Collaborative Filtering with Data Classification : A Combined Approach to Hotel Recommendation Systems

Recommendation systems aim to help users make decisions more efficiently. The most widely used method in recommendation systems is collaborative filtering, of which, a critical step is to analyze a user's preferences and make recommendations of products or services based on similarity analysis with other users' ratings. However, collaborative filtering is less usable for recommendation facing the "cold start" problem, i.e. few comments being given to products or services. To tackle this problem, we propose an improved method that combines collaborative filtering and data classification. We use hotel recommendation data to test the proposed method. The accuracy of the recommendation is determined by the rankings. Evaluations regarding the accuracies of Top-3 and Top-10 recommendation lists using the 10-fold cross-validation method and ROC curves are conducted. The results show that the Top-3 hotel recommendation list proposed by the combined method has the superiority of the recommendation performance than the Top-10 list under the cold start condition in most of the times.

Chinese Men and "Leftover Women" : How do Chinese Men Position Themselves in Relation to the Concept of Labelling Women as "Leftover"?

In recent years there has been a resurgence of gender inequality in China. Today, women are pressured to get married by the state and their social surroundings, as they told if they remain unmarried and have the "three highs"; high age, education and salary, they will become leftovers on the marriage market. Previous research on the concept of labelling women as "leftover" has 4 shown that labelling women as "leftover" can have several different negative impacts. In this thesis, both the theory of masculine hegemony and the theory of symbolic interaction have been used. The concept creates a hegemonic masculinity as it is a normative practice that promotes the subordination of women. However, as the concept is based on the notion that all Chinese men, or at least those of relevant social standing, would find the "three highs" undesirable, it is relevant to see how Chinese men in fact do position themselves in relation to the hegemonic masculinity on an individual level. In symbolic interaction, the concept of gender is created through social construction when people attach special meanings to the sex of a person, a process which is called "doing gender". Therefore symbolic interaction is used to see what special meaning Chinese men attach to women having the "three highs" and masculine hegemony to put their answers into a larger context. If it could be shown that Chinese men do not comply with the hegemonic masculinity, Chinese women would not have to feel obliged to adjust to the hegemonic masculinity and thereby making it easier for them to pursue higher education, high paying jobs and marrying at a later age. However, as this thesis is a qualitative study, and therefore a limited number of data subjects, the generalizability of the result should not be exaggerated. The interviews that were conducted for this thesis showed that the data subjects were familiar with the concept and that they considered it to be natural for there to be women China labelled as "leftover". Nevertheless, in relation to their own marital choices, the data subjects did not attach the negative meaning as set out by the hegemonic masculinity, a result which to some extent was confirmed by the data subjects’ experiences and other control questions. The result is interesting, and enforces Connell and MesserSchmidt’s theory, that even though a hegemonic masculinity is normative, not everyone has to comply with it. As the cornerstone of the concept is that Chinese men find women with the "three highs" undesirable, the result of the study shows that there is a need for the concept to be further examined and questioned.

Final Report: 1993 Iowa Department of Transportation Organizational Survey, 1993

In March 1993, all 3, 666 employees of the Iowa Department of Transportation (DOT) were invited to participate in a survey related to morale and work practices. Survey questionnaires were sent to employees / homes and participation in the study was voluntary. This survey, in part, replicates assessments made by random, stratified samples of DOT employees in 1984 and 1988. Thus it is possible to evaluate some changes in morale and work practices at three points in time. The present survey was designed to allow for generalizations about all DOT employees and various subgroups of employees (i.e., majority and minority employees, males and females, employees less than 40 years of age and those 40 years of age or older, and work area location). Altogether, 2249 usable questionnaires were returned, yielding a much higher-than-average response rate 61.3%.

Energy Intake, Profile, and Dietary Sources in the Spanish Population: Findings of the ANIBES Study

[EN]Energy intake, and the foods and beverages contributing to that, are considered key to understanding the high obesity prevalence worldwide. The relative contributions of energy intake and expenditure to the obesity epidemic, however, remain poorly defined in Spain. The purpose of this study was to contribute to updating data of dietary energy intake and its main sources from food and beverages, according to gender and age. These data were derived from the ANIBES A three-day dietary record, collected by means of a tablet device, was used to obtain information about food and beverage consumption and leftovers.

