Optimization and Machine Learning Frameworks for Complex Network Analysis

Thesis (Ph.D.)--University of Washington, 2016-06

A corpus-based analysis of transfer effects and connected speech processes in Vietnamese English

This paper presents a corpus-based descriptive analysis of the most prevalent transfer effects and connected speech processes observed in a comparison of 11 Vietnamese English speakers (6 females, 5 males) and 12 Australian English speakers (6 males, 6 females) over 24 grammatical paraphrase items. The phonetic processes are segmentally labelled in terms of IPA diacritic features using the EMU speech database system with the aim of labelling departures from native-speaker pronunciation. An analysis of prosodic features was made using ToBI framework. The results show many phonetic and prosodic processes which make non-native speakers’ speech distinct from native ones. The corpusbased methodology of analysing foreign accent may have implications for the evaluation of non-native accent, accented speech recognition and computer assisted pronunciation- learning.

Efficient Bayesian inference for learning in the Ising linear perceptron and signal detection in CDMA

Efficient new Bayesian inference technique is employed for studying critical properties of the Ising linear perceptron and for signal detection in code division multiple access (CDMA). The approach is based on a recently introduced message passing technique for densely connected systems. Here we study both critical and non-critical regimes. Results obtained in the non-critical regime give rise to a highly efficient signal detection algorithm in the context of CDMA; while in the critical regime one observes a first-order transition line that ends in a continuous phase transition point. Finite size effects are also studied. © 2006 Elsevier B.V. All rights reserved.

"Ignorance was bliss, now I'm ignorant and that is far more difficult":transdisciplinary learning and reflexivity in responsible management education

Purpose – The collapse of world economic systems brought the interconnectedness between business and global events sharply into focus. As Starkey points out: “leading business schools need to overcome their fascination with a particular form of finance and economics […] to broaden their intellectual horizons […] (and to) look at the lessons of history and other disciplines”. The purpose of this paper is to provide evidence from three years of research on the Aston MBA suggesting that an emphasis on developing capabilities within a far broader, connected and reflexive business curriculum is what business students and practitioners now recognise as an essential way forward for responsible management education. Design/methodology/approach – This research paper examines the reflective accounts of 300 MBA students undertaking a transdisciplinary Business Ethics, Responsibility and Sustainability core module. Findings – As Klein argues, transdisciplinarity is simultaneously an attitude and a form of action. The student reflections provide powerful discourses of individual learning and report a range of outcomes from finding “the vocabulary or the confidence” to raise issues to acting as “change agents” in the workplace. Originality/value – As responsibility and sustainability requires learners, researchers and educators to engage with real world complexity, uncertainty and risk, conventional disciplinary study, especially within business, often proves inadequate and partial. This paper demonstrates that creative and exploratory frames need to be developed to facilitate the development of more connected knowledge – informed by multiple stakeholders, able to contribute heterogeneous skills, perspectives and expertise.

Generalized Nets Model of an E-Learning System Software Architecture

The paper has been presented at the International Conference Pioneers of Bulgarian Mathematics, Dedicated to Nikola Obreshko ff and Lubomir Tschakaloff , Sofi a, July, 2006.

Educational Model of Computer as a Base for Informatics Learning

It is proposed to use one common model of computer for teaching different parts of the informatics course, connected with both hardware and software subjects. Reasoning of such slant is presented; the most suitable themes of the course, where it is practical, are enumerated. The own author's development (including software support) – the educational model of virtual computer "E97" and compiler from Pascal language for it – are described. It is accented, that the discussed ideas are helpful for any other similar model.

Teaching Statistics to Engineers: Learning from Experiential Data

The purpose of the work is to claim that engineers can be motivated to study statistical concepts by using the applications in their experience connected with Statistical ideas. The main idea is to choose a data from the manufacturing factility (for example, output from CMM machine) and explain that even if the parts used do not meet exact specifications they are used in production. By graphing the data one can show that the error is random but follows a distribution, that is, there is regularily in the data in statistical sense. As the error distribution is continuous, we advocate that the concept of randomness be introducted starting with continuous random variables with probabilities connected with areas under the density. The discrete random variables are then introduced in terms of decision connected with size of the errors before generalizing to abstract concept of probability. Using software, they can then be motivated to study statistical analysis of the data they encounter and the use of this analysis to make engineering and management decisions.

