Lernen mit einer Hybride aus Lernendem Klassifizierendem System und Selbstorganisierender Karte

Im Forschungsgebiet der Künstlichen Intelligenz, insbesondere im Bereich des maschinellen Lernens, hat sich eine ganze Reihe von Verfahren etabliert, die von biologischen Vorbildern inspiriert sind. Die prominentesten Vertreter derartiger Verfahren sind zum einen Evolutionäre Algorithmen, zum anderen Künstliche Neuronale Netze. Die vorliegende Arbeit befasst sich mit der Entwicklung eines Systems zum maschinellen Lernen, das Charakteristika beider Paradigmen in sich vereint: Das Hybride Lernende Klassifizierende System (HCS) wird basierend auf dem reellwertig kodierten eXtended Learning Classifier System (XCS), das als Lernmechanismus einen Genetischen Algorithmus enthält, und dem Wachsenden Neuralen Gas (GNG) entwickelt. Wie das XCS evolviert auch das HCS mit Hilfe eines Genetischen Algorithmus eine Population von Klassifizierern - das sind Regeln der Form [WENN Bedingung DANN Aktion], wobei die Bedingung angibt, in welchem Bereich des Zustandsraumes eines Lernproblems ein Klassifizierer anwendbar ist. Beim XCS spezifiziert die Bedingung in der Regel einen achsenparallelen Hyperquader, was oftmals keine angemessene Unterteilung des Zustandsraumes erlaubt. Beim HCS hingegen werden die Bedingungen der Klassifizierer durch Gewichtsvektoren beschrieben, wie die Neuronen des GNG sie besitzen. Jeder Klassifizierer ist anwendbar in seiner Zelle der durch die Population des HCS induzierten Voronoizerlegung des Zustandsraumes, dieser kann also flexibler unterteilt werden als beim XCS. Die Verwendung von Gewichtsvektoren ermöglicht ferner, einen vom Neuronenadaptationsverfahren des GNG abgeleiteten Mechanismus als zweites Lernverfahren neben dem Genetischen Algorithmus einzusetzen. Während das Lernen beim XCS rein evolutionär erfolgt, also nur durch Erzeugen neuer Klassifizierer, ermöglicht dies dem HCS, bereits vorhandene Klassifizierer anzupassen und zu verbessern. Zur Evaluation des HCS werden mit diesem verschiedene Lern-Experimente durchgeführt. Die Leistungsfähigkeit des Ansatzes wird in einer Reihe von Lernproblemen aus den Bereichen der Klassifikation, der Funktionsapproximation und des Lernens von Aktionen in einer interaktiven Lernumgebung unter Beweis gestellt.

Ambienti innovativi per l'apprendimento: Modelli interpretativi e contributi di esperienze. Uno studio sull'organizzazione di Scuola-Città Pestalozzi a Firenze

La tesi affronta il tema dell'innovazione della scuola, oggetto di costante attenzione da parte delle organizzazioni internazionali e dei sistemi educativi nazionali, per le sue implicazioni economiche, sociali e politiche, e intende portare un contributo allo studio sistematico e analitico dei progetti e delle esperienze di innovazione complessiva dell'ambiente di apprendimento. Il concetto di ambiente di apprendimento viene approfondito nelle diverse prospettive di riferimento, con specifica attenzione al framework del progetto "Innovative Learning Environments" [ILE], dell’Organisation For Economic And Cultural Development [OECD] che, con una prospettiva dichiaratamente olistica, individua nel dispositivo dell’ambiente di apprendimento la chiave per l’innovazione dell’istruzione nella direzione delle competenze per il ventunesimo Secolo. I criteri presenti nel quadro di riferimento del progetto sono stati utilizzati per un’analisi dell’esperienza proposta come caso di studio, Scuola-Città Pestalozzi a Firenze, presa in esame perché nell’anno scolastico 2011/2012 ha messo in pratica appunto un “disegno” di trasformazione dell’ambiente di apprendimento e in particolare dei caratteri del tempo/scuola. La ricerca, condotta con una metodologia qualitativa, è stata orientata a far emergere le interpretazioni dei protagonisti dell’innovazione indagata: dall’analisi del progetto e di tutta la documentazione fornita dalla scuola è scaturita la traccia per un focus-group esplorativo attraverso il quale sono stati selezionati i temi per le interviste semistrutturate rivolte ai docenti (scuola primaria e scuola secondaria di primo grado). Per quanto concerne l’interpretazione dei risultati, le trascrizioni delle interviste sono state analizzate con un approccio fenomenografico, attraverso l’individuazione di unità testuali logicamente connesse a categorie concettuali pertinenti. L’analisi dei materiali empirici ha permesso di enucleare categorie interpretative rispetto alla natura e agli scopi delle esperienze di insegnamento/apprendimento, al processo organizzativo, alla sostenibilità. Tra le implicazioni della ricerca si ritengono particolarmente rilevanti quelle relative alla funzione docente.

