Incorporating label dependency into the binary relevance framework for multi-label classification

In multi-label classification, examples can be associated with multiple labels simultaneously. The task of learning from multi-label data can be addressed by methods that transform the multi-label classification problem into several single-label classification problems. The binary relevance approach is one of these methods, where the multi-label learning task is decomposed into several independent binary classification problems, one for each label in the set of labels, and the final labels for each example are determined by aggregating the predictions from all binary classifiers. However, this approach fails to consider any dependency among the labels. Aiming to accurately predict label combinations, in this paper we propose a simple approach that enables the binary classifiers to discover existing label dependency by themselves. An experimental study using decision trees, a kernel method as well as Naive Bayes as base-learning techniques shows the potential of the proposed approach to improve the multi-label classification performance.

Non-verbal markers of modality and evidentiality in MarENG

[EN] This article examines a variety of options for expressing speaker and writer stance in a subcorpus of MarENG, a maritime English learning tool sponsored by the EU (35,041 words). Non-verbal markers related to key areas of modal expression are presented; (1)epistemic adverbs and adverbial expressions, (2) epistemic adjectives, (3) deontic adjectives, (4) evidential adverbs, (5) evidential adjectives, (6) evidential interpersonal markers, and (7) single adverbials conveying the speaker’s attitudes, feelings or value judgments. The overall aim is to present an overview of how these non-verbal markers operate in this LSP genre.

Uso de textos musicales (canciones) en la enseñanza del inglés

[ES]El presente artículo de investigación tiene como objetivo principal evaluar cómo el uso de los textos musicales –canciones, como popularmente se conocen– influye en el aprendizaje del inglés como lengua extranjera. Una investigación llevada a cabo con estudiantes de una clase de 2º de ESO nos ha servido para confirmar las hipótesis que en un principio teníamos en lo concerniente a la adquisición de las ocho competencias básicas mediante tareas en las clases de lengua inglesa. Así, el diseño de rúbricas con unos criterios e instrumentos de evaluación específicos nos ha permitido evaluar el grado de adquisición de competencias básicas concretas. [EN]This paper focuses on the impact that the use of music texts –commonly referred to with the term ‘songs’– has on students in teaching English as a foreign language. Through a survey carried out with students of a 2nd year class of Spanish Secondary Education, our initial assumptions in terms of acquisition of key competences in English learning were validated. in acquiring specific key competences by using tasks, rubrics –consisting of detailed assessment criteria and tools– were designed and implemented as the assessment method in order for students to successfully attain specific learning objectives.

Lernassoziierte Genexpression im murinen Hippokampus

Die bei Lern- und Gedächtnisvorgängen ablaufenden neurobiologischen Prozesse sind in ihrer Funktion bis heute nur unzureichend verstanden, wobei besonders die Rolle der lernabhängigen Genexpression unklar ist. Wiederholungen im Lernprozess fördern die Bildung von stabilen Gedächtnisinhalten. Die Lerneffiktivität kann hierbei durch lernfreie Zeitintervalle, insbesondere durch eingeschobene Schalfperioden, zusätzlich gesteigert werden. Entsprechend kann man den mehrtägigen Morris Water Maze (MWM)-Test mit einer verborgenen Plattform als einen mehrstufigen räumlichen Lernprozess bezeichnen. Dieser Test ist Hippokampus-abhängig und produziert Langzeitgedächtnisspuren in Nagern. Für diese Studie wurden FVB/NxC57Bl/6-Mäuse der F1-Generation über vier Tage in der MWM trainiert, das Erlernte in einem Probe Trial an Tag 5 überprüft und die Tiere gemäß ihrer Lernleistung in die beiden Gruppen „gute“ und „schlechte Lerner“ eingeteilt. Eine Analyse der hippokampalen Expression von Kandidatengenen per Microarray und Real-Time PCR erfolgte eine, sechs beziehungsweise 24 Stunden nach dem jeweils letzten Trainingslauf eines Tages. Durch den Vergleich von Schwimmkontrollen mit Test-naiven Mäusen wurde eine gleichgeschaltete, mit dem impliziten Lernen der MWM-Erfahrung der Tiere assoziierte unspezifische Genexpression festgestellt. Beim Vergleich der Schwimmkontrollen (ohne Plattform) mit den trainierten Tieren (verborgene Plattform mit konstanter Lokalisation) wurde in guten Lernern zu bestimmten Zeitpunkten eine Hochregulation von Genen, die mit Lernen und Gedächtnis (PP1, Kibra), neuronaler Aktivität (mt-CO1), Epigenetik (Dnmt3a, Dnmt3b) und neurodegenerativen Erkrankungen (Mapt, Sorl1) assoziiert sind, gefunden. Im Hippokampus der schlechten Lerner wurde eine im Vergleich zu den guten Lernern gesteigerte Synthese der mRNA von Genen festgestellt, die mit Lernen und Gedächtnis (Reelin, PP1, Kibra), Epigenetik (Dnmt1, Dnmt3a, Dnmt3b) und neurodegenerativen Erkrankungen (Mapt, Sorl1, APP) in Zusammenhang stehen. Diese Studie liefert somit den bisher ersten Hinweis, dass während eines mehrtägigen MWM-Lernprozesses eine abnormal erhöhte de novo-mRNA-Synthese mit verminderter Lernleistung in Zusammenhang steht.

