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Deep Learning Based Imbalanced Data Classification and Information Retrieval for Multimedia Big Data
Yan, Yilin – ProQuest LLC, 2018
The development in information science has enabled an explosive growth of data, which attracts more and more researchers to engage in the field of big data analytics. Noticeably, in many real-world applications, large amounts of data are imbalanced data since the events of interests occur infrequently. Classification of imbalanced data is an…
Descriptors: Information Science, Information Retrieval, Multimedia Materials, Data
Leibowitz, Brenda; Bozalek, Vivienne; Farmer, Jean; Garraway, James; Herman, Nicoline; Jawitz, Jeff; McMillan, Wendy; Mistri, Gita; Ndebele, Clever; Nkonki, Vuyisile; Quinn, Lynn; van Schalkwyk, Susan; Vorster, Jo-Anne; Winberg, Chris – Higher Education: The International Journal of Higher Education Research, 2017
This article reports on the role and value of social reflexivity in collaborative research in contexts of extreme inequality. Social reflexivity mediates the enablements and constraints generated by the internal and external contextual conditions impinging on the research collaboration. It fosters the ability of participants in a collaborative…
Descriptors: Foreign Countries, Educational Research, Cooperation, Power Structure
Blackwell, Matthew; Honaker, James; King, Gary – Sociological Methods & Research, 2017
Although social scientists devote considerable effort to mitigating measurement error during data collection, they often ignore the issue during data analysis. And although many statistical methods have been proposed for reducing measurement error-induced biases, few have been widely used because of implausible assumptions, high levels of model…
Descriptors: Error of Measurement, Monte Carlo Methods, Data Collection, Simulation
Byun, Tara McAllister; Hitchcock, Elaine R.; Ferron, John – Journal of Speech, Language, and Hearing Research, 2017
Purpose: Single-case experimental designs are widely used to study interventions for communication disorders. Traditionally, single-case experiments follow a response-guided approach, where design decisions during the study are based on participants' observed patterns of behavior. However, this approach has been criticized for its high rate of…
Descriptors: Communication Disorders, Error Correction, Error Analysis (Language), Intervention
Kelchtermans, Geert – Teachers and Teaching: Theory and Practice, 2017
The paper starts from the observation that teacher attrition/retention seems to be a wicked issue: it seems to have strong face validity and a commonsense meaning, but the literature doesn't provide a clear and distinctive definition. In the first section, the author analyzes the different ways in which the issue of teacher attrition and retention…
Descriptors: Faculty Mobility, Teacher Persistence, Definitions, Research Problems
Blikstad-Balas, Marte – International Journal of Research & Method in Education, 2017
Audio- and video-recordings are increasingly popular data sources in contemporary qualitative research, making discussions about methodological implications of such recordings timelier than ever. This article goes beyond discussing practical issues and issues of "camera effect" and reactivity to identify three major challenges of using…
Descriptors: Video Technology, Investigations, Qualitative Research, Research Problems
Lancaster, Kari – International Journal of Social Research Methodology, 2017
While the methods used to study 'elites' are of particular relevance in policy research, to date there has been little examination of the particular challenges associated with 'elite' interviewing in this field. More specifically, the issues associated with interviewing 'elites' while conducting qualitative research in a contested policy domain,…
Descriptors: Social Science Research, Confidentiality, Privacy, Power Structure
McNeish, Daniel M.; Stapleton, Laura M. – Educational Psychology Review, 2016
Multilevel models are an increasingly popular method to analyze data that originate from a clustered or hierarchical structure. To effectively utilize multilevel models, one must have an adequately large number of clusters; otherwise, some model parameters will be estimated with bias. The goals for this paper are to (1) raise awareness of the…
Descriptors: Hierarchical Linear Modeling, Statistical Analysis, Sample Size, Effect Size
Silverman, Irwin W. – Creativity Research Journal, 2016
The hypothesis that pretend play facilitates the creative thought process in children has received a great deal of attention. In a literature review, Lillard et al. (2013, p. 8) concluded that the evidence for this hypothesis was "not convincing." This article focuses on experimental and training studies that have tested this hypothesis.…
Descriptors: Play, Creativity, Hypothesis Testing, Creative Thinking
Loughland, Tony; Thompson, Greg – Australian Educational Researcher, 2016
Non-government actors such as think-tanks are playing an important role in Australian policy work. As governments increasingly outsource policy work previously done by education departments and academics to these new policy actors, more think-tanks have emerged that represent a wide range of political views and ideological positions. This paper…
Descriptors: Organizations (Groups), School Turnaround, Educational Policy, Low Achievement
Lane, David; Oswald, Frederick L. – Educational Measurement: Issues and Practice, 2016
The educational literature, the popular press, and educated laypeople have all echoed a conclusion from the book "Academically Adrift" by Richard Arum and Josipa Roksa (which has now become received wisdom), namely, that 45% of college students showed no significant gains in critical thinking skills. Similar results were reported by…
Descriptors: College Students, Critical Thinking, Thinking Skills, Statistical Analysis
Zsuzsanna Géring; Gábor Király; Alexandra Köves; Sára Csillag; Tamás Gáspár – Sage Research Methods Cases, 2016
In 2015, a vision-construction experiment on the future of business higher education took place in Hungary. This was part of a so-called participatory backcasting process. This particular form of vision-construction does not attempt to identify and extrapolate from current trends but to visualize an ideal scenario in the not-too-near but…
Descriptors: Research Methodology, Participatory Research, Futures (of Society), Business Education
Poth, Cheryl – International Journal of Research & Method in Education, 2019
Educational research teams are increasingly recognized as an optimal configuration for addressing more complex mixed methods research problems; however, their development is often approached as a conventional research collaboration rather than an integrative one. An approach informed by complexity theory provides the practical guidance for…
Descriptors: Mixed Methods Research, Researchers, Difficulty Level, Teamwork
Glander, Mark; Cornman, Stephen Q.; Zhou, Lei; Noel, Amber M.; Nakamoto, Nanae – National Center for Education Statistics, 2018
The Teacher Compensation Survey (TCS) was a research and development effort by the National Center for Education Statistics (NCES) to explore the possibility of developing an administrative records survey that would compile compensation and demographic data on all public school teachers in the nation. A pilot survey in 2007 collected data from…
Descriptors: Compensation (Remuneration), Public School Teachers, Data Collection, Research Problems
Brown, Gavin T. L.; Andrade, Heidi L.; Chen, Fei – Assessment in Education: Principles, Policy & Practice, 2015
Student self-assessment is a central component of current conceptions of formative and classroom assessment. The research on self-assessment has focused on its efficacy in promoting both academic achievement and self-regulated learning, with little concern for issues of validity. Because reliability of testing is considered a sine qua non for the…
Descriptors: Accuracy, Self Evaluation (Individuals), Students, Validity

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