Modeling of Recommendation System Based on Emotional Information and Collaborative Filtering.

Emotion information represents a user's current emotional state and can be used in a variety of applications, such as cultural content services that recommend music according to user emotional states and user emotion monitoring. To increase user satisfaction, recommendation methods must understand and reflect user characteristics and circumstances, such as individual preferences and emotions. However, most recommendation methods do not reflect such characteristics accurately and are unable to increase user satisfaction. In this paper, six human emotions (neutral, happy, sad, angry, surprised, and bored) are broadly defined to consider user speech emotion information and recommend matching content. The "genetic algorithms as a feature selection method" (GAFS) algorithm was used to classify normalized speech according to speech emotion information. We used a support vector machine (SVM) algorithm and selected an optimal kernel function for recognizing the six target emotions. Performance evaluation results for each kernel function revealed that the radial basis function (RBF) kernel function yielded the highest emotion recognition accuracy of 86.98%. Additionally, content data (images and music) were classified based on emotion information using factor analysis, correspondence analysis, and Euclidean distance. Finally, speech information that was classified based on emotions and emotion information that was recognized through a collaborative filtering technique were used to predict user emotional preferences and recommend content that matched user emotions in a mobile application.

Culture and Family Process: Measures of Familism for Filipino and Korean American Parents.

This study tests the psychometric properties of multiple survey items and scales that are either underused or newly developed to assess familism among Asian Americans. Using data collected from 150 Filipino and 188 Korean American parents (mostly mothers) in the Midwest region in 2013, the measures were examined for validity and reliability for each group and, when appropriate, for cross-cultural equivalence across the groups. Several scales and their items showed high quality psychometric properties and are ready for use to more accurately assess family process of each target group and to conduct comparative analyses. The findings also show that, contrary to the expectation, Filipino American families express more traditional aspects of familism than do Korean American families, and are more likely to reinforce traditional familism beliefs and behaviors among their children. This study reinforces a need for more empirical- and subgroup-specific research effort.

Explicating Acculturation Strategies among Asian American Youth: Subtypes and Correlates across Filipino and Korean Americans.

Acculturation strategy, a varying combination of heritage and mainstream cultural orientations and one of the significant determinants of youth development, has been understudied with Asian American youth and particularly at a subgroup-specific level. This study used person-oriented latent profile analysis (LPA) to identify acculturation strategy subtypes among Filipino American and Korean American adolescents living in the Midwest. Associations between the subtypes and numerous correlates including demographics, family process and youth outcomes were also examined. Using large scale survey data (N = 1580; 379 Filipino American youth and 377 parents, and 410 Korean American youth and 414 parents; MAGE of youth = 15.01), the study found three acculturation subtypes for Filipino American youth: High Assimilation with Ethnic Identity, Integrated Bicultural with Strongest Ethnic Identity, and Modest Bicultural with Strong Ethnic Identity; and three acculturation subtypes for Korean American youth: Separation, Integrated Bicultural, and Modest Bicultural with Strong Ethnic Identity. Both Filipino American and Korean American youth exhibited immersion in the host culture while retaining a strong heritage identity. Although bicultural strategies appear most favorable, the results varied by gender and ethnicity, e.g., integrated bicultural Filipino Americans, comprised of more girls, might do well at school but were at risk of poor mental health. Korean American separation, comprised of more boys, demonstrated a small but significant risk in family process and substance use behaviors that merits in-depth examination. The findings deepen the understanding of heterogeneous acculturation strategies among Asian American youth and provide implications for future research.

Volunteering and health benefits in general adults: cumulative effects and forms.

BACKGROUND: Although the health benefits of volunteering have been well documented, no research has examined its cumulative effects according to other-oriented and self-oriented volunteering on multiple health outcomes in the general adult public. This study examined other-oriented and self-oriented volunteering in cumulative contribution to health outcomes (mental and physical health, life satisfaction, social well-being and depression). METHODS: Data were drawn from the Survey of Texas Adults 2004, which contains a statewide population-based sample of adults (n = 1504). Multivariate linear regression and Wald test of parameters equivalence constraint were used to test the relationships. RESULTS: Both forms of volunteering were significantly related to better health outcomes (odds ratios = 3.66% to 11.11%), except the effect of self-oriented volunteering on depression. Other-oriented volunteering was found to have better health benefits than did self-volunteering. CONCLUSION: Volunteering should be promoted by public health, education and policy practitioners as a kind of healthy lifestyle, especially for the social subgroups of elders, ethnic minorities, those with little education, single people, and unemployed people, who generally have poorer health and less participation in volunteering.

Impact of youth cultural orientation on perception of family process and development among Korean Americans.

OBJECTIVES: This study examined how cultural orientations influence youth perception of family processes in Korean American families and how these family processes, in turn, predict depressive symptoms and antisocial behaviors among youth. Family processes were examined separately for maternal and paternal variables. METHOD: This study used survey data from Korean American families living in the Midwest (256 youth and their parents) across 2 time periods, spanned over a year. At the time of the first interview, the average age of youth was 13 (SD = 1.00). Using structural equation modeling, this study tested the hypothesized associations concurrently, longitudinally, and accounting for earlier outcomes. RESULTS AND CONCLUSION: Results show that identity and behavioral enculturation in one's heritage culture are predictors of bonding with parents, which is notably protective for youth. The results highlight the critical effect of enculturation in enhancing youth perception of the parent-child relationship. Behavioral acculturation to mainstream culture, in contrast, predicts youth problems, although the effect may not necessarily always be via family processes. Similarly, Korean and English language proficiencies predict fewer youth problems, but not always by way of family processes. A few differences emerged across maternal and paternal variables, although there was much commonality in the hypothesized relationships. (PsycINFO Database Record

Characteristics of Kikuchi-Fujimoto disease in children compared with adults.

