Categorizing words using ‘frequent frames’: what cross‐linguistic analyses reveal about distributional acquisition strategies

Mintz (2003 ) described a distributional environment called a frame, defined as the co‐occurrence of two context words with one intervening target word. Analyses of English child‐directed speech showed that words that fell within any frequently occurring frame consistently belonged to the same grammatical category (e.g. noun, verb, adjective, etc.). In this paper, we first generalize this result to French, a language in which the function word system allows patterns that are potentially detrimental to a frame‐based analysis procedure. Second, we show that the discontinuity of the chosen environments (i.e. the fact that target words are framed by the context words) is crucial for the mechanism to be efficient. This property might be relevant for any computational approach to grammatical categorization. Finally, we investigate a recursive application of the procedure and observe that the categorization is paradoxically worse when context elements are categories rather than actual lexical items. Item‐specificity is thus also a core computational principle for this type of algorithm. Our analysis, along with results from behavioural studies ( Gómez, 2002 ; Gómez and Maye, 2005 ; Mintz, 2006 ), provides strong support for frames as a basis for the acquisition of grammatical categories by infants. Discontinuity and item‐specificity appear to be crucial features.     

Holographic string encoding

In this article, we apply a special case of holographic representations to letter position coding. We translate different well-known schemes into this format, which uses distributed representations and supports constituent structure. We show that in addition to these brain-like characteristics, performances on a standard benchmark of behavioral effects are improved in the holographic format relative to the standard localist one. This notably occurs because of emerging properties in holographic codes, like transposition and edge effects, for which we give formal demonstrations. Finally, we outline the limits of the approach as well as its possible future extensions.     

On the adequacy of current empirical evaluations of formal models of categorization

Categorization is one of the fundamental building blocks of cognition, and the study of categorization is notable for the extent to which formal modeling has been a central and influential component of research. However, the field has seen a proliferation of noncomplementary models with little consensus on the relative adequacy of these accounts. Progress in assessing the relative adequacy of formal categorization models has, to date, been limited because (a) formal model comparisons are narrow in the number of models and phenomena considered and (b) models do not often clearly define their explanatory scope. Progress is further hampered by the practice of fitting models with arbitrarily variable parameters to each data set independently. Reviewing examples of good practice in the literature, we conclude that model comparisons are most fruitful when relative adequacy is assessed by comparing well-defined models on the basis of the number and proportion of irreversible, ordinal, penetrable successes (principles of minimal flexibility, breadth, good-enough precision, maximal simplicity, and psychological focus).     

Exemplar similarity and rule application

We report four experiments examining effects of instance similarity on the application of simple explicit rules. We found effects of similarity to illustrative exemplars in error patterns and reaction times. These effects arose even though participants were given perfectly predictive rules, the similarity manipulation depended entirely on rule-irrelevant features, and attention to exemplar similarity was detrimental to task performance. Comparison of results across studies suggests that the effects are mandatory, non-strategic and not subject to conscious control, and as a result, should be pervasive throughout categorization.     

Interaction in the psychoanalytic situation

In psychoanalytic psychotherapy we are primarily interested in psychic change and how to facilitate it for the better. Change is a universal property of matter, living or inanimate: everything in nature is influenced by everything else; interaction is ubiquitous. In the early years of psychoanalysis, the prevailing view was that therapeusis was essentially informational—insight and awareness would bring about changes in the ways one would experience events and respond to them. Over time, there has been a subtle shift from the informational perspective to the transformational, where insight is often retrospective rather than the active agent. The growing awareness of the need to be deeply recognized and responded to by another human being is reflective of this shift and has loomed ever larger in the interactive arena known as psychoanalysis. This paper focuses on a single facet of the need for recognition by another—the role of enacted response in effecting psychic change. It also addresses another level of the meaning of interaction: Whereas the internal interaction between perception and response has tended to be looked upon, in psychoanalysis, as unidirectional, the present discussion draws attention to the complexity of the bidirectional interaction between perception and response.     

What matters in the associative learning of visual cues in foraging parasitoid wasps: colour or brightness?

Visual cues are known to be used by numerous animal taxa to gather information on quality and localisation of resources. Because environmental lighting can interfere with the spectral features of visual cues, the specific characteristics of the colour signals that promote forager decision and learning are still not known in the majority of insects (excepted in bees). We analysed the effect of previous experience on the use of visual information by the wasp Venturia canescens, a parasitoid of pyralidae, in the context of host searching. These parasitoids search for hosts concealed in several fruit species, so visual cues from the host microhabitat could play a key role in host finding. We also investigated the type of visual cues on which wasps based their decision. We tested whether wasps are able to associate an achromatic cue (brightness) or a chromatic one (hue, i.e. dominant wavelength and/or chroma) with the presence of hosts. Our results show that in the context of host foraging, chromatic cues are more reliable than brightness in achieving the associative learning process. Therefore, understanding the behavioural ecology of foraging should make use of the knowledge about the visual information used.     

The effect of respondents' nationality and familiarity with a product category on the importance of product attributes in consumer choice: Globalization and the evaluation of domestic and foreign products

This study compared the perceptions of 376 Japanese and 191 Canadian consumers concerning the importance of different product attributes for categories of products at various stages of globalization. There was less multivariate statistical difference between the two countries for those products at a more advanced stage of globalization (consumer electronics and clothing vs. food). The joint effects of the degree of familiarity with the category of product and the country of the respondent on the importance of the product attributes were tested. The effect of familiarity was found to result in a significant statistical multivariate difference for the clothing category only. The observed statistical power of the effect of country of respondent confirmed that more statistical difference was apparent for the least globalized product. No multivariate significant statistical interaction was found between familiarity and country of respondent. Using a multi-attribute model, the evaluation of the three categories of product was computed for seven different countries of manufacture. Comparison of the total scores of each country for each product category for the Japanese and the Canadian samples confirmed that the most globalized product showed least difference in its evaluation between countries of manufacture. A well-known strong bias toward domestic products was, however, observed in both samples.     

Cognitive function and depression in symptom resolution in schizophrenia patients treated with an atypical antipsychotic

OBJECTIVE: To investigate which cognitive and affective features contribute most to responder/non-responder group separation during a switching trial with atypical antipsychotic. DESIGN: A prospective open trial with an atypical antipsychotic (olanzapine). PATIENTS: One hundred and thirty-four patients meeting diagnostic criteria for schizophrenia, schizophreniform or schizoaffective disorder began an 8-week open-label olanzapine treatment at a dose of 5 mg/day which was increased to 10 mg/day after one week. INTERVENTIONS: Olanzapine during 8 weeks. Patients were considered as responders if their BPRS score decreased of at least 20% (n = 96) and non-responders if it did not (n = 38). Neuropsychological assessments were carried out at baseline, at four and at eight weeks. RESULTS: Neurocognitive measures were analyzed for discriminate factors between responder and non-responder groups. A regression analysis was applied to explain the effects of depression on each cognitive variable. Depression was found to be a weak discriminant factor, however this finding could not firmly establish that depression is a potential factor in explaining deficits and improvements in cognition.