Named entity recognition with multiple segment representations

Named entity recognition (NER) is mostly formalized as a sequence labeling problem in which segments of named entities are represented by label sequences. Although a considerable effort has been made to investigate sophisticated features that encode textual characteristics of named entities (e.g. PEOPLE, LOCATION, etc.), little attention has been paid to segment representations (SRs) for multi-token named entities (e.g. the IOB2 notation). In this paper, we investigate the effects of different SRs on NER tasks, and propose a feature generation method using multiple SRs. The proposed method allows a model to exploit not only highly discriminative features of complex SRs but also robust features of simple SRs against the data sparseness problem. Since it incorporates different SRs as feature functions of Conditional Random Fields (CRFs), we can use the well-established procedure for training. In addition, the tagging speed of a model integrating multiple SRs can be accelerated equivalent to that of a model using only the most complex SR of the integrated model. Experimental results demonstrate that incorporating multiple SRs into a single model improves the performance and the stability of NER. We also provide the detailed analysis of the results.     

Exploring the Impact of Prior Knowledge and Appropriate Feedback on Students' Perceived Cognitive Load and Learning Outcomes: Animation-based earthquakes instruction

The aim of this study was to develop an animation-based curriculum and to evaluate the effectiveness of animation-based instruction; the report involved the assessment of prior knowledge and the appropriate feedback approach, for the purpose of reducing perceived cognitive load and improving learning. The curriculum was comprised of five subunits designed to teach the ‘Principles of Earthquakes.’ Each subunit consisted of three modules: evaluation of prior knowledge with/without in-time feedback; animation-based instruction; and evaluation of learning outcomes with feedback. The 153 participants consisted of 10th grade high-school students. Seventy-eight students participated in the animation-based instruction, involving assessment of prior knowledge and appropriate feedback mechanism (APA group). A total of 75 students participated in animation-based learning that did not take into account their prior knowledge (ANPA group). The effectiveness of the instruction was then evaluated by using a Science Conception Test (SCT), a self-rating cognitive load questionnaire (CLQ), as well as a structured interview. The results indicated that: (1) Students' perceived cognitive load was reduced effectively through improving their prior knowledge by providing appropriate feedback. (2) When students perceived lower levels of cognitive load, they showed better learning outcome. The result of this study revealed that students of the APA group showed better performance than those of the ANPA group in an open-ended question. Furthermore, students' perceived cognitive load was negatively associated with their learning outcomes.     

The duty to succeed: honor versus happiness in college and career choices of East Asian students in the United States

To better understand factors underlying educational and career choices, this study used both survey data from an online networking tool and data collected in college classrooms to gauge differences between Asians (primarily Korean) and white students in the United States. More Asians (41%) than whites (9%) prioritized prestige over happiness, while more white students (67%) than Asian‐American students (28%) deemed happiness as paramount in selecting a college. When assessing their parents, more Asian Americans thought their mothers (51%) and fathers (34%) emphasized prestige in choosing a college than white mothers (9%) and fathers (17%). In addition, Asian parents were assessed as much more prone to stress the importance of financial independence in career selection while white parents were perceived as prioritizing career enjoyment. Certain parenting techniques were much more common among Asians, such as reminding children of parental sacrifices made for the next generation, teaching them that academic performance is a matter of family honor and prodding academic success by comparing their accomplishments with those of children of family and friends. These findings may reflect a conscious strategy to overcome racial discrimination if education is seen as the primary path to upward social mobility. Awareness of the social and emotional cost of the staunch emphasis on the duty to succeed is important for those involved in educating and providing career counseling for college students with an Asian family background. Acknowledgement of pressure to honor parental expectations of narrowly defined acceptable academic and career achievement should be a part of counseling sessions that might otherwise focus exclusively on individual aspirations without due recognition of an interdependent, collectivistic orientation where upholding family expectations is integral to perceived success.     

Differential Influences of Family Processes for Scientifically Talented Individuals' Academic Achievement Along Developmental Stages

Differential influences of various family processes for students of science talent and students in general education from Grades 4 to 12 and Science Olympians in Korea were examined by administering Korean Inventory of Parental Influence. Korean Science Olympians were additionally interviewed about their family and school experiences. Family processes were perceived more frequently or more strongly by scientifically talented students and younger students than general-education students and older students, respectively. Supportive and conducive family processes were maintained even in the high-school period in the families of scientifically talented students, whereas they decreased as students in general education get older. Father's involvement emerged as the most influential predictor of mathematics and science achievement, whereas press for intellectual development was a significant predictor for grade-point average (GPA). Parents may need to maintain the conducive and supportive family processes even for their high-school children in order to nurture their talents in mathematics and science.     