The effects of jigsaw cooperative learning on motivation to learn English at Chung -Hwa Institute of Technology, Taiwan

The Ministry of Education (MOE) of the Republic of China in Taiwan considers English to be one of the keys to raising Taiwan's international competitiveness and requires students attending institutes of technology to receive instruction in English as a foreign language (EFL). This study focused on impacts of the use of cooperative learning as a teaching method on EFL learners. The setting was the English classes of Chung-Hwa Institute of Technology (CHIT). The subjects were 77 students from two classes, majoring in Business Administration. ^ The purpose of this study was to determine the differential effects (i.e., achievement in learning English, motivation orientation and intensity, and attitude concerning English language and culture) on students between the traditional Chinese teaching method and the Jigsaw cooperative learning method at CHIT. ^ The research design for the study was quasi-experimental and descriptive. This study utilized three survey instruments and final exam grades to investigate the effect of Jigsaw on the EFL students' competency in English, and on their attitudes about, and level of motivation toward learning English. The independent variable was the instructional method: one class utilized the Jigsaw approach to cooperative learning while the other utilized the traditional Chinese approach. The dependent variables were academic performance, motivation orientation toward English, motivation intensity toward learning English, and attitude toward learning of English and English culture as determined by final exam and questionnaire scores. The questionnaires and exam were administrated at the beginning and end of the semester. ^ Data analysis indicated that students learning cooperatively had higher final course grades and made more integrative statements on the measure of orientation toward learning English than students who learned using the traditional Chinese methods. Participants who learned using cooperative strategies had more positive attitudes about learning English connected with their desire to associate with English speakers and had more positive attitudes about the learning mechanism they experienced than those instructed though traditional Chinese learning strategies. There were no differences between the groups on the measure of motivation intensity. Recommendations were made to improve the use of the Jigsaw method of cooperative learning through both pedagogical and policy modifications. ^

Transformational learning-environments in the post-secondary classroom: through the experience of indigenous women

This study investigated the physical, mental, emotional, and spiritual aspects of transformational learning, including the elements, attributes, factors, and catalysis of the transformational learning environment, as Indigenous women experienced them in the Indigenous Studies 3040H: The Meaning of Work in the Contemporary World (INDG 3040H) course at Trent University. Using a holistic model developed in connection with the Medicine Wheel an Indigenous epistemology is integrated into the study. Qualitative interviews were conducted with eight Indigenous women. The data collected from the interviews indicated that for Indigenous women, the transformational learning environment of the post-secondary classroom is heavily connected to the relationship students develop with themselves, their peers, and the faculty member alongside the content of the course.

Ergonomics as authoritarian or libertarian: Learning from colin ward's politics of design

Ergonomics is intrinsically connected to political debates about the good society, about how we should live. This article follows the ideas of Colin Ward by setting the practices of ergonomics and design along a spectrum between more libertarian approaches and more authoritarian. Within Anglo-American ergonomics, more authoritarian approaches tend to prevail, often against the wishes of designers who have had to fight with their employers for best possible design outcomes. The article draws on debates about the design and manufacturing of schoolchildren's furniture. Ergonomics would benefit from embracing these issues to stimulate a broader discourse amongst its practitioners about how to be open to new disciplines, particularly those in the social sciences.

Schools and the city: Engaging middle years students in learning

Socioeconomic disadvantage continues to be a strong determinant of the educational outcomes of young Australians. In particular, middle years students from low socioeconomic backgrounds are persistently at risk of disengagement and early leaving. This risk can be ameliorated by engaging, student-centred learning that is connected to students' lives. This article considers the findings of an independent review of Education Foundation's Cityscape program, recently reframed as the Classroom to Community program. It provides insights into the learning experiences that foster middle years engagement in low socioeconomic contexts as well as the challenges inherent in reframing teacher practice along more student-centred lines.

