Hierarchical Attention Network for Visually-aware Food Recommendation

Food recommender systems play an important role in assisting users to identify the desired food to eat. Deciding what food to eat is a complex and multi-faceted process, which is influenced by many factors such as the ingredients, appearance of the recipe, the user's personal preference on food, and various contexts like what had been eaten in the past meals. In this work, we formulate the food recommendation problem as predicting user preference on recipes based on three key factors that determine a user's choice on food, namely, 1) the user's (and other users') history; 2) the ingredients of a recipe; and 3) the descriptive image of a recipe. To address this challenging problem, we develop a dedicated neural network based solution Hierarchical Attention based Food Recommendation (HAFR) which is capable of: 1) capturing the collaborative filtering effect like what similar users tend to eat; 2) inferring a user's preference at the ingredient level; and 3) learning user preference from the recipe's visual images. To evaluate our proposed method, we construct a large-scale dataset consisting of millions of ratings from AllRecipes.com. Extensive experiments show that our method outperforms several competing recommender solutions like Factorization Machine and Visual Bayesian Personalized Ranking with an average improvement of 12%, offering promising results in predicting user preference for food. Codes and dataset will be released upon acceptance

Student Life - Commencement, May 2007

May 31, 2007 issue of Student Life, the independent newspaper of Washington University in St. Louis since 1878. 2006-2007 academic year. Permanent URL: https://doi.org/10.7936/K7JM28RBhttps://openscholarship.wustl.edu/student_life/1084/thumbnail.jp

Defining the Intelligent Manufacturing Enterprise

Manufacturing enterprises encounter pressure to digitalize and increase their intelligence as their environments demand increased productivity and agility. Based on existing research on intelligent enterprises, manufacturing enterprises, and data technologies, developing the definition of an intelligent manufacturing enterprise is required. Current research lacks historically derived definitions of these dynamic fields, as well as a model of their overlap. An explanatory model is proposed to define the intelligent manufacturing enterprise, its characteristics, and the capabilities needed to become such an enterprise. This model is derived through qualitative and quantitative methods utilizing content analysis. This paper describes the content analysis methodology as well as the derived definition of the intelligent manufacturing enterprise

Interracial Marriage in the Shadows of Jim Crow: Racial Segregation as a System of Racial and Gender Subordination

This Essay works through essentialist language to reveal the multidimensional nature of racial segregation as a system of subordination. Specifically, it examines how racial segregation in public schools and laws prohibiting interracial marriage mutually reinforce racial and gender inequality. Part I discusses Brown and the traditional analysis of that decision as a case dealing with race, racial stigma, and equal educational opportunity. Part II reviews laws prohibiting interracial marriage, the reasoning and purpose behind these laws, and the Loving decision that rendered such laws unconstitutional. Part III then examines racial segregation in public schools as more than just a system regulating race in education. This Part contends that racial segregation should be viewed more broadly as a tool of antimiscegenation. Just like laws prohibiting interracial marriage, a central purpose of racial segregation was to prevent the development of intimate social relationships between blacks and whites. Segregationists believed this was necessary to prevent the production of racially mixed children and thus preserve white supremacy and white racial purity. Part IV demonstrates that once racial segregation is viewed as an antimiscegenation tool, it becomes clear that racial segregation in public schools is as much about regulating gender relations as it is about regulating race relations. Our essentialist language, however, prevents us from perceiving the intertwined gender-racial components of Jim Crow segregation. This final Part first briefly discusses theories of essentialism and anti-essentialism, and then it explicates an antiessentialist theory of language. Next, it shows how the way we talk about race and racial segregation obscures the gendered nature of racial segregation. Finally, it employs an anti-essentialist linguistic analysis to illustrate how we can glean new insights into racial subordination by renaming racial segregation as gender segregation on the basis of race or racial-gender segregation

O Discurso Missionário sobre a Perseguição aos Cristãos no Regime Tokugawa na Imprensa Europeia (1598 – 1650)