Retraining of interjoint arm coordination after stroke using robot-assisted time-independent functional training

We have developed a haptic-based approach for retraining of interjoint coordination following stroke called time-independent functional training (TIFT) and implemented this mode in the ARMin III robotic exoskeleton. The ARMin III robot was developed by Drs. Robert Riener and Tobias Nef at the Swiss Federal Institute of Technology Zurich (Eidgenossische Technische Hochschule Zurich, or ETH Zurich), in Zurich, Switzerland. In the TIFT mode, the robot maintains arm movements within the proper kinematic trajectory via haptic walls at each joint. These arm movements focus training of interjoint coordination with highly intuitive real-time feedback of performance; arm movements advance within the trajectory only if their movement coordination is correct. In initial testing, 37 nondisabled subjects received a single session of learning of a complex pattern. Subjects were randomized to TIFT or visual demonstration or moved along with the robot as it moved though the pattern (time-dependent [TD] training). We examined visual demonstration to separate the effects of action observation on motor learning from the effects of the two haptic guidance methods. During these training trials, TIFT subjects reduced error and interaction forces between the robot and arm, while TD subject performance did not change. All groups showed significant learning of the trajectory during unassisted recall trials, but we observed no difference in learning between groups, possibly because this learning task is dominated by vision. Further testing in stroke populations is warranted.

Cannabidiol inhibits THC-elicited paranoid symptoms and hippocampal-dependent memory impairment

Community-based studies suggest that cannabis products that are high in Δ⁹-tetrahydrocannabinol (THC) but low in cannabidiol (CBD) are particularly hazardous for mental health. Laboratory-based studies are ideal for clarifying this issue because THC and CBD can be administered in pure form, under controlled conditions. In a between-subjects design, we tested the hypothesis that pre-treatment with CBD inhibited THC-elicited psychosis and cognitive impairment. Healthy participants were randomised to receive oral CBD 600 mg (n=22) or placebo (n=26), 210 min ahead of intravenous (IV) THC (1.5 mg). Post-THC, there were lower PANSS positive scores in the CBD group, but this did not reach statistical significance. However, clinically significant positive psychotic symptoms (defined a priori as increases ≥ 3 points) were less likely in the CBD group compared with the placebo group, odds ratio (OR)=0.22 (χ²=4.74, p<0.05). In agreement, post-THC paranoia, as rated with the State Social Paranoia Scale (SSPS), was less in the CBD group compared with the placebo group (t=2.28, p<0.05). Episodic memory, indexed by scores on the Hopkins Verbal Learning Task-revised (HVLT-R), was poorer, relative to baseline, in the placebo pre-treated group (-10.6 ± 18.9%) compared with the CBD group (-0.4% ± 9.7 %) (t=2.39, p<0.05). These findings support the idea that high-THC/low-CBD cannabis products are associated with increased risks for mental health.

Action crisis and cost–benefit thinking: A cognitive analysis of a goal-disengagement phase

The present research is based on the notion that disengagement from goals is not a discrete event but a process (Klinger, 1975). A critical phase in this process is when difficulties and setbacks in striving for a goal accumulate. This critical phase is termed here as an action crisis. Given the profound effects that people's thoughts have on their self-regulatory efficiency, it is essential to understand the cognitive correlates of an action crisis. In two experimental lab and two correlational field studies, the hypothesis that goal-related costs and benefits become cognitively highly accessible during an action crisis was tested and supported. Participants who were experiencing an action crisis in such diverse goal areas as intimate relationships, sports, and university studies, thought about goal-related costs and benefits more intensively and frequently in comparison to participants who were not in an action crisis. In an incidental learning task they recognized more of cost–benefit-items and less of implementation-items than the control group. Results are interpreted in terms of action phase specific mindsets (Gollwitzer, 1990, 2012).