The Repairing of Misconceptions through the Use of Inquiry-Based Activities

Misconceptions exist in all fields of learning and develop through a person’s preconception of how the world works. Students with misconceptions in chemical engineering are not capable of correctly transferring knowledge to a new situation and will likely arrive at an incorrect solution. The purpose of this thesis was to repair misconceptions in thermodynamics by using inquiry-based activities. Inquiry-based learning is a method of teaching that involves hands-on learning and self-discovery. Previous work has shown inquiry-based methods result in better conceptual understanding by students relative to traditional lectures. The thermodynamics activities were designed to guide students towards the correct conceptual understanding through observing a preconception fail to hold up through an experiment or simulation. The developed activities focus on the following topics in thermodynamics: “internal energy versus enthalpy”, “equilibrium versus steady state”, and “entropy”. For each topic, two activities were designed to clarify the concept and assure it was properly grasped. Each activity was coupled with an instructions packet containing experimental procedure as well as pre- and post-analysis questions, which were used to analyze the effect of the activities on the students’ responses. Concept inventories were used to monitor students’ conceptual understanding at the beginning and end of the semester. The results did not show a statistically significant increase in the overall concept inventory scores for students who performed the activities compared to traditional learning. There was a statistically significant increase in concept area scores for “internal energy versus enthalpy” and “equilibrium versus steady state”. Although there was not a significant increase in concept inventory scores for “entropy”, written analyses showed most students’ misconceptions were repaired. Students transferred knowledge effectively and retained most of the information in the concept areas of “internal energy versus enthalpy” and “equilibrium versus steady state”.

Stud.IP and ILIAS in an EU-Funded Project for the Middle East

In autumn 2005 InWEnt (Internationale Weiterbildung und Entwicklung/Capacity Building International gGmbH) on behalf of the EU invited to tender for three web based trainings (WBT). The precondition: either the open-source-platform Stud.IP or ILIAS should be used. The company data-quest decided not to offer the use of either Stud.IP or ILIAS, but both in combination - and won the contract. Several month later, the new learning environment with the combined powers of Stud.IP and ILIAS was ready to serve WBT-participants from all over the world. The following text describes the EU-Project "Efficient Management of Wastewater, its Treatment and Reuse in the Mediterranean Countries" (EMWater), the WBT concept and the experiences with the new Stud.IP-ILIAS-interface.

Curricular Integration of Simulations in Neuroscience - Instructional and Technical Perspectives

In recent years interactive media and tools, like scientific simulations and simulation environments or dynamic data visualizations, became established methods in the neural and cognitive sciences. Hence, university teachers of neural and cognitive sciences are faced with the challenge to integrate these media into the neuroscientific curriculum. Especially simulations and dynamic visualizations offer great opportunities for teachers and learners, since they are both illustrative and explorable. However, simulations bear instructional problems: they are abstract, demand some computer skills and conceptual knowledge about what simulations intend to explain. By following two central questions this article provides an overview on possible approaches to be applied in neuroscience education and opens perspectives for their curricular integration: (i) How can complex scientific media be transformed for educational use in an efficient and (for students on all levels) comprehensible manner and (ii) by what technical infrastructure can this transformation be supported? Exemplified by educational simulations for the neurosciences and their application in courses, answers to these questions are proposed a) by introducing a specific educational simulation approach for the neurosciences b) by introducing an e-learning environment for simulations, and c) by providing examples of curricular integration on different levels which might help academic teachers to integrate newly created or existing interactive educational resources in their courses.

Abstrahierendes Lernen durch aktive Modellbildung: Evaluation eines Prozesses und einer Lernumgebung

Die Fähigkeit zum Lernen durch Abstraktion aus Erfahrungen unterscheidet Experten von Novizen. Wir stellen einen Prozess für individuelles abstrahierendes Lernen und eine diesen Prozess unterstützende Lernumgebung vor. Die Ergebnisse einer Pilotstudie zeigen, dass Lernende unter Nutzung der Lernumgebung aus Fallbeispielen ein abstraktes Modell erstellen und über ihren Prozess reflektieren konnten. Dies fiel ihnen leichter, wenn die Fallbeispiele wenige gemeinsame Oberflächenmerkmale aufwiesen. Im Gegensatz zum intendierten Lernprozess wandten manche Lernende einen anderen Prozess an.