Kikuchi-Fujimoto disease (KFD) is a benign, self-limiting disease characterized by cervical lymphadenopathy. Although it was primarily thought to be a disease of young adults, it has been increasingly recognized in children. To define the characteristics of KFD in children, we reviewed the medical records of patients younger than 18 years of age who were diagnosed with KFD from 2001 to 2012 at Korea University Medical Center, as well as worldwide published reports of KFD. A total of 140 pediatric patients and 733 patients of all ages was analyzed. Compared to the female predominance found in adults (2:1), young boys were more commonly affected than young girls (1.4:1). Cervical lymphadenopathy was the most common clinical finding in children, as it was in adults. Lymphadenopathy was more likely to be tender (69 vs. 44 %, p < 0.001) but less generalized (1 vs. 8 %, p < 0.05) in children compared to adults. Fever (82 vs. 35 %, p < 0.001) and rash (10 vs. 4 %, p < 0.05) were observed in children more commonly than in adults. Leukopenia was observed in 50 and 38 % of children and adults, respectively. Rates of recurrence and association with autoimmune diseases in children were comparable to those of adults. Cervical lymphadenopathy was the most common clinical manifestation of KFD in all ages. While fever and rash were more common in children with KFD compared to adults, generalized lymphadenopathy was rarer.

Upholding Familism Among Asian American Youth: Measures of Familism among Filipino and Korean American Youth.

Although it is one of the core cultural values of Asian American families and an influential determinant of youth development, familism remains under-studied among Asian Americans and, despite crucial within-group heterogeneity, lacks subgroup specificity. This study describes the ways in which two major Asian American subgroups of youth, i.e., Filipino Americans and Korean Americans, maintain traditional familism. Specifically, this study constructed six self-report subscales of familism utilizing underused and new survey items and tested their psychometric properties. Using data collected from Filipino American (n=150) and Korean American (n=188) adolescents living in a Midwest metropolitan area, the measures were examined for validity and reliability for each group and, when appropriate, for measurement invariance across the groups. The main findings are that the finalized scales demonstrated solid reliability and validity (e.g., content and construct) in each group and some invariance and that core traditions, in the form of familism values and behaviors, persevere among second-generation Asian Americans, although familism was more evident among Filipino American youth than in Korean American youth. In both groups, subdomains of familism were not as discrete as found among their parents, who were predominantly foreign-born first-generation immigrants. The finalized familism scales were associated differently with several correlates including acculturation variables and youth outcomes. The findings are discussed with a call for further empirical research of diverse ethnic groups and immigrant generations to more accurately account for how family process interacts with cultural origin and acculturation.

Pressure-induced red shift and broadening of the Qy absorption of main light-harvesting antennae chlorosomes from green photosynthetic bacteria and their dependency upon alkyl substituents of the composite bacteriochlorophylls.

When pressure was applied to the main light-harvesting apparatus (chlorosomes) isolated from several green photosynthetic bacteria (up to 128 MPa), the Qy-absorption band in an aqueous solution was shifted to longer wavelengths. The shift, deltav, was completely reversible for (de)compression and also showed a linear relation as a function of the applied pressure. The pressure-sensitivity in the deltav was dependent upon the bacterial species. The pressure coefficient, deltav/deltaP, was -565 to -535 cm(-1) GPa(-1) for the chlorosomes from several green sulfur bacteria (Chlorobium species), which have several bacteriochlorophyll(BChl) homologues at the 8- and 12-positions as the antenna pigments. In contrast, a smaller value (-445 cm(-1) GPa(-1)) was estimated for the chlorosomes from the green nonsulfur bacterium (Chloroflexus aurantiacus), which has a single homologue with 8-ethyl and 12-methyl groups. These results were confirmed by the similar pressure dependency of in vitro self-aggregates of isolated BChls-c having various alkyl substituents at the 8- and 12-positions. The present pressurization study enables us to discuss a physiological meaning of a variety of antenna pigments in green photosynthetic bacteria.

Bilinear and Multidimensional Cultural Orientations and Indigenous Family Process among Korean Immigrant Mothers and Fathers.

This study examined how parental cultural orientations and family process are related among Korean immigrant parents (272 mothers, and 164 fathers, N=436) and how the relationship varies across fathers and mothers. Multiple scales were used to assess bilinear, multidimensional cultural orientation towards both the culture of origin and mainstream culture. The dimensions of language, identity, and cultural participation as well as the number of years living in U.S. were analyzed. The main findings include: (1) parents who maintain heritage culture orientation were more likely to preserve traditional parenting values and practices, (2) parental host culture orientation largely had no impact on traditional parenting but some elements of the host culture orientation were in fact associated with stronger endorsements of traditional parenting, (3) each dimension of acculturation differentially related to traditional parenting, and (4) significant relationships were more pronounced among parenting values than practices. These patterns were largely similar across mothers and fathers. Although some mixed findings suggest the complexity of the hypothesized relationships, the present study findings highlight the importance of bilinear and multidimensional acculturation and core vs. peripheral elements of culture in family process. Implications for practice and future research are discussed.