Riconoscimento automatico di attività attraverso i Google Play Services: una valutazione sperimentale

Tesi sperimentale per testare la nuova libreria di Activity Recognition per Android di Google inc.

tecniche di machine learning per la predizione del rating delle applicazioni all’interno di un play store

Il mio progetto di tesi ha come obiettivo quello di creare un modello in grado di predire il rating delle applicazioni presenti all’interno del Play Store, uno dei più grandi servizi di distribuzione digitale Android. A tale scopo ho utilizzato il linguaggio Python, che grazie alle sue librerie, alla sua semplicità e alla sua versatilità è certamen- te uno dei linguaggi più usati nel campo dell’intelligenza artificiale. Il punto di partenza del mio studio è stato il Dataset (Insieme di dati strutturati in forma relazionale) “Google Play Store Apps” reperibile su Kaggle al seguente indirizzo: https://www.kaggle.com/datasets/lava18/google-play-store-apps, contenente 10841 osservazioni e 13 attributi. Dopo una prima parte relativa al caricamen- to, alla visualizzazione e alla preparazione dei dati su cui lavorare, ho applica- to quattro di↵erenti tecniche di Machine Learning per la stima del rating delle applicazioni. In particolare, sono state utilizzate:https://www.kaggle.com/datasets/lava18/google-play-store-apps, contenente 10841 osservazioni e 13 attributi. Dopo una prima parte relativa al caricamento, alla visualizzazione e alla preparazione dei dati su cui lavorare, ho applicato quattro differenti tecniche di Machine Learning per la stima del rating delle applicazioni: Ridje, Regressione Lineare, Random Forest e SVR. Tali algoritmi sono stati applicati attuando due tipi diversi di trasformazioni (Label Encoding e One Hot Encoding) sulla variabile ‘Category’, con lo scopo di analizzare come le suddette trasformazioni riescano a influire sulla bontà del modello. Ho confrontato poi l’errore quadratico medio (MSE), l’errore medio as- soluto (MAE) e l’errore mediano assoluto (MdAE) con il fine di capire quale sia l’algoritmo più efficiente.

Solução Industrial para Controlo de OEE

É cada vez mais forte e natural o desenvolvimento de aplicações móveis. Hoje em dia qualquer pessoa seja de forma amadora ou profissional tenta tirar o máximo partido do seu dispositivo móvel, através de aplicações desenvolvidas para as mais diversas áreas. Um dos sistemas operativos que mais programadores apostam é no Android devido à sua versatilidade e ás suas capacidades enquanto sistema operativo dentro de um smartphone. Para além dessas mais-valias, desenvolver uma aplicação para Android não tem qualquer custo, apenas terá, caso seja uma aplicação para adicionar a Google Play Store, caso contrário pode desenvolver-se qualquer tipo de aplicação sem custos, o que não acontece com outros sistemas operativos. Tendo em conta os custos, é normal as pequenas e médias empresas tentarem investir neste tipo de desenvolvimento, pois evitam gastos em licenciamentos para produzir os seus produtos. Seguindo este contexto, esta dissertação insere-se nesse perfil, isto é, tentar encontrar uma solução com baixos custos e que produza os resultados pretendidos. Através das mais diversas API’s é possível adaptar o sistema operativo Android a qualquer área apenas basta enquadrar da melhor maneira ideias e dar asas à imaginação. Desta forma, esta dissertação irá centrar-se na área industrial, na qual o Android pode e deve ser bastante útil, se for usado com rigor. Irá ser abordado o desenvolvimento de aplicações móveis e serão analisadas as tecnologias envolventes no projeto assim como algumas das principais soluções já implementadas e desenvolvidas por empresas no setor e para o sector industrial. O projeto aborda também de que forma é possível aliar o sistema operativo Android á área industrial de forma a permitir um melhor desempenho por parte de todos em prol da empresa á qual está associado. A necessidade de criação desta aplicação, surgiu numa perspectiva de melhoria contínua, com o objectivo de abandonar o procedimento instituído, que era realizado manualmente, passando a fazê-lo de uma forma automática e mais interativa. O processo será realizado pelos colaboradores e terá sempre o seu contributo, mas de uma forma mais rigorosa, simples e eficiente, aumentando a qualidade do serviço.