Extending in vitro conditioning in Aplysia to analyze operant and classical processes in the same preparation.

Operant and classical conditioning are major processes shaping behavioral responses in all animals. Although the understanding of the mechanisms of classical conditioning has expanded significantly, the understanding of the mechanisms of operant conditioning is more limited. Recent developments in Aplysia are helping to narrow the gap in the level of understanding between operant and classical conditioning, and have raised the possibility of studying the neuronal processes underlying the interaction of operant and classical components in a relatively complex learning task. In the present study, we describe a first step toward realizing this goal, by developing a single in vitro preparation in which both operant and classical conditioning can be studied concurrently. The new paradigm reproduced previously published results, even under more conservative and homogenous selection criteria and tonic stimulation regime. Moreover, the observed learning was resistant to delay, shortening, and signaling of reinforcement.

Lernfreude, engagierte Mitarbeit im Unterricht und erfolgreiches Leisten bei instrumentellen Formen der Lernmotivation - ein Widerspruch in sich?

In der Selbstbestimmungstheorie werden neben der intrinsischen Motivation verschiedene Formen extrinsischer Motivation unterschieden. Dabei wird die Freude am Lernen als positive, aktivierende Emotion, die mit positiven Lernhandlungen und hoher Leistung verknüpft ist, für die intrinsische Motivation als konstitutiv betrachtet. Der Zusammenhang zu den anderen Motivationsformen hingegen ist bisher empirisch weitgehend ungeklärt. An diesem Punkt setzt die vorliegende Studie an. Es wurden 356 Schüler und Schülerinnen aus österreichischen Hauptschulen zu zwei Messzeitpunkten (6. und 7. Schulstufe) mittels Fragebögen zu ihrer Motivation, ihrer Lernfreude, der Mitarbeit und der Leistung in der Schule befragt. Die Ergebnisse aus Pfadanalysen bestätigen die positive Beziehung zwischen der identifizierten Motivation und die negative Beziehung zwischen der externalen Motivation und der Lernfreude. Die introjizierte Regulation korreliert in der 7. Schulstufe schwach positiv, in der 6. Schulstufe nicht mit der Lernfreude. Die Mitarbeit weist sowohl positive Bezüge zur Lernfreude als auch zur identifizierten und introjizierten Motivation, jedoch negative Bezüge zur externalen Motivation auf. Eine hohe Mitarbeit ist förderlich für die Leistung.

Mood and Memory: Mood congruity effects in absence of mood

Themood-congruity effect refers to facilitated processing of information when the affective valence of this information is congruent with the subject’s mood. In this paper we argue that mood may be a sufficient but not a necessary condition to produce the mood-congruity effect of selective learning. Two experiments are presented in which subjects learned lists of words with neutral, positive, and negative affective valences. In the learning task the subjects were instructed to behave as if they were depressed or happy. The mood-congruity effect was indeed obtained. The effect was stronger with subjects who “predicted” the relationship between mood and affective word valence than with subjects who were unaware of this relationship. The results are not simply attributed to task demands, but are interpreted in terms of a model of cognitive processes and people’s knowledge about mood states.

Implizites Gedächtnis: unwillkürlich, entwicklungsresistent und altersunabhängig

Studied explicit memory and implicit memory performance in children, young adults, and old adults. Human Ss: 21 normal male and female Swiss preschool and school-age children (aged 4 yrs 8 mo to 6 yrs 5 mo) (Exp I). 14 normal male and female Swiss university students (Exp I). 21 normal male and female Swiss preschool and school-age children (aged 5 yrs 3 mo to 6 yrs 10 mo) (Exp II). 21 normal male and female Swiss university students (Exp II). 17 normal male and female Swiss old adults (aged 64–85 yrs) (participants in a course for senior citizens) (Exp III). 14 normal male and female Swiss old adults (aged 73–92 yrs) (nursing home residents) (Exp III). Ss participated in a simple learning task involving visual inspection or naming of pictures. Explicit memory was assessed via free recall and recognition of the stimulus material. Implicit memory was assessed with a perceptual identification task. Age differences in memory performance and in the influence of priming effects on memory performances were analyzed.