Fostering cultural diversity in Australia: a case study of teaching, learning and assessing African musical arts

Australia is forged by ongoing migration welcoming a range of cultures, languages and ethnicities thus celebrating a diverse range of musical arts. In this multicultural society, music and dance may serve as a positive medium to transmit and promote social cohesion. I argue that the inclusion of innovative and immersive practice of African music in particular where authentic teaching and learning is facilitated may help foster understandings of culture in educational settings and the wider society. As a migrant forming part of the African Diaspora in Melbourne, I am strongly connected to my ancestral homeland (South Africa) when teaching African music to Australian tertiary students. Having gained ethical clearance to undertake the two research projects at Deakin University in Melbourne (Attitudes and perceptions of Arts Education Students: preparing culturally responsive teachers and Pre-service teacher attitudes and understandings of Music Education), I discuss tertiary students experience in relation to the teaching and learning of African music within higher education courses. Drawing on interview, questionnaire, observation notes, anecdotal feedback and narrative reflection, I employ Interpretative Phenomenological Analysis to analyse and code the data into themes. By offering a discussion of assessment and evaluation, I explore and invite international dialogue in regards to how best we can prepare, assess and evaluate our students to improve the quality of musical arts education.

Remixing as a creative and social approach to learning design

This paper discusses the concepts of remixing and morphing in learning design. In particular, it focuses on how the authors used approaches and findings from a high school action research study to inform their work in higher education. This was done in an attempt to build authentic and active student learning experiences that align with the needs of the 21st Century, and they argue that remixing offers a creative and social approach to the designing of learning. The high school study embedded social and participatory media into the face-to-face classroom. This opened up opportunities for students to interact and share user-generated content. The authors discuss how they have used the approaches and findings from this high school study in their work in teacher education and pre-service teacher education, as well in as learning design in the Business and Law Faculty. The authors' university has a strategic plan that identifies the world as globally connected, with new ideas available at the touch of a button and innovation 'anywhere' and at 'any time' and this paper supports that agenda. Using the concept of remixing the authors build on their previous work in learning design and make explicit the sharing nature within a remix approach. The use of the concept of remix is demonstrated within a bigger picture of what is sometimes called 'course-wide' thinking. The authors argue that this work contributes evidence and analysis that can inform course designers, practitioner-researchers and the work of academics, from across disciplines, to design courses that recognise and support active student learning.

Every day you learn something : learning for life? Neighbourhood houses, adult learning and transitions to higher education

This book comes from a research project titled ‘Lifelong Learning? Neighbourhood Houses, Adult Learning and Transitions to Higher Education’ (T Ollis, Starr, Ryan, Angwin, & Harrison, 2016). This research has examined adult learning in the context of Neighbourhood Houses in the regions of Geelong and South Western Victoria.The research was conducted in 2015 and 2016 and sought to examine the learning experiences of adult learners who participate in the education programs of Neighbourhood Houses. The focus was on second chance learners and their transition pathways to higher education such as TAFE and University. A second group of learners were identified during the research process – later life learners. These learners were engaging with Neighbourhood Houses for personal interest learning and social and community connection. This small book provides a snapshot of the stories of learners who were involved in this research. It tells the lived stories of the participants, which is important as learning and education are connected with the ongoing development of ourselves as human beings. Learning is essential to our personhood and impacts on adults in terms of their welfare, health and prosperity over a lifetime. Many of the learners’ stories outlined in this book reveal checkered histories of education. Some have experienced learning difficulties, others have experienced family trauma that prevented them from finishing secondary schooling. Some of the stories describe issues related to reskilling or retraining in later life, responding to industry changes and work in the Greater Geelong and South West regions. Others were pursuing recreation and social connection and came to the Neighbourhood Houses to learn crafts, writing, photography and computer literacy skills. In almost all accounts of learning in this book, individuals had experienced less social isolation by being connected to others in the unique social environment of Neighbourhood houses.