Desenvolupament d'una app

El TFM ha consistit en participar i conèixer de prop tots el passos de desenvolupament d’una aplicació: elaboració d’un guió, realització de la part gràfica, programació i màrqueting. Per aquest motiu he realitzat unes hores de pràctiques a l'empresa Factoria Interactive SL. Durant aquest periòde vaig realitzar diversos guions per diferents apps relacionades amb continguts matemàtics i vaig participar en el programació de l'app "Dress up". I l'últim pas va consistir en penjar l'app a la botiga de Google Play. Per poder accedir a l'aplicació cal seguir el següent enllaç de Google Play: https://play.google.com/store/apps/details?id=eu.lafactoria.dressup&hl=es

Mobiilisovellusten keskitetyt jakelukanavat

Diplomityössä tutkitaan mobiilisovellusten keskitettyjä jakelukanavia. Nämä uudet jakelukanavat ovat mahdollistaneet sovellusten uuden tyylisen ja helpon jakelun. Työssä tutkitaan itsenäisen kehittäjän näkökulmasta sovelluksen kehitystä Android-, iOS- ja Windows Phone -ohjelmistoalustoilla, ja sen julkaisua App Storessa, Google Playssa ja Windows Phone Marketplacella. Tavoitteena on tutkia huomataanko esimerkkisovelluksen kehityksessä ja julkaisussa merkittäviä eroja jakelukanavien välillä. Prosesseissa havaittiin eroja, mutta ei kuitenkaan niin merkittäviä, että jokin jakelukanava voitaisiin nostaa selkeästi toisten edelle helpompana tai rajoitteista vapaampana vaihtoehtona.

Drivers and barriers of mobile travel and tourism service adoption : a study of individual perceptions and business model development in a travel and tourism context

The Travel and Tourism field is undergoing changes due to the rapid development of information technology and digital services. Online travel has profoundly changed the way travel and tourism organizations interact with their customers. Mobile technology such as mobile services for pocket devices (e.g. mobile phones) has the potential to take this development even further. Nevertheless, many issues have been highlighted since the early days of mobile services development (e.g. the lack of relevance, ease of use of many services). However, the wide adoption of smartphones and the mobile Internet in many countries as well as the formation of so-called ecosystems between vendors of mobile technology indicate that many of these issues have been overcome. Also when looking at the numbers of downloaded applications related to travel in application stores like Google Play, it seems obvious that mobile travel and tourism services are adopted and used by many individuals. However, as business is expected to start booming in the mobile era, many issues have a tendency to be overlooked. Travelers are generally on the go and thus services that work effectively in mobile settings (e.g. during a trip) are essential. Hence, the individuals’ perceived drivers and barriers to use mobile travel and tourism services in on-site or during trip settings seem particularly valuable to understand; thus this is one primary aim of the thesis. We are, however, also interested in understanding different types of mobile travel service users. Individuals may indeed be very different in their propensity to adopt and use technology based innovations (services). Research is also switching more from investigating issues of mobile service development to understanding individuals’ usage patterns of mobile services. But designing new mobile services may be a complex matter from a service provider perspective. Hence, our secondary aim is to provide insights into drivers and barriers of mobile travel and tourism service development from a holistic business model perspective. To accomplish the research objectives seven different studies have been conducted over a time period from 2002 – 2013. The studies are founded on and contribute to theories within diffusion of innovations, technology acceptance, value creation, user experience and business model development. Several different research methods are utilized: surveys, field and laboratory experiments and action research. The findings suggest that a successful mobile travel and tourism service is a service which supports one or several mobile motives (needs) of individuals such as spontaneous needs, time-critical arrangements, efficiency ambitions, mobility related needs (location features) and entertainment needs. The service could be customized to support travelers’ style of traveling (e.g. organized travel or independent travel) and should be easy to use, especially easy to take into use (access, install and learn) during a trip, without causing security concerns and/or financial risks for the user. In fact, the findings suggest that the most prominent barrier to the use of mobile travel and tourism services during a trip is an individual’s perceived financial cost (entry costs and usage costs). It should, however, be noted that regulations are put in place in the EU regarding data roaming prices between European countries and national telecom operators are starting to see ‘international data subscriptions’ as a sales advantage (e.g. Finnish Sonera provides a data subscription in the Baltic and Nordic region at the same price as in Finland), which will enhance the adoption of mobile travel and tourism services also in international contexts. In order to speed up the adoption rate travel service providers could consider e.g. more local initiatives of free Wi-Fi networks, development of services that can be used, at least to some extent, in an offline mode (do not require costly network access during a trip) and cooperation with telecom operators (e.g. lower usage costs for travelers who use specific mobile services or travel with specific vendors). Furthermore, based on a developed framework for user experience of mobile trip arrangements, the results show that a well-designed mobile site and/or native application, which preferably supports integration with other mobile services, is a must for true mobile presence. In fact, travel service providers who want to build a relationship with their customers need to consider a downloadable native application, but in order to be found through the mobile channel and make contact with potential new customers, a mobile website should be available. Moreover, we have made a first attempt with cluster analysis to identify user categories of mobile services in a travel and tourism context. The following four categories were identified: info-seekers, checkers, bookers and all-rounders. For example “all-rounders”, represented primarily by individuals who use their pocket device for almost any of the investigated mobile travel services, constituted primarily of 23 to 50 year old males with high travel frequency and great online experience. The results also indicate that travel service providers will increasingly become multi-channel providers. To manage multiple online channels, closely integrated and hybrid online platforms for different devices, supporting all steps in a traveler process should be considered. It could be useful for travel service providers to focus more on developing browser-based mobile services (HTML5-solutions) than native applications that work only with specific operating systems and for specific devices. Based on an action research study and utilizing a holistic business model framework called STOF we found that HTML5 as an emerging platform, at least for now, has some limitations regarding the development of the user experience and monetizing the application. In fact, a native application store (e.g. Google Play) may be a key mediator in the adoption of mobile travel and tourism services both from a traveler and a service provider perspective. Moreover, it must be remembered that many device and mobile operating system developers want service providers to specifically create services for their platforms and see native applications as a strategic advantage to sell more devices of a certain kind. The mobile telecom industry has moved into a battle of ecosystems where device makers, developers of operating systems and service developers are to some extent forced to choose their development platforms.