The impact of structured on-the-job training (S-OJT) on a trainer’s organizational commitment

The purpose of this study was to examine the causal relationships between S-OJT trainer preparation, self-efficacy as a trainer, trainers’ delivery of S-OJT, and organizational commitment as a consequence of employing S-OJT. This study proposed a theoretical model from the review of related literature and then empirically investigated the fitness of the proposed model. This study was conducted in a life insurance company in Korea. A questionnaire was distributed to 334 randomly selected S-OJT trainers in Seoul. There were 235 usable questionnaires. structural equation modeling and principal factor analysis were applied to conduct a data analysis. The results showed that the chi-square was significant, along with good model fit indices. As a result, the causal links in the proposed model were established and these results fully supported the study hypotheses. Finally, the study discussed some implications for HRD, focusing on S-OJT.     

Investigating the effects of foreign direct investment (FDI) on Croatian business

Technological innovation plays a critical role in economic growth. The most advanced and new technologies are created by leading firms in developed countries. Global expansion, strategic outsourcing or off-shoring in leading companies has been growing to enrich their competitive advantage, while technology transfer of leading firms has been of more interest to emerging or developing countries for catching up and following the trajectory of economic growth proved in developed countries. Among various channels to acquire new technologies from leading firms, foreign direct investments (FDI) is one of the most effective channels through which technology can be transferred to subsidiaries in emerging markets. However, empirical study on the roles of technology transfer and the feedback loop from FDI remains still scarce. Thus, the purpose of this study is to analyze the effects of FDI on businesses in partial or complete foreign ownership, with a special emphasis on technology transfer, and to assess the impact of foreign companies on domestic firm performance through technology transfer from foreign companies. This paper aims at investigating the investment climate for foreign investments and intensifying technology transfers and innovations in the Croatian economy. 145 firms responded to the survey we conducted for foreign investment enterprises in Croatia. Structural equation model is employed to examine the hypotheses with respect to effects of FDI on innovation activities of domestic Croatian firms. This study identified critical factors affecting technology innovation to Croatian firms. The results provide empirical evidence that the innovation activities in subsidiaries have a positive influence toward technology transfer from multinational corporations.     

Controlling the complexity in comparing search user interfaces via user studies

Over time, researchers have acknowledged the importance of understanding the users’ strategies in the design of search systems. However, when involving users in the comparison of search systems, methodological challenges still exist as researchers are pondering on how to handle the variability that human participants bring to the comparisons. This paper present methods for controlling the complexity of user-centered evaluations of search user interfaces through within-subjects designs, balanced task sets, time limitations, pre-formulated queries, cached result pages, and through limiting the users’ access to result documents. Additionally, we will present our experiences in using three measures – search speed, qualified search speed, and immediate accuracy – to facilitate the comparison of different search systems over studies.     

Interactives and Visitor Learning

Abstract Interactives—computers and other multimedia components, physical manipulatives (including whole‐body and tabletop activities), and simulations—occur in all types of museums. There is considerable interest in the nature of the learning that happens when visitors use interactives. Museum professionals have enlisted constructivist theory to support the notion that interactive elements are invaluable components of any exhibition experience, and are effective learning tools that enable active visitor engagement. Interactives are also seen as vital to sustaining institutional image and expanding institutional popularity. Despite the increasing use of interactives in exhibitions and the substantial investments being made in their design and maintenance, there is a paucity of research as to whether these constructivist assumptions are supported. There is little work exploring visitors' perceptions of specific types of interactives, or the role of interactivity in the visitor experience generally. Museum staff thus have a limited ability to make informed decisions about the level and type of interactivity that might enhance exhibition experiences. This paper describes a collaborative effort in 2001 by researchers at the Powerhouse Museum (PHM), Sydney; the Institute for Learning Innovation (the Institute), Annapolis, Maryland; and Curtin University of Technology (Curtin) and Scitech Discovery Centre (Scitech), both in Perth, Western Australia. This study investigated two aspects of interactivity: 1) visitor perceptions of interactivity in two different contexts, a museum and a science center; and 2) the types of short‐ and long‐term learning that resulted from use of interactives in these two institutions.     

Review Article: Recent advancements in optofluidic flow cytometer

There is an increasing need to develop optofluidic flow cytometers. Optofluidics, where optics and microfluidics work together to create novel functionalities on a small chip, holds great promise for lab-on-a-chip flow cytometry. The development of a low-cost, compact, handheld flow cytometer and microfluorescence-activated cell sorter system could have a significant impact on the field of point-of-care diagnostics, improving health care in, for example, underserved areas of Africa and Asia, that struggle with epidemics such as HIV∕AIDS. In this paper, we review recent advancements in microfluidics, on-chip optics, novel detection architectures, and integrated sorting mechanisms.