In this thesis, we incorporate information theory into statistical signal processing and machine learning in order to achieve robust learning in presence of outliers (or generally in environments with non-Gaussian structure). In other words, by incorporating information theory especially when structure of environment is non-Gaussian, the…

Effectively mastering organic chemistry means having the ability to recognize structural patterns, identify properties or behaviors as a result of patterns, manipulate and transform representations, and predict future outcomes. Often students rely on rote memorization of seemingly disconnected information instead of developing a sound…

A number of studies in mobile learning research have shown that the use of computer-assisted language learning (CALL) and many different types of technology within language learning contexts can potentially influence learning of students, particularly the younger generation. In the current study, two participant groups -- EFL teachers and parents…

Virtual Reality and education have been evolving for many years, moving from in-person classroom and online sessions to utilizing Virtual reality for training. Virtual reality allows students to actively engage with training rather than being passive in a classroom. The virtual world has been moving forward as a new tool to assist with…

This dissertation describes an experiment to investigate how learners with different levels of background in computer science learn core concepts of computer science, in particular, algorithms. We designed a study to focus on cognitive task analysis for eliciting the empirical mental elements of learning two graph algorithms. Cognitive workload…

Natural language is highly complex and can be challenging for some learners, yet the contribution of complexity to individual differences in language learning remains poorly understood. This poor understanding appears due to both a lack of consensus among researchers regarding what complexity is, and to on-line language research often employing…

As part of the Dynamic Model of Multilingualism (DMM), Herdina & Jessner (2002) cite multilinguals' increased metalinguistic awareness as one of the key factors that distinguish third language acquisition from second language acquisition. Many TLA studies have sought to show that this increased metalinguistic awareness and the beneficial…

The purpose of this research study was to determine if trial and error learning was an effective, practical, and efficient learning method for Technology, Engineering, and Design Education students at the post-secondary level. A mixed methods explanatory research design was used to measure the viability of the learning source. The study sample was…

Digital Game-Based Learning (DGBL) is an innovative educational approach that is becoming increasingly popular among researchers and practitioners in technologically advanced countries in the West, but is largely unknown or ignored in the instruction of Foreign Languages (FL) in Japanese higher education. This is problematic because more interest…

The objective of this study was to investigate the effects on a student's metacognition, reflection, and learning in a specifically designed educational simulation supported by unique technology. The simulation allows players' actions to be recorded for the purpose of review to identify mistakes. The simulation also allows students to start at and…

Analogies are ubiquitous during instruction in science classrooms, yet research about the effectiveness of using analogies has produced mixed results. An aspect seldom studied is a model of instruction when using analogies. The few existing models for instruction with analogies have not often been examined quantitatively. The Teaching With…

The purpose of this study was to determine the effects of interactive multimedia simulations and virtual dissection software on depth of learning among students participating in biology and chemistry laboratory courses. By understanding more about how simulation and virtual dissection software changes depth of learning, educators will have the…

Many medical schools have developed computer-based, multimedia learning environments to fill the knowledge gap and provide common cases and resources to students. However, considering that multimedia in education may impede effective learning if the characteristics of learners and tasks are not considered thoroughly in instructional design, it is…

Current educational initiatives encourage the use of authentic learning environments to realistically prepare students for jobs in a constantly changing world. Many students of the Millennial generation may be social media savvy. However, what can be said about learning conditions and student readiness for active, reflective and collaborative…

An extensive research literature in education and psychology demonstrates positive effects of perspective-taking on various forms of learning. Until recently, perspective-taking has been limited to the mental simulation of how someone with different beliefs, knowledge, physical location, etc., perceives an object or event. Over the last decade…