Letters from the War of Ecosystems – An Analysis of Independent Software Vendors in Mobile Application Marketplaces

The recent emergence of a new generation of mobile application marketplaces has changed the business in the mobile ecosystems. The marketplaces have gathered over a million applications by hundreds of thousands of application developers and publishers. Thus, software ecosystems—consisting of developers, consumers and the orchestrator—have emerged as a part of the mobile ecosystem. This dissertation addresses the new challenges faced by mobile application developers in the new ecosystems through empirical methods. By using the theories of two-sided markets and business ecosystems as the basis, the thesis assesses monetization and value creation in the market as well as the impact of electronic Word-of-Mouth (eWOM) and developer multihoming— i. e. contributing for more than one platform—in the ecosystems. The data for the study was collected with web crawling from the three biggest marketplaces: Apple App Store, Google Play and Windows Phone Store. The dissertation consists of six individual articles. The results of the studies show a gap in monetization among the studied applications, while a majority of applications are produced by small or micro-enterprises. The study finds only weak support for the impact of eWOM on the sales of an application in the studied ecosystem. Finally, the study reveals a clear difference in the multi-homing rates between the top application developers and the rest. This has, as discussed in the thesis, an impact on the future market analyses—it seems that the smart device market can sustain several parallel application marketplaces.

Propuesta de un modelo de negocio en base a la identificación y caracterización de los factores más influyentes en el crecimiento del sector de descargas de aplicaciones y juegos en dispositivos móviles entre universitarios de clase media – alta de Quito