Sistemas de comunicación no verbales. Enriqueciendo los lenguajes aumentativos y alternativos con propiedades de accesibilidad y usabilidad

Las Tecnologías de la Información y las Comunicaciones (TICs) y la WWW deben ser una fuente de oportunidades para la integración, el aprendizaje, el empleo y no un conjunto de nuevas barreras que aumente la exclusión y la discriminación. Aplicando herramientas de evaluación es posible identificar y revertir estas barreras en productos existentes, propiciando el acceso y la interacción a las personas, independientemente de sus capacidades diferentes y/o especiales. Pero el desafío real es aportar a un escenario más proactivo, que tenga en cuenta estas barreras al momento de concebir y desarrollar nuevos sitios y aplicaciones. Enfocados en personas con discapacidad motora y/o cognitiva y considerando estándares nacionales e internacionales vigentes, en este trabajo se realiza un análisis de los problemas que enfrenta este grupo crítico de usuarios de interés para comunicarse con los demás y el mundo que los rodea, y cómo pueden contribuir a esta comunicación la tecnología y la Web. La identificación de barreras se utiliza para proponer el diseño de sistemas Web personalizados de comunicación aumentativo y alternativo, que puedan enriquecerse dentro de una comunidad, compartiendo pictogramas descriptivos en un entorno de interacción usable y accesible.

Applying Augmented Reality to Outdoors Industrial Use

Augmented Reality (AR) is currently gaining popularity in multiple different fields. However, the technology for AR still requires development in both hardware and software when considering industrial use. In order to create immersive AR applications, more accurate pose estimation techniques to define virtual camera location are required. The algorithms for pose estimation often require a lot of processing power, which makes robust pose estimation a difficult task when using mobile devices or designated AR tools. The difficulties are even larger in outdoor scenarios where the environment can vary a lot and is often unprepared for AR. This thesis aims to research different possibilities for creating AR applications for outdoor environments. Both hardware and software solutions are considered, but the focus is more on software. The majority of the thesis focuses on different visual pose estimation and tracking techniques for natural features. During the thesis, multiple different solutions were tested for outdoor AR. One commercial AR SDK was tested, and three different custom software solutions were developed for an Android tablet. The custom software solutions were an algorithm for combining data from magnetometer and a gyroscope, a natural feature tracker and a tracker based on panorama images. The tracker based on panorama images was implemented based on an existing scientific publication, and the presented tracker was further developed by integrating it to Unity 3D and adding a possibility for augmenting content. This thesis concludes that AR is very close to becoming a usable tool for professional use. The commercial solutions currently available are not yet ready for creating tools for professional use, but especially for different visualization tasks some custom solutions are capable of achieving a required robustness. The panorama tracker implemented in this thesis seems like a promising tool for robust pose estimation in unprepared outdoor environments.

Reducing waste of food left on plates : interventions based on means-end chain analysis of customers in foodservice sector

Prototipagem ágil centrada no utilizador : aplicações de second screen

Com o desenvolvimento das tecnologias da Comunicação, o ser humano tem alterado os seus hábitos de consumo televisivo. Neste contexto, destaca-se o uso de aplicações mobile designadas como Second Screen, as quais, entre outras possibilidades, permitem interagir com conteúdos adicionais aos que se encontram a ser transmitidos na televisão. Sendo este fenómeno relativamente recente, pretende-se compreender qual a abordagem a adotar no desenvolvimento de uma prototipagem ágil de aplicações Second Screen centradas no utilizador. De modo a compreender o respetivo processo, iniciou-se o estudo com um enquadramento teórico, que possibilitou a familiarização com as aplicações Second Screen e ferramentas de prototipagem ágil já existentes. Após o enquadramento teórico, procedeu-se à criação de dois mockups de aplicações Second Screen, que foram testados em Focus Groups. A partir dos dados obtidos, desenvolveram-se dois protótipos ágeis, os quais foram submetidos a uma última fase de testes (Experimentação por observação, Entrevista e Questionário de avaliação, respetivamente). Os participantes deste estudo foram os mesmos para ambas as fases de testes, constituindo um grupo de consumidores, um grupo de designers e um grupo de especialistas na área de prototipagem. Os resultados obtidos, a partir dos protótipos concebidos, comprovam a validade do processo realizado neste estudo, podendo este ser usado para desenvolver protótipos de aplicações mobile e Second Screen.