Em 1549 os missionários da Companhia de Jesus estabeleciam a missão do Japão, inaugurando um período de evangelização católica que se prolongou até à década de 1640. O sucesso da conversão dos nipónicos levou a que, a partir da década de 1590, as ordens mendicantes fossem no encalço dos jesuítas. O período coincidiu com o momento em que o regime Tokugawa impôs no Japão um processo de centralização política de cariz autoritário. A doutrina católica e as atitudes dos missionários colidiram com a nova ordem estabelecida pelos Tokugawa que, por isso, promoveram uma política sistemática anticristã. O sucesso da evangelização deu lugar a uma missão martirizada que serviu para alimentar uma vasta produção tipográfica na Europa Católica de Seiscentos, tanto mais que ia ao encontro das tendências devocionais da Europa da Contra-Reforma e da espiritualidade do Barroco. Por esta via, a Europa tomou contacto com a longínqua Ásia. Mas os textos missionários impressos não tinham apenas fins informativos. A dinâmica tipográfica gerada servia também para fazer a apologia de cada uma das ordens missionárias e assim influenciar os poderes políticos e religiosos a fim defenderem os seus direitos de evangelização. O martírio no Japão foi assim utilizado como arma de propaganda pelas ordens missionárias na Europa

A longitudinal study of the experiences and psychological well-being of Indian surrogates

Study question: What is the psychological well-being of Indian surrogates during and after the surrogacy pregnancy? Summary answer: Surrogates were similar to a matched group of expectant mothers on anxiety and stress. However, they scored higher on depression during and after pregnancy. What is known already: The recent ban on trans-national commercial surrogacy in India has led to urgent policy discussions regarding surrogacy. Whilst previous studies have reported the motivations and experiences of Indian surrogates no studies have systematically examined the psychological well-being of Indian surrogates, especially from a longitudinal perspective. Previous research has shown that Indian surrogates are motivated by financial payment and may face criticism from their family and community due to negative social stigma attached to surrogacy. Indian surrogates often recruited by agencies and mainly live together in a “surrogacy house.” Study design, size, duration: A longitudinal study was conducted comparing surrogates to a matched group of expectant mothers over two time points: (a) during pregnancy (Phase1: 50 surrogates, 70 expectant mothers) and (b) 4–6 months after delivery (Phase 2: 45 surrogates, 49 expectant mothers). The Surrogates were recruited from a fertility clinic in Mumbai and the matched comparison group was recruited from four public hospitals in Mumbai and Delhi. Data collection was completed over 2 years. Participants/materials, setting, methods: Surrogates and expectant mothers were aged between 23 and 36 years. All participants were from a low socio-economic background and had left school before 12–13 years of age. In-depth faceto-face semi-structured interviews and a psychological questionnaire assessing anxiety, stress and depression were administered in Hindi to both groups. Interviews took place in a private setting. Audio recordings of surrogate interviews were later translated and transcribed into English. Main results and the role of chance: Stress and anxiety levels did not significantly differ between the two groups for both phases of the study. For depression, surrogates were found to be significantly more depressed than expectant mothers at phase 1 (p = 0.012) and phase 2 (p = 0.017). Within the surrogacy group, stress and depression did not change during and after pregnancy. However, a non-significant trend was found showing that anxiety decreased after delivery (p = 0.086). No participants reported being coerced into surrogacy, however nearly all kept it a secret from their wider family and community and hence did not face criticism. Surrogates lived at the surrogate house for different durations. During pregnancy, 66% (N = 33/50) reported their experiences of the surrogate house as positive, 24% (N = 12/50) as negative and 10% (N = 5/50) as neutral. After delivery, most surrogates (66%, N = 30/45) reported their experiences of surrogacy to be positive, with the remainder viewing it as neutral (28%) or negative (4%). In addition, most (66%, N = 30/45) reported that they had felt “socially supported and loved” during the surrogacy arrangement by friends in the surrogate hostel, clinic staff or family. Most surrogates did not meet the intending parents (49%, N = 22/45) or the resultant child (75%, N = 34/45). Limitations, reasons for caution: Since the surrogates were recruited from only one clinic, the findings may not be representative of all Indian surrogates. Some were lost to follow-up which may have produced sampling bias. Wider implications of the findings: This is the first study to examine the psychological well-being of surrogates in India. This research is of relevance to current policy discussions in India regarding legislation on surrogacy. Moreover, the findings are of relevance to clinicians, counselors and other professionals involved in surrogacy. Trial registration number: N/A