El propósito de la presente tesis es identificar y diseñar un modelo de negocio que permita aprovechar las oportunidades del mercado de descarga de aplicaciones y juegos en dispositivos móviles entre universitarios de clase media-alta de Quito en sistemas iOS y Android. Entre los propósitos específicos se encuentran el esquematizar la evolución de los dispositivos móviles y el mercado de aplicaciones y juegos. Analizar el mercado de los dispositivos móviles y las descargas de juegos y aplicaciones en el mundo actual. También analizar el mercado de juegos y aplicaciones móviles entre los universitarios de clase media – alta de Quito (factores de crecimiento, aplicaciones y juegos más descargados, dispositivos más populares, uso de Appstore y Google Play). Asimismo detectar las aplicaciones que los jóvenes necesitan y quisieran tener en su smartphone pero no encuentran. Finalmente diseñar y proponer un modelo de negocio que permita aprovechar la información recopilada y las oportunidades de negocio en este mercado. La hipótesis utilizada fue que ciertas aplicaciones móviles y juegos para dispositivos móviles son los más utilizados y descargados entre los estudiantes universitarios de clase media-alta de Quito por lo que las herramientas identificadas en el estudio son sustentables para formar parte de un modelo de negocio. Se realizó un estudio descriptivo para identificar los principales factores del auge de este mercado. Para la investigación se utilizó el método empírico a través de una encuesta a 100 estudiantes universitarios. Se encontró que los universitarios no pagan por aplicaciones y prefieren aplicaciones gratuitas. La gran mayoría utiliza el sistema operativo Android, WhatsApp y Facebook, además de usar Dropbox para tener archivos en la nube. Angry Birds es el juego más popular por lo cual se validó la hipótesis. Esto permitió diseñar el modelo de una aplicación gratuita que permite que los universitarios puedan recibir periódicamente en su celular recomendaciones sobre las mejores aplicaciones (de las miles disponibles cada mes) personalizadas individualmente, además de permitirles borrar y tener control sobre las aplicaciones que más espacio consumen y no utilizan periódicamente.

FXBus: uma aplicação móvel para combater a ansiedade de perder o autocarro

Os utilizadores de transportes públicos enfrentam dificuldades no seu dia-a-dia quando usam o autocarro para deslocar-se. Essas dificuldades passam por atrasos pessoais, por enganos na consulta dos horários das carreiras, entre outros, resultando na perda do autocarro. Este trabalho consistiu no desenvolvimento de uma aplicação móvel para a plataforma Android, tendo como principal objectivo fornecer ao utilizador uma ferramenta leve, rápida e útil para utilizar quando se encontra em movimento. O público-alvo desta aplicação são os utilizadores de transportes públicos da empresa Horários do Funchal, que necessitam de realizar deslocações frequentes, e não têm acesso constante à internet, dentro e fora de casa. Realizou-se uma pesquisa, através de um inquérito divulgado nas redes sociais, aos utilizadores de transportes públicos e, posteriormente, utilizou-se essa pesquisa no processo de brainstorming para construir as ideias para as funcionalidades da aplicação. Também se pesquisaram por outras aplicações com objectivos semelhantes e compararam-se essas com a aplicação desta dissertação. Posteriormente, implementou-se o primeiro protótipo e realizaram-se mais testes com novos utilizadores, que usaram a aplicação no seu dia-a-dia. Após se terem corregido os erros encontrados pelos utilizadores na aplicação, lançou-se uma versão beta online no mercado da Google Play. Os resultados obtidos com esta aplicação comprovam não só que existe a necessidade de uma aplicação destas no mercado, mas também permitiram ainda recolher dados sobre melhoramentos que podem ser feitos na mesma. Ao desenvolver esta aplicação pôde-se compreender as necessidades e as limitações que são impostas pelo cliente, como também colocar em prática os conhecimentos adquiridos ao longo do curso.

Roteiros e produção de conteúdos interativos para celulares nos cursos de educação a distância na televisão digital interativa

Pós-graduação em Televisão Digital: Informação e Conhecimento - FAAC

Development strategies for the information and communications technology sector in the Caribbean: A global perspective