Cognitive Interventions with Children with Special Needs - Transfer effects and multidisciplinary perspectives

Our last study with regularly developed children demonstrated a positive effect of working memory training on cognitive abilities. Building upon these findings, the aim of this multidisciplinary study is to investigate the effects of training of core functions with children who are suffering from different learning disabilities, like AD/HD, developmental dyslexia or specific language impairment. In addition to working memory training (BrainTwister), we apply a perceptual training, which concentrates on auditory-visual matching (Audilex), as well as an implicit concept learning task. We expect differential improvements of mental capacities, specifically of executive functions (working memory, attention, auditory and visual processing), scholastic abilities (language and mathematical skills), as well as of problem solving. With that, we hope to find further directions regarding helpful and individually adapted interventions in educational settings. Interested parties are invited to discuss and comment the design, the research question, and the possibilities in recruiting the subjects.

Diagnosing the Prodromal State of Alzheimer's Disease

Mild Cognitive Impairment- Amnestic Subtype (MCIa) is a putative prodromal stage of Alzheimer’s Disease (AD) characterized by focal deficits in episodic verbal memory. Less is known about relative deficits in visuospatial learning, although there is ample evidence indicating involvement of the hippocampus in visuospatial learning, as well as hippocampal degeneration in early AD. The aim of this study was to better characterize the components of working memory dysfunction in people with MCIa to increase the ability to reliably diagnose this disease. Fifty-six elderly adults diagnosed with MCIa and 94 healthy elderly completed a hidden maze learning task. Results indicated similar functioning between groups on measures of reasoning, problem solving, and accuracy. However, MCIa subjects were less efficient at learning the hidden path, making more errors per second on average (Cohen’s d= -.78) and requiring a longer time to complete the maze (Cohen’s d=.77). The learning curve between the first two trials was four times as steep for healthy elderly compared to MCIa (slopes = 4.9 vs. 1.24, respectively), indicating that MCIa subjects exhibited relative difficulty in holding and making effective use of an internal spatial map in order to improve performance. Our results suggest that MCIa patients have focal deficits in visuospatial working memory, with relative preservation of functioning on other more global measures of cognitive functioning. This particular pattern of results may be specific to the amnestic variant of MCI.

La organización de la tarea didáctica : La planificación

La formación en didáctica y práctica de la Geografía de los profesores en la Universidad Nacional del Sur es concebida como un proceso complejo e inacabado de construcción personal del conocimiento, en el que el ejercicio del análisis reflexivo representa la acción vertebradora. La asignatura Didáctica y Práctica de la Geografía se presenta como un saber en construcción que permite conectar la Geografía como ciencia académica con la Geografía como disciplina en la educación secundaria obligatoria, a través del enlace de los diferentes componentes que se conjugan en el proceso de enseñanza-aprendizaje con el sustento epistemológico, nexo fundamental del proceso. Una de las finalidades formativa de la disciplina es promover mediante acciones concretas un proceso que favorezca un posicionamiento del futuro docente como "autor y protagonista" en la enseñanza de la Geografía, y no como mero aplicador o receptor de diseños y líneas de acciones pensadas por otros actores, muchos de los cuales son ajenos al ámbito del trabajo en el aula. En relación con esta aspiración, a través de diferentes propuestas didácticas se aborda, desde el tratamiento teórico y desde el ejercicio de la práctica, la importancia de diagramar contenidos geográficos para la educación secundaria. De este modo, se intenta construir y fortalecer en el alumno un pensamiento consciente y fundamentado a partir del cual sea posible tomar decisiones para organizar la tarea de enseñanza y aprendizaje

La organización de la tarea didáctica : La planificación

La formación en didáctica y práctica de la Geografía de los profesores en la Universidad Nacional del Sur es concebida como un proceso complejo e inacabado de construcción personal del conocimiento, en el que el ejercicio del análisis reflexivo representa la acción vertebradora. La asignatura Didáctica y Práctica de la Geografía se presenta como un saber en construcción que permite conectar la Geografía como ciencia académica con la Geografía como disciplina en la educación secundaria obligatoria, a través del enlace de los diferentes componentes que se conjugan en el proceso de enseñanza-aprendizaje con el sustento epistemológico, nexo fundamental del proceso. Una de las finalidades formativa de la disciplina es promover mediante acciones concretas un proceso que favorezca un posicionamiento del futuro docente como "autor y protagonista" en la enseñanza de la Geografía, y no como mero aplicador o receptor de diseños y líneas de acciones pensadas por otros actores, muchos de los cuales son ajenos al ámbito del trabajo en el aula. En relación con esta aspiración, a través de diferentes propuestas didácticas se aborda, desde el tratamiento teórico y desde el ejercicio de la práctica, la importancia de diagramar contenidos geográficos para la educación secundaria. De este modo, se intenta construir y fortalecer en el alumno un pensamiento consciente y fundamentado a partir del cual sea posible tomar decisiones para organizar la tarea de enseñanza y aprendizaje