The Role of Relationships in the Professional Formation of Physicians

BACKGROUND: Studies of the professional development of physicians highlight the important effect that the learning environment, or \"hidden curriculum,\" has in shaping student attitudes, behaviors, and values. We conducted this study to better understand the role that relationships have in mediating these effects of the hidden curriculum. [See PDF for complete abstract]

Encouraging adolescents toward mental health careers via website biographies.

This project designed, developed, implemented and is currently evaluating the effectiveness of an interactive, multi-media website designed to encourage adolescents to consider careers in mental health. This Web-based learning environment features biographies of mental health scientists. Evaluation is conducted in a systematic, structured way using cognitive achievement, usability (ease of use), and affective scales (e.g., fun to use) as outcome measures

Putting It All Together

Putting it all together: technology design drivers to move your classroom from your campus to the world This workshop will introduce methodologies available for moving the current “classroom” mindset to a learning environment without boundaries. Participants will explore the design drivers necessary to create the technology supports for transcendent learning environments.

Impacts of a word-picture training on literacy skills in elementary school children and youths with intellectual disabilities

Objective: There is convincing evidence that phonological, orthographic and semantic processes influence children’s ability to learn to read and spell words. So far only a few studies investigated the influence of implicit learning in literacy skills. Children are sensitive to the statistics of their learning environment. By frequent reading they acquire implicit knowledge about the frequency of letter patterns in written words, and they use this knowledge during reading and spelling. Additionally, semantic connections facilitate to storing of words in memory. Thus, the aim of the intervention study was to implement a word-picture training which is based on statistical and semantic learning. Furthermore, we aimed at examining the training effects in reading and spelling in comparison to an auditory-visual matching training and a working memory training program. Participants and Methods: One hundred and thirty-two children aged between 8 and 11 years participated in training in three weekly session of 12 minutes over 8 weeks, and completed other assessments of reading, spelling, working memory and intelligence before and after training. Results: Results revealed in general that the word-picture training and the auditory-visual matching training led to substantial gains in reading and spelling performance in comparison to the working-memory training. Although both children with and without learning difficulties profited in their reading and spelling after the word-picture training, the training program led to differential effects for the two groups. After the word-picture training on the one hand, children with learning difficulties profited more in spelling as children without learning difficulties, on the other hand, children without learning difficulties benefit more in word comprehension. Conclusions: These findings highlight the need for frequent reading trainings with semantic connections in order to support the acquisition of literacy skills.

Structural brain changes related to bilingualism: does immersion make a difference?

Abstract Within the field of neuroscientific research on second language learning, considerable attention has been devoted to functional and recently also structural changes related to second language acquisition. The present literature review summarizes studies that investigated structural changes related to bilingualism. Furthermore, as recent evidence has suggested that native-like exposure to a second language (i.e., a naturalistic learning setting or immersion) considerably impacts second language learning, all findings are reflected with respect to the learning environment. Aggregating the existing evidence, we conclude that structural changes in left inferior frontal and inferior parietal regions have been observed in studies on cortical gray matter changes, while the anterior parts of the corpus callosum have been repeatedly found to reflect bilingualism in studies on white matter (WM) connectivity. Regarding the learning environment, no cortical alterations can be attributed specifically to naturalistic or classroom learning. With regard to WM changes, one might tentatively propose that changes in IFOF and SLF are possibly more prominently observed in studies investigating bilinguals with a naturalistic learning experience. However, future studies are needed to replicate and strengthen the existing evidence and to directly test the impact of naturalistic exposure on structural brain plasticity.

Impacts of a word-picture training on reading in youth with mixed intellectual disabilities. A waiting-list control group comparison

Individuals with intellectual disabilities (ID) often struggle with learning how to read. Reading difficulties seem to be the most common secondary condition of ID. Only one in five children with mild or moderate ID achieves even minimal literacy skills. However, literacy education for children and adolescents with ID has been largely overlooked by researchers and educators. While there is little research on reading of children with ID, many training studies have been conducted with other populations with reading difficulties. The most common approach of acquiring literacy skills consists of sophisticated programs that train phonological skills and auditory perception. Only few studies investigated the influence of implicit learning on literacy skills. Implicit learning processes seem to be largely independent of age and IQ. Children are sensitive to the statistics of their learning environment. By frequent word reading they acquire implicit knowledge about the frequency of single letters and letter patterns in written words. Additionally, semantic connections not only improve the word understanding, but also facilitate storage of words in memory. Advances in communication technology have introduced new possibilities for remediating literacy skills. Computers can provide training material in attractive ways, for example through animations and immediate feedback .These opportunities can scaffold and support attention processes central to learning. Thus, the aim of this intervention study was to develop and implement a computer based word-picture training, which is based on statistical and semantic learning, and to examine the training effects on reading, spelling and attention in children and adolescents (9-16 years) diagnosed with mental retardation (general IQ  74). Fifty children participated in four to five weekly training sessions of 15-20 minutes over 4 weeks, and completed assessments of attention, reading, spelling, short-term memory and fluid intelligence before and after training. After a first assessment (T1), the entire sample was divided in a training group (group A) and a waiting control group (group B). After 4 weeks of training with group A, a second assessment (T2) was administered with both training groups. Afterwards, group B was trained for 4 weeks, before a last assessment (T3) was carried out in both groups. Overall, the results showed that the word-picture training led to substantial gains on word decoding and attention for both training groups. These effects were preserved six weeks later (group A). There was also a clear tendency of improvement in spelling after training for both groups, although the effect did not reach significance. These findings highlight the fact that an implicit statistical learning training in a playful way by motivating computer programs can not only promote reading development, but also attention in children with intellectual disabilities.

