Multilingual opinion mining on YouTube – A convolutional N-gram BiLSTM word embedding

Opinion mining in a multilingual and multi-domain environment as YouTube requires models to be robust across domains as well as languages, and not to rely on linguistic resources (e.g. syntactic parsers, POS-taggers, pre-defined dictionaries) which are not always available in many languages. In this work, we i) proposed a convolutional N-gram BiLSTM (CoNBiLSTM) word embedding which represents a word with semantic and contextual information in short and long distance periods; ii) applied CoNBiLSTM word embedding for predicting the type of a comment, its polarity sentiment (positive, neutral or negative) and whether the sentiment is directed toward the product or video; iii) evaluated the efficiency of our model on the SenTube dataset, which contains comments from two domains (i.e. automobile, tablet) and two languages (i.e. English, Italian). According to the experimental results, CoNBiLSTM generally outperforms the approach using SVM with shallow syntactic structures (STRUCT) – the current state-of-the-art sentiment analysis on the SenTube dataset. In addition, our model achieves more robustness across domains than the STRUCT (e.g. 7.47% of the difference in performance between the two domains for our model vs. 18.8% for the STRUCT)     

Effect of slippage on the thermocapillary migration of a small droplet

We conduct a numerical investigation and analytical analysis of the effect of slippage on the thermocapillary migration of a small liquid droplet on a horizontal solid surface. The finite element method is employed to solve the Navier-Stokes equations coupled with the energy equation. The effect of the slip behavior on the droplet migration is determined by using the Navier slip condition at the solid-liquid boundary. The results indicate that the dynamic contact angles and the contact angle hysteresis of the droplet are strictly correlated to the slip coefficient. The enhancement of the slip length leads to an increase in the droplet migration velocity due to the enhancement of the net momentum of thermocapillary convection vortices inside the droplet. A larger contact angle leads to an increase in the migration velocity which in turn enlarges the rate of the droplet migration velocity to the slip length. There is good agreement between the analytical and the numerical results when the dynamic contact angle utilizes in the analytical approach obtained from the results of the numerical computation, and the static contact angle is smaller than 50°.     

Cooperative learning that features a culturally appropriate pedagogy

Many recent intercultural studies have shown that people cooperate with each other differently across cultures. We argue that cooperative learning (CL), an educational method originating in the USA and with fundamental psychological assumptions based on Western values, should be adjusted to be culturally appropriate for any non‐Western cultures in which it is applied. In the light of this assertion, this paper reports a series of experiments conducted in Vietnamese upper‐secondary schools. One group was provided with a series of lessons designed according to mainstream CL practice. Another group was provided with similar lessons but these were modified so as to be more culturally appropriate in terms of leadership, reward allocation and group composition. Findings show that (1) the role and the type of leadership, although not a key element of mainstream CL theories and practice, proved to be influential; (2) groupings based upon existing friendships, rather than upon cognitive ability, appeared to be important. A key finding was that the group receiving a culturally modified programme appeared to work harder during, and gain more satisfaction from, collaborative learning activities.     

Deduction Algorithms for Some Extensions of Allen’s Interval Logic

This paper considers Allen’s interval logic language and the languages whose statements are Boolean combinations of Allen’s logic statements, possibly, with metric information. Some deduction algorithms for the languages are presented. The algorithms are based on the analytic tableaux method.     

Gotcha! Catching Kids During Mindless Reading

The purpose of the current study was to examine the mindless reading behavior of children. Across two studies, 2nd-grade students read passages while their eye movements were monitored. Trained raters then identified mindless reading behaviors from the eye movement records. Several important findings emerged. We were able to reliably identify mindless reading behavior in children using eye-tracking methodology, which was characterized by shorter gaze durations and total time, more skipping, and in general a more erratic reading pattern than on-task reading behavior. On the other hand, on-task reading behavior was characterized by an increase in fixations and regressions, especially intraword regressions. Word frequency effects were attenuated during mindless reading. In addition, the children who engaged in mindless reading had weaker reading achievement profiles compared to children who read the entire passage.     

Microfluidic endothelial cell culture model to replicate disturbed flow conditions seen in atherosclerosis susceptible regions

Atherosclerotic lesions occur non-randomly at vascular niches in bends and bifurcations where fluid flow can be characterized as "disturbed" (low shear stress with both forward and retrograde flow). Endothelial cells (ECs) at these locations experience significantly lower average shear stress without change in the levels of pressure or strain, which affects the local balance in mechanical stresses. Common in vitro models of atherosclerosis focus primarily on shear stress without accounting for pressure and strain loading. To overcome this limitation, we used our microfluidic endothelial cell culture model (ECCM) to achieve accurate replication of pressure, strain, and shear stress waveforms associated with both normal flow seen in straight sections of arteries and disturbed flow seen in the abdominal aorta in the infrarenal segment at the wall distal to the inferior mesenteric artery (IMA), which is associated with high incidence of atherosclerotic lesion formation. Human aortic endothelial cells (HAECs) were cultured within the ECCM under both normal and disturbed flow and evaluated for cell shape, cytoskeletal alignment, endothelial barrier function, and inflammation using immunofluorescence microscopy and flow cytometry. Results clearly demonstrate quantifiable differences between cells cultured under disturbed flow conditions, which are cuboidal with short and randomly oriented actin microfilaments and show intermittent expression of β-Catenin and cells cultured under normal flow. However, in the absence of pro-inflammatory stimulation, the levels of expression of activation markers: intra cellular adhesion molecule-1 (ICAM-1), vascular cell adhesion molecule-1 (VCAM-1), platelet endothelial cell adhesion molecule-1 (PECAM-1), and vascular endothelial cell growth factor - receptor 2 (VEGF-R2) known to be involved in the initiation of plaque formation were only slightly higher in HAECs cultured under disturbed flow in comparison to cells cultured under normal flow.     

A role (in)congruity study on Vietnamese journalists’ perception of female and male leadership

This survey study examines the applicability of role congruity theory on journalists in Vietnam. Findings show that journalists hold stereotypical perceptions of female leaders. Journalists see female leaders as more communal while male leaders as more agentic. Journalists believe it is more important to report information on female leaders’ domesticity and physicality than it is on male leaders. In addition, journalists from families with a traditional division of labor tend to hold stronger gender stereotypes. Theoretical and practical implications are discussed.