This occasional paper examines the experiences of three leading global centres of the ICT industry – India, Silicon Valley, and Estonia – to reflect on how the lessons of these models can be applied to the context of countries in the Caribbean region.Several sectors of the technology industry are considered in relation to the suitability for their establishment in the Caribbean. Animation is an area that is showing encouraging signs of development in several countries, and which offers some promise to provide a significant source of employment in the region. However, the global market for animation production is likely to become increasingly competitive, as improved technology has reduced barriers to entry into the industry not only in the Caribbean, but around the world. The region’s animation industry will need to move swiftly up the value chain if it is to avoid the downsides of being caught in an increasingly commoditized market. Mobile applications development has also been widely a heralded industry for the Caribbean. However, the market for consumer-oriented smartphone applications has matured very quickly, and is now a very difficult sector in which to compete. Caribbean mobile developers would be better served to focus on creating applications to suit the needs of regional industries and governments, rather than attempting to gain notice in over-saturated consumer marketplaces such as the iTunes App Store and Google Play. Another sector considered for the Caribbean is “big data” analysis. This area holds significant potential for growth in coming years, but the Caribbean, which is generally considered to be a datapoor region, currently lacks a sufficient base of local customers to form a competitive foundation for such an industry. While a Caribbean big data industry could plausibly be oriented toward outsourcing, that orientation would limit positive externalities from the sector, and benefits from its establishment would largely accrue only to a relatively small number of direct participants in the industry. Instead, development in the big data sector should be twinned with the development of products to build a regional customer base for the industry. The region has pressing needs in areas such as disaster risk reduction, water resource management, and support for agricultural production. Development of big data solutions – and other technology products – to address areas such as these could help to establish niche industries that both support the needs of local populations, and provide viable opportunities for the export of higher-value products and services to regions of the world with similar needs.

Progettazione ed implementazione di un'applicazione Android basata sul riconoscimento automatico di attività

Progettazione ed implementazione di una semplice applicazione per smartphone Android al fine di dimostrare le funzionalità delle librerie per l'activity recognition messe a disposizione dai Google Play Services. Lo studio esplora il campo di ricerca in generale, mostrandone le modalità, le applicazioni e le problematiche, e introduce l'ambiente Android per poi analizzare l'applicazione progettata. In conclusione, vengono mostrati alcuni test svolti per verificare l'accuratezza del classificatore implementato da Google.

English Dialect App

Do you pronounce the /r/ in 'arm'? Do you call a shelf a 'sheuf'? And what on earth is a 'hoddy-doddy'? There is extensive variation in English dialects: this is why your answers to such questions will allow this app to localize your broader dialect region on a map of England. Did your home dialect change over time? Our algorithm is based on historical data from the Survey of English Dialects. If it guesses where you are from correctly, your home dialect has probably remained stable over the past decades. If the guess is far off, however, it is probably because of dialect change. - Can we localize your dialect based on your pronunciation of 26 words? - Record your dialect and listen to recordings of other users and to historical dialect recordings! - Choose a pronunciation variant, e.g. 'sheuf', and discover where in England it is used...or choose a place and explore its dialect!

Aplicación móvil para el acceso a juego de naipes sobre el desarrollo humano

Este Proyecto Fin de Carrera (PFC) tiene como objetivo el análisis, diseño e implementación de un videojuego móvil multijugador, con un enfoque educativo, para la sensibilización sobre el Índice de Desarrollo Humano (IDH). El sistema resultante se ha desarrollado para la Plataforma Android, utilizando el Framework AndEngine, que utiliza aceleración hardware de la GPU para garantizar un buen rendimiento en terminales de gama baja, de modo que pueda utilizarse en un amplio número de terminales móviles disponibles en el mercado. La aplicación se presenta como un juego de cartas con los diferentes países y sus datos humanitarios, los jugadores deben conocer el peso de los índices de desarrollo (esperanza de vida, renta, educación) de los países en comparación con los países de los otros jugadores. El sistema de juego premia a los jugadores con mayores conocimientos sobre los datos humanos de los diferentes países del mundo, de ese modo los mejores jugadores serán los que tengan más conocimientos de estos datos. El juego permite jugar partidas en solitario utilizando jugadores manejados por la CPU, o multijugador mediante WIFI o 3G. La actualización de la información y de los datos de las partidas se realiza a través de la comunicación con un servidor web ya implementado de forma complementaria a la realización de este proyecto. El sistema ha sido integrado y validado satisfactoriamente con diferentes terminales móviles y usuarios de diferente perfil de edad y uso. El videojuego se puede descargar de la página web creada en un proyecto complementario a éste (pendiente de publicación web), y ya se encuentra también disponible en Google Play. https://play.google.com/store/apps/details?id=xnetcom.pro.cartas&hl=es_419 ABSTRACT. This Project End of Career (PFC) takes as an aim the analysis, design and implementation of a multiplayer mobile videogame, with an educational approach, for the awareness on the Human Development Index (HDI). The resultant system has been developed for the Platform Android, using the AndEngine Framework, which uses hardware acceleration of the GPU to ensure a good performance on low-end terminals, so that it can be used in a wide range of mobile handsets available in the market. The application is presented as a card game with the different countries and his humanitarian information, the players must know the weight of the indexes of development (life expectancy, revenue, education) of the countries in comparison with the countries of other players. The game system rewards players with more knowledge on human information of different countries, thus the best players will be those with more knowledge of these information. The game allows to play items in solitarily using players handled by the CPU, or multiplayer by means of WIFI or 3G. The update of the information and data of the online games is done through communication with a web server implemented as a complement to the realization of this project. The system has been built and successfully validated with different mobile terminals and users of different age and usage profile. The game can be downloaded from the website created in a complementary project to this (web publication pending), and is now also available on Google Play https://play.google.com/store/apps/details?id=xnetcom.pro.cartas&hl=es_419

