce individual acoustic structures, but we wondered whether individuals of species better known as visual communicants, with small vocal repertoires, would also exhibit individual distinctiveness in calls. Moreover, theoretical advances concerning the evolution of social intelligence are usually based on primate species data, but relatively little is known about the social cognitive capacities of non-primate mammals. However, some non-primate species demonstrate auditory recognition of social categories and possess mental representation of their social network. Horses (Equus caballus) form stable social networks and although they display a large range of visual signals, they also use long-distance whinny calls to maintain contact. Here, we investigated the potential existence of individual acoustic signatures in whinny calls and the ability of horses to discriminate by ear individuals varying in their degree of familiarity. Our analysis of the acoustic structure of whinnies of 30 adult domestic horses (ten stallions, ten geldings, ten mares) revealed that some of the frequency and temporal parameters carried reliable information about the caller’s sex, body size and identity. However, no correlations with age were found. Playback experiments evaluated the behavioural significance of this variability. Twelve horses heard either control white noise or whinnies emitted by group members, familiar neighbours or unfamiliar horses. While control sounds did not induce any particular response, horses discriminated the social category of the callers and reacted with a sound-specific behaviour (vigilance and attraction varied with familiarity). Our results support the existence of social knowledge in horses and suggest a process of vocal coding/decoding of information.     

Reproducibility and a unifying explanation: Lessons from the shape bias

The goal of science is to advance our understanding of particular phenomena. However, in the field of development, the phenomena of interest are complex, multifaceted, and change over time. Here, we use three decades of research on the shape bias to argue that while replication is clearly an important part of the scientific process, integration across the findings of many studies that include variations in procedure is also critical to create a coherent understanding of the thoughts and behaviors of young children. The “shape bias,” or the tendency to generalize a novel label to novel objects of the same shape, is a reliable and robust behavioral finding and has been shown to predict future vocabulary growth and possible language disorders. Despite the robustness of the phenomenon, the way in which the shape bias is defined and tested has varied across studies and laboratories. The current review argues that differences in performance that come from even seemingly minor changes to the participants or task can offer critical insight to underlying mechanisms, and that working to incorporate data from multiple labs is an important way to reveal how task variation and a child’s individual pathway creates behavior—a key issue for understanding developmental phenomena.     

Trait anhedonia is a transdiagnostic correlate of internalizing problems during adolescence

Developmental research documents that anhedonia, or diminished interest in usual activities, is associated with a diverse array of emotional problems in childhood and adolescence. Meanwhile, official nosologies desginate anhedonia as a more specific characteristic of major depressive disorder. Using a quantitative model of the internalizing domain, we compared the strength of transdiagnostic versus diagnosis-specific pathways from anhedonia to major depression (and other internalizing conditions) during adolescence. We recruited 241 youth ages 14–17 who completed semistructured interviews of anxiety and depressive disorders, as well as several self-report surveys of trait anhedonia and neuroticism. Confirmatory factor analysis of diagnostic correlations revealed good fit for a unidimensional model of the 10 internalizing conditions we assessed. This overarching internalizing dimension was statistically significantly correlated with trait anhedonia (r = 0.17) and neuroticism (r = 0.59). In contrast, anhedonia was virtually unrelated to major depression (r = −0.02), net the internalizing dimension. Thus, in this sample, the connection between anhedonia and major depression was explained by a transdiagnostic dimension presumed to underlie all internalizing problems. Compared to neuroticism, however, anhedonia had a more limited association with internalizing, consistent with established personality models of anxiety and depression. We conclude that these data are consistent with conceptualizing anhedonia predominantly as a transdiagnostic correlate of internalizing conditions, rather than a specific marker of major depression, in developmental psychopathology research and clinical interventions for young people.     

Some Thoughts on Language Use in Therapy

Drawing on the work of Ludwig Wittgenstein and his own experience as a therapist and educator/trainer, the author describes some of the issues involved in helping therapists to find their way out of various muddles and mazes that are deeply embedded in language.