Turning the Kaleidoscope - (E)FL Educational Experience and Inquiry as Auto/biography

This book is a study on learning, teaching/counselling, and research on the two. My quest has been to find a pedagogically-motivated way of researching learning and teaching interaction, and in particular counselling, in an autonomous language-learning environment. I have tried to develop a method that would make room for lived experience, meaning-making and narrating, because in my view these all characterise learning encounters between language learners and counsellors, and learners and their peers. Lived experience as a source of meaning, telling and co-telling becomes especially significant when we try to listen to the diverse personal and academic voices of the past as expressed in autobiographical narratives. I have aimed at researching various ALMS dialogues (Autonomous Learning Modules, University of Helsinki Language Centre English course and programme), and autobiographical narratives within them, in a way that shows respect for the participants, and that is relevant, reflective and, most importantly, self-reflexive. My interest has been in autobiographical telling in (E)FL [(English as a) foreign language], both in students first-person written texts on their language- learning histories and in the sharing of stories between learners and a counsellor. I have turned to narrative inquiry in my quest and have written the thesis as an experiential narrative. In particular, I have studied learners and counsellors in one and the same story, as characters in one narrative, in an attempt to avoid the impression that I am telling yet another separate, anecdotal story, retrospectively. Through narrative, I have shed light on the subjective dimensions of language learning and experience, and have come closer to understanding the emotional aspects of learning encounters. I have questioned and rejected a distanced and objective approach to describing learning and teaching/counselling. I have argued for a holistic and experiential approach to (E)FL encounters in which there is a need to see emotion and cognition as intertwined, and thus to appreciate learners and counsellors emotionally-charged experiences as integral to their identities. I have also argued for a way of describing such encounters as they are situated in history, time, autobiography, and the learning context. I have turned my gaze on various constellations of lived experience: the data was collected on various occasions and in various settings during one course and consists of videotaped group sessions, individual counselling sessions between students and their group counsellor, biographic narrative interviews with myself, open-ended personally-inspired reflection texts written by the students about their language-learning histories, and student logs and diaries. I do not consider data collection an unproblematic occasion, or innocent practice, and I defend the integrity of the research process. Research writing cannot be separated from narrative field work and analysing and interpreting the data. The foci in my work have turned to be the following: 1) describing ALMS encounters and specifying their narrative aspects; 2) reconceptualising learner and teacher autonomy in ALMS and in (E)FL; 2) developing (E)FL methodologically through a teacher-researcher s identity work; 4) research writing as a dialogical narrative process, and the thesis as an experiential narrative. Identity and writing as inquiry, and the deeply narrative and autobiographical nature of the (E)FL teaching/counselling/researching have come to the fore in this research. Research writing as a relational activity and its implications for situated ways of knowing and knowledge turned out to be important foci. I have also focussed on the context-bound and local teacher knowledge and ways of knowing about being a teacher, and I have argued for personal ways of knowing about, and learning and studying foreign languages. I discuss research as auto/biography: as a practising counsellor I use my own life and (E)FL experience to understand and interpret the stories of the research participants even though I was not involved in their course work. The supposedly static binaries of learner/teacher, and also learner autonomy/teacher autonomy, are thus brought into the discussion. I have highlighted the infinite variability and ever-changing nature of learning and teaching English, but the book is also of relevance to foreign language education in general.

Paremmin tietäjän paikka ja toisin tietämisen tila : Opettajuus (ja tutkijuus) pedagogisena suhteena

The position of knowing better and the space for knowing otherwise. Pedagogical mode of address in teaching (and in research) This book is a study of teaching, research, and expertise – the position of “knowing better” – as a pedagogical relationship. The focus of the study is empirical research of the classroom practices of four primary school teachers in a Finnish comprehensive school, and the interpretative discussions on those practices between the researcher and the teachers. To know, or knowing, is considered an interactive action: it is different ways of knowing and encounters between the better and the other knowledge. In these encounters, the different pedagogical modes of address construct space for interaction and relationships between the speakers in the space. In teaching and researching one is involved in practices connected to power/knowledge systems and conceptions of the hierarchies of different knowledges. Teaching is considered as a special interactive relationship interrelating knowledge and power through the discourses of the culturally and historically constructed school institution, discourses which operate in the practices and narratives of the teaching, teacher, and the pedagogical dialogue. This study uses the feminist poststructural perspective in which the discursive construction of the subject position is considered as an ambivalent process of subjectification and in which such concepts as marginality and otherness are salient. The pedagogical dialogue of these discursive practices address the learner and learning, and space is constructed for different positions, and for thinking and knowing otherwise. The ethnographic data on everyday pedagogical practices of teachers in the school institution was constructed jointly by the researchr, teachers and pupils durint the empirical study. The analysis and interpretations concentrate on the pedagogical practices in teaching and how teachers talk about them. In other words, how do the teachers enter the culturally and historically constructed, institutional space of the teacher in the classrooms of the comprehensive school, how do they take the position of the teacher and what kind of pedagogical address do they use? And, by taking those positions and using different modes of address, how do they position their pupils in the pedagogical interaction? These pedagogical practices are considered as surrounded and modified by the discourses that can be found in the cultural images of a school teacher, the historical and theoretical narratives about teaching and teachers of the school institution, and in the educational policy texts. The same discourses are also repeated, transformed and intertwined in the practices and narratives of the academic institution. These are considered in the study through the positionings of the researcher in the process of empirical research. The researcher and research are constructed in terms of the production of the power/knowledge dynamics. These dynamics are examined in the construction of the theoretical perspective and in the considerations of the methodology, epistemology and ethics of the study.

Data mining for telecommunications network log analysis

Telecommunications network management is based on huge amounts of data that are continuously collected from elements and devices from all around the network. The data is monitored and analysed to provide information for decision making in all operation functions. Knowledge discovery and data mining methods can support fast-pace decision making in network operations. In this thesis, I analyse decision making on different levels of network operations. I identify the requirements decision-making sets for knowledge discovery and data mining tools and methods, and I study resources that are available to them. I then propose two methods for augmenting and applying frequent sets to support everyday decision making. The proposed methods are Comprehensive Log Compression for log data summarisation and Queryable Log Compression for semantic compression of log data. Finally I suggest a model for a continuous knowledge discovery process and outline how it can be implemented and integrated to the existing network operations infrastructure.

Discriminative learning of Bayesian networks via factorized conditional log-likelihood

We propose an efficient and parameter-free scoring criterion, the factorized conditional log-likelihood (ˆfCLL), for learning Bayesian network classifiers. The proposed score is an approximation of the conditional log-likelihood criterion. The approximation is devised in order to guarantee decomposability over the network structure, as well as efficient estimation of the optimal parameters, achieving the same time and space complexity as the traditional log-likelihood scoring criterion. The resulting criterion has an information-theoretic interpretation based on interaction information, which exhibits its discriminative nature. To evaluate the performance of the proposed criterion, we present an empirical comparison with state-of-the-art classifiers. Results on a large suite of benchmark data sets from the UCI repository show that ˆfCLL-trained classifiers achieve at least as good accuracy as the best compared classifiers, using significantly less computational resources.