Desarrollo de una solución SaaS para una Enterprise Store

En el marco del proyecto europeo FI-WARE, en el CoNWet Lab (laboratorio de la ETSI Informáticos de la UPM) se ha implementado la plataforma Web Wstore que es una implementación de referencia del Store Generic Enabler perteneciente a dicho proyecto. El objetivo de FI-WARE es crear la plataforma núcleo del Internet del Futuro (IoF) con la intención de incrementar la competitividad global europea en el mundo de las TI. El proyecto introduce una infraestructura innovadora para la creación y distribución de servicios digitales en internet. WStore ofrece a los proveedores de servicios la plataforma donde publicar sus ofertas y desde la cual los clientes podrán acceder ellas. Estos proveedores ofrecen servicios Web, aplicaciones, widgets y data sets del mismo modo que Google ofrece aplicaciones en la tienda online Google Play o Apple en el App Store. WStore está implementada actualmente como una plataforma Web, por lo que una organización que desee ofrecer el servicio de la store necesita instalar el software en un servidor propio y disponer de un dominio para ofrecer sus productos. El objetivo de este trabajo es migrar WStore a un entorno de computación en la nube de manera que con una única instancia se ofrezca el servicio a las organizaciones que deseen disponer de su propia plataforma, de la cual tendrán total control como si se encontrase en su propia infraestructura. Para esto se implementa una versión de WStore que será desplegada en una infraestructura cloud y ofrecida como Software as a Service. La implementación incluye una serie de módulos de código que se podrán añadir opcionalmente en el proceso de instalación si se desea que la instancia instalada sea Multitenant. Además, en este trabajo se estudian y prueban las herramientas que ofrece MongoDB para desplegar la plataforma Wstore Multitenant en una infraestructura cloud. Estas herramientas son replica sets y sharding que permiten desplegar una base de datos escalable y de alta disponibilidad. ---ABSTRACT---In the context of the European project FI-WARE, the CoNWeT Lab (IT Lab from ETSIINF UPM university) has been implemented the web platform WStore. WStore is a reference implementation of the Generic Enabler Store from FI-WARE project. The FI-WARE goal is to create the core platform of the Future Internet (IoF) with the intention of enhancing Europe's global competitiveness in IT technologies. FI-WARE introduces an innovative infrastructure for the creation and distribution of digital services over the Internet. WStore offers to service providers a platform to publicate offerings and where customers can access them. The providers offer web services, applications, widgets and data sets in the same way that Google offers online applications on Google Play or Apple on App Store plataforms. WStore is currently implemented as a web platform, so if an organization wants to offer the store service, it need to install the software on it’s own serves and have a domain to offer their products. The objective of this paper is to migrate WStore to a cloud computing environment where a single instance of the WStore is offered as a web service to organizations who want their own store. Customers (tenants) of the WStore web service will have total control over the software and WStore administration. The implementation includes several code modules that can be optionally added in the installation process to build a Multitenant instance. In addition, this paper review the tools that MongoDB provide for scalability and high availability (replica sets and sharding) with the purpose of deploying multi-tenant WStore on a cloud infrastructure.