Käytettävyyssuunnittelun teoria ja käytäntö: Tapaustutkimus huonekalujen verkkokaupasta

Käytettävien ohjelmistojen suunnittelu tuo hyötyjä loppukäyttäjälle sekä muille sidosryhmille. Verkkokaupassa käytettävyys on elintärkeää, koska asiakkaat vaihtavat helposti seuraavalle sivustolle, mikäli he eivät löydä etsimäänsä. Tutkimusten mukaan käytettävyys vaikuttaa ostopäätöksen tekemiseen. Lisäksi käytettävyydellä on merkitystä asiakastyytyväisyyteen, joka taas vaikuttaa asiakasuskollisuuteen. Tässä tutkielmassa tutkittiin, miten käytettävyyttä suunnitellaan käytännössä verrattuna teoreettisiin suosituksiin. Tapaustutkimuksen kohteena oli huonekaluja myyvän kansainvälisen yrityksen verkkokaupan uudistamiseen tähtäävä projekti. Uudistamistarve nousi aikaisemman verkkokauppaversion puutteellisesta käytettävyydestä. Projekti toteutettiin ketterällä Scrum-menetelmällä. Empiirinen aineisto kerättiin puolistrukturoitujen haastattelujen avulla. Haastateltavat olivat käyttökokemuksen suunnitteluun osallistuvia henkilöitä. Haastattelujen teemat laadittiin teoreettisen aineiston pohjalta. Teoreettisessa osuudessa tutkittiin käytettävyyden suunnitteluun liittyviä periaatteita, prosessia ja menetelmiä. Aikaisemmasta tutkimuksesta löydettiin 12 periaatetta, jotka tukevat ja luonnehtivat käyttäjäkeskeistä suunnittelua. Käytettävyyttä suunnitellaan käyttäjäkeskeisen prosessin avulla. Eri prosessimallit pitivät keskeisinä asioina käyttökontekstin määrittelyä ja ymmärtämistä, mitattavia käytettävyysvaatimuksia, suunnitteluratkaisujen empiiristä arviointia sekä suunnitteluprosessin iteratiivisuutta. Lisäksi tarkasteltiin, mitä suunnittelumenetelmiä tutkijat ehdottavat käytettävyyden suunnitteluun ja mitä kyselytutkimusten perusteella todellisuudessa käytetään. Verkkokauppaprojektissa käytettävyyden suunnittelu erosi osittain teoreettisista suosituksista. Käyttökontekstitietoa ei ollut kaikilla projektiin osallistuvilla, eikä käytettävyysvaatimuksia ollut asetettu teorian tarkoittamalla tavalla. Yhtäläisyyksiäkin löytyi. Verkkokauppaprojektissa suunnitteluratkaisuja arvioitiin empiirisesti todellisten käyttäjien edustajien avulla. Suunnitteluprosessi oli iteratiivinen eli suunnitteluratkaisuja oltiin valmiita muuttamaan arvioinnin tuloksena. Tutkimuksen perusteella suositellaan, että verkkokauppaprojektissa parannettaisiin kommunikointia, koska käyttökontekstitieto ei saavuttanut kaikkia projektissa työskenteleviä. Teorian tulisi entisestään korostaa kommunikoinnin tärkeyttä. Tutkimuksen perusteella esitetään myös, että teoria ohjaisi paremmin vaatimusmäärittelyjen tekemiseen käytännössä. Avainsanat: Käytettävyys, käyttäjäkeskeinen suunnittelu, käytettävyyden periaatteet, käytettävyyden suunnittelumenetelmät, ketterä ohjelmistokehitys, tapaustutkimus

Parallel ruptures: Jews of Bessarabia and Transnistria between Romanian nationalism and Soviet communism, 1918-1940