Aprendiendo matemática con Bradford : Propuesta metodológica de enseñanza de uso de los elementos básicos de la matemática en Bibliotecología y Ciencia de la Información [ByCI]

Se propone una estrategia pedagógica para la introducción de temas no propios, en este caso matemáticos, en las Escuelas de Bibliotecología y Ciencia de Ia Información (ByCI) a partir de un ejemplo centrado en un tema propio, su extensión a otros temas propios y la articulación del conjunto, con el objeto de alcanzar el máximo de "dilución" del tema matemático en temáticas pertinentes de ByCI. La propuesta se centra en la creación de un ambiente de aprendizaje a partir de las zonas de desarrollo próximo del estudiante. Se tratará de mostrar que discutiendo temas propios con enfoque cuantitativo, como la distribución de la literatura científica a partir de un modelo didáctico del difundido artículo de Bradford de 1934 se logra aprender, desde la ByCI, con el máximo de naturalidad y el mínimo de trauma psicológico, un conjunto de temas matemáticos elementales pero fundamentales para la mayoría de los Estudios Métricos de la Información. Se completa con propuestas de manejo del tema en las Escuelas, dirigidas a estudiantes, graduados, investigadores y docentes

Aprendiendo matemática con Bradford : Propuesta metodológica de enseñanza de uso de los elementos básicos de la matemática en Bibliotecología y Ciencia de la Información [ByCI]

Se propone una estrategia pedagógica para la introducción de temas no propios, en este caso matemáticos, en las Escuelas de Bibliotecología y Ciencia de Ia Información (ByCI) a partir de un ejemplo centrado en un tema propio, su extensión a otros temas propios y la articulación del conjunto, con el objeto de alcanzar el máximo de "dilución" del tema matemático en temáticas pertinentes de ByCI. La propuesta se centra en la creación de un ambiente de aprendizaje a partir de las zonas de desarrollo próximo del estudiante. Se tratará de mostrar que discutiendo temas propios con enfoque cuantitativo, como la distribución de la literatura científica a partir de un modelo didáctico del difundido artículo de Bradford de 1934 se logra aprender, desde la ByCI, con el máximo de naturalidad y el mínimo de trauma psicológico, un conjunto de temas matemáticos elementales pero fundamentales para la mayoría de los Estudios Métricos de la Información. Se completa con propuestas de manejo del tema en las Escuelas, dirigidas a estudiantes, graduados, investigadores y docentes

Aprendiendo matemática con Bradford : Propuesta metodológica de enseñanza de uso de los elementos básicos de la matemática en Bibliotecología y Ciencia de la Información [ByCI]

Se propone una estrategia pedagógica para la introducción de temas no propios, en este caso matemáticos, en las Escuelas de Bibliotecología y Ciencia de Ia Información (ByCI) a partir de un ejemplo centrado en un tema propio, su extensión a otros temas propios y la articulación del conjunto, con el objeto de alcanzar el máximo de "dilución" del tema matemático en temáticas pertinentes de ByCI. La propuesta se centra en la creación de un ambiente de aprendizaje a partir de las zonas de desarrollo próximo del estudiante. Se tratará de mostrar que discutiendo temas propios con enfoque cuantitativo, como la distribución de la literatura científica a partir de un modelo didáctico del difundido artículo de Bradford de 1934 se logra aprender, desde la ByCI, con el máximo de naturalidad y el mínimo de trauma psicológico, un conjunto de temas matemáticos elementales pero fundamentales para la mayoría de los Estudios Métricos de la Información. Se completa con propuestas de manejo del tema en las Escuelas, dirigidas a estudiantes, graduados, investigadores y docentes