EARSHOT: A Minimal Neural Network Model of Incremental Human Speech Recognition

Despite the lack of invariance problem (the many-to-many mapping between acoustics and percepts), human listeners experience phonetic constancy and typically perceive what a speaker intends. Most models of human speech recognition (HSR) have side-stepped this problem, working with abstract, idealized inputs and deferring the challenge of working with real speech. In contrast, carefully engineered deep learning networks allow robust, real-world automatic speech recognition (ASR). However, the complexities of deep learning architectures and training regimens make it difficult to use them to provide direct insights into mechanisms that may support HSR. In this brief article, we report preliminary results from a two-layer network that borrows one element from ASR, long short-term memory nodes, which provide dynamic memory for a range of temporal spans. This allows the model to learn to map real speech from multiple talkers to semantic targets with high accuracy, with human-like timecourse of lexical access and phonological competition. Internal representations emerge that resemble phonetically organized responses in human superior temporal gyrus, suggesting that the model develops a distributed phonological code despite no explicit training on phonetic or phonemic targets. The ability to work with real speech is a major advance for cognitive models of HSR.     

Psychoanalytic goals,therapeutic action,and the analyst's tension

The author draws a distinction between the goals of psychoanalysis and its therapeutic action. Goals are consciously (or at least preconsciously) held by the analyst, and can be clearly articulated. Ideas about the mechanism of therapeutic action, in contrast, are hypothetical constructs, and cannot be completely spelled out. This is bound to leave analysts in a state of tension; we are certain about what we are trying to do, but what we are actually accomplishing is elusive. This tension may be optimal for the analyst, because attention must be paid simultaneously to the idiosyncratic relationship in the dyad and to the broader purposes of the analytic engagement.     

Equality in hiring permanent resident foreign nationals in the United States: when loyalty is the question, but not the issue

Permanent resident foreign nationals, who have been legally admitted to the United States, have the right to work. However, when deciding the constitutionality of a state statute that requires citizenship for a public domain job, the rights of permanent residents to seek gainful employment are balanced against the rights of state governments to ensure that important sovereign functions are entrusted only to their citizens. Several important Supreme Court decisions have been 5/4 split decisions because of this tension and dissenting judges have countered that the majority rulings were based on presumptions, and not facts, that citizens are more loyal than permanent residents. The judges have also disagreed about the level, within a civil service hierarchy, below which a citizenship requirement is unconstitutional. This article reviews United States court decisions for relevant issues and solutions, and shows how empirical studies in the area of human resource management can help resolve the issues that have caused the dissent. The analysis will be useful to legal and human resource professionals in the U.S. and other countries affected by surging global migration.     

The relationship between out-of-school activities and positive youth development: an investigation of the influences of communities and family

There is growing evidence that participation in constructive leisure activities facilitates positive youth development. Empirical evidence also supports the influence of families and communities on positive developmental outcomes for adolescents. This study examined the relationship among attitudes toward family and community, participation in structured out-of-school activities, and pro-social behavior. As predicted, community aspects such as opportunities available and the attitudes the youth held toward the community, as well as their attitude toward family were predictive of activity involvement. Activity involvement, in turn, was predictive of pro-social behavior. Attitude toward family was also predictive of attitude toward the community. Attitude toward community was a direct predictor of the positive developmental outcome of pro-social behavior, although contrary to the original hypothesis, family influences did not have a direct effect on pro-social behavior. Implications for continued practice and change for a variety of sectors in the positive youth development field such as educators and educational institutions, youth-serving organizations, families, and policy makers are discussed, along with recommendations for continued research in this field.     

Hierarchical number estimation

We investigated number estimation using dot patterns grouped by proximity into larger clusters. Participants estimated the number of dots and clusters in separate trials. Estimation was most accurate when the numbers of elements on both scales were the same. When the number of elements on the unattended scale was higher, overestimation occurred. Conversely, when the number of elements on the unattended scale was lower, underestimation occurred. In Experiment 2, response cues were blocked to reduce any tendency toward attending the irrelevant level. The results were essentially unchanged, indicating response confusion alone cannot account for the effect. The data support the existence of an opposite scale effect in which the number of elements at the unattended level influence the processing of number.The preliminary results of the two experiments were presented at the Annual Meeting of The Association for Research in Vision and Ophthalmology, April 29–May 4, 2001, in Fort Lauderdale, Florida, USA     

Visual short-term memory load suppresses temporo-parietal junction activity and induces inattentional blindness

The right temporo-parietal junction (TPJ) is critical for stimulus-driven attention and visual awareness. Here we show that as the visual short-term memory (VSTM) load of a task increases, activity in this region is increasingly suppressed. Correspondingly, increasing VSTM load impairs the ability of subjects to consciously detect the presence of a novel, unexpected object in the visual field. These results not only demonstrate that VSTM load suppresses TPJ activity and induces inattentional blindness, but also offer a plausible neural mechanism for this perceptual deficit: suppression of the stimulus-driven attentional network.     

Schizophrenia and the Developmental Moratorium

Jay B. Sisun is a Clinical Research Assistant at Taunton State Hospital. Glen A. Eskedal is the Chair and Professor of Education and Human Services at Suffolk University. Of challenge to developmental psychologists and mental health practitioners is the management of positive and negative symptoms associated with schizophrenia and their effects on mastering psychosocial developmental tasks. The intent of this article is to provide specific information pertinent to understanding this disorder, to understand the age-appropriate struggle for individuation, and to offer recommendations for effective treatment.