“Parallel Ruptures: Jews of Bessarabia and Transnistria between Romanian Nationalism and Soviet Communism, 1918-1940,” explores the political and social debates that took place in Jewish communities in Romanian-held Bessarabia and the Moldovan Autonomous Soviet Socialist Republic during the interwar era. Both had been part of the Russian Pale of Settlement until its dissolution in 1917; they were then divided by the Romanian Army’s occupation of Bessarabia in 1918 with the establishment of a well-guarded border along the Dniester River between two newly-formed states, Greater Romania and the Soviet Union. At its core, the project focuses in comparative context on the traumatic and multi-faceted confrontation with these two modernizing states: exclusion, discrimination and growing violence in Bessarabia; destruction of religious tradition, agricultural resettlement, and socialist re-education and assimilation in Soviet Transnistria. It examines also the similarities in both states’ striving to create model subjects usable by the homeland, as well as commonalities within Jewish responses on both sides of the border. Contacts between Jews on either side of the border remained significant after 1918 despite the efforts of both states to curb them, thereby necessitating a transnational view in order to examine Jewish political and social life in borderland regions. The desire among Jewish secular leaders to mold their co-religionists into modern Jews reached across state borders and ideological divides and sought to manipulate respective governments to establish these goals, however unsuccessful in the final analysis. Finally, strained relations between Jews in peripheral borderlands with those at national/imperial cores, Moscow and Bucharest, sheds light on the complex circumstances surrounding the inclusion versus exclusion debates at the heart of all interwar European states and the complicated negotiations that took place within all minority communities that responded to state policies.

Technology for employability toolkit

This toolkit distills the ideas and guidance from the Jisc ‘Technology for employability’ http://bit.ly/technology_for_employability report into a useful and usable toolkit that can be used by Higher Education (HE) and Further Education (FE) educational providers to aid dialogue, decision-making and planning in respect of developing student employability and use of technology for employability.

The relationship between personal cognition, social context, and knowledge sharing in global communities of practice

The purpose of this study was to identify the structural pathways of personal cognition and social context as they influence knowledge sharing behaviors in communities of practice. Based on the existing literature, ten hypotheses and a conceptual model built on the basis of the social cognitive theory were developed regarding the interrelationships of the five constructs: self-efficacy for knowledge sharing, outcome expectations, sense of community, leadership of a community, and knowledge sharing. The data were collected through an online questionnaire from the employees who have participated in communities of practice in a Fortune 100 corporation. A total of 438 usable questionnaires were collected. Overall, three analyses were conducted in order to prove the given hypotheses: (a) hypothesized measurement model fit, (b) relational and influential associations among the constructs, and (c) structural equation model analysis (SEM). In addition, open-ended responses were analyzed. The results presented that (a) hypothesized measurement models were valid and reliable, (b) personal cognitive factors, self-efficacy and outcome expectations for knowledge sharing, were found to be significant predictors of community members’ sense of community and knowledge sharing behaviors, (c) sense of community had the most significant impact on the knowledge sharing, (d) as the perceived social context, sense of community mediated the effects of personal cognition on knowledge sharing behaviors, and (e) personal cognition and social context jointly contributed to knowledge sharing. In brief, all of the hypotheses were positively supported. A conclusive summary is provided along with contributive discussion. Implications and contributions to HRD researchers and practitioners are discussed, and recommendations are provided.

Reator de leito estruturado com recirculação submetido à aeração intermitente no tratamento de esgoto sanitário

The release of nitrogen compounds in water bodies can result in many environmental problems, so treat wastewater, such as sewage in order to remove not only organic matter but also nitrogen has been studied a few decades. From the above, the objective of this study was to evaluate the performance of a structured bed reactor, continuous flow, with recirculation, in removing organic matter and nitrogen present in wastewater under different cycles of intermittent aeration (AI) and to evaluate the influence of these cycles in the development of nitrifying bacteria (Oxidizing Bacteria Ammonia - BOA and Bacteria Oxidizing Nitrite - BON) and denitrifying (DESN) adhered (Support Material - MS) and suspension (Effluent - EF and sludge - LD). The reactor used has usable volume of 9.4 L. As support materials (MS) polyurethane foam was used, cut and fixed in PVC rods. 3 were worked aeration phases (AE) and non-aeration (AN) at different stage: Stage 1 (4 h EA / AN 2H); Stage 2 (2H EA / AN 1 h) and Phase 3 (2H EA / AN 2 h). During all hydraulic detention time phases was kept at 16 h and the effluent recirculated at a rate of 3 times the inflow. Were analyzed: pH, total alkalinity, temperature, chemical oxygen demand (COD), Biochemical Oxygen Demand (BOD), nitrogen Kjeldhl Total (NKT), ammonia-N-N-NH4+, nitrito-N-NO2+andnitrato-NO3-. The concentration of BOA, BON and DESN was determined using the number More Provável.gSSV-1 (NMP.gSSV-1). In phase 1 the percentage removal NTK N-NH4+ and NT was 76±10%, 70±21% and 67±10% respectively. In Phase 2 80±15% of removel NKT, 86±15% of N-NH4+ e 68±9% of removel NT e na Fase 3 de 58±20%, 72±28% and 41±6% of NKT, N-NH4+ of NT, respectively. The denitrification efficiency in stage 3 was over 70%, indicating that occurred in the reactor the process of simultaneous nitrification and denitrification (NDS). DQOT the removal percentages were 88 ± 4% in Phase 1, 94 ± 7 in Phase 2 and 90± 11% in Phase 3. The multivariate ANOVA applied to NMP.gSSV-1, it indicated that there was significant (F: 20,2, p <0,01) between the analyzed concentration of organisms AI in different cycles, but the differences between NMP.gSSV-1 depends not only isolated factors but of which means, and phase groups being analysis. From the results it is concluded that the working system is efficient in terms of nitrogen removal and organic matter, and that the stage with the highest availability of Dissolved Oxygen (DO) and C/N ratio (Step 2), was the one obtained the lower concentrations of organic matter effluents and N-NH4+. Hinted that there was a significant difference between the concentration (NMP.100mL-1) of the analyzed organizations (BOA, BON and DESN), but this difference does not depend on factors alone but of which means (MS, EF or LD), stages (1, 2 or 3) and groups (BOA, BON and DESN) is being considered.

Structured cases in case-based reasoning: re-using and adapting cases for time-tabling problems

In this paper, we present a case-based reasoning (CBR) approach solving educational time-tabling problems. Following the basic idea behind CBR, the solutions of previously solved problems are employed to aid finding the solutions for new problems. A list of feature-value pairs is insufficient to represent all the necessary information. We show that attribute graphs can represent more information and thus can help to retrieve re-usable cases that have similar structures to the new problems. The case base is organised as a decision tree to store the attribute graphs of solved problems hierarchically. An example is given to illustrate the retrieval, re-use and adaptation of structured cases. The results from our experiments show the effectiveness of the retrieval and adaptation in the proposed method.

Environmental factors affecting maerl bed structure in Brittany (France)

This study used a large spatial scale approach in order to better quantify the relationships between maerl bed structure and a selection of potentially forcing physical factors. Data on maerl bed structure and morpho-sedimentary characteristics were obtained from recent oceanographic surveys using underwater video recording and grab sampling. Considering the difficulties in carrying out real-time monitoring of highly variable hydrodynamic and physicochemical factors, these were generated by three-dimensional numerical models with high spatial and temporal resolution. The BIOENV procedure indicated that variation in the percentage cover of thalli can best be explained (correlation = 0.76) by a combination of annual mean salinity, annual mean nitrate concentration and annual mean current velocity, while the variation in the proportion of living thalli can best be explained (correlation = 0.47) by a combination of depth and mud content. Linear relationships showed that the percentage cover of maerl thalli was positively correlated with nitrate concentration (R2 = 0.78, P < 0.01) and negatively correlated with salinity (R2 = 0.81, P < 0.01), suggesting a strong effect of estuarine discharge on maerl bed structure, and also negatively correlated with current velocity (R2 = 0.81, P < 0.01). When maerl beds were deeper than 10 m, the proportion of living thalli was always below 30% but when they were shallower than 10 m, it varied between 4 and 100%, and was negatively correlated with mud content (R2 = 0.53, P < 0.01). On the other hand, when mud content was below 10%, the proportion of living thalli showed a negative correlation with depth (R2 = 0.84, P < 0.01). This large spatial scale explanation of maerl bed heterogeneity provides a realistic physical characterization of these ecologically interesting benthic habitats and usable findings for their conservation and management.