Semi-supervised learning with concept drift using particle dynamics applied to network intrusion detection data

Concept drift, which refers to non stationary learning problems over time, has increasing importance in machine learning and data mining. Many concept drift applications require fast response, which means an algorithm must always be (re)trained with the latest available data. But the process of data labeling is usually expensive and/or time consuming when compared to acquisition of unlabeled data, thus usually only a small fraction of the incoming data may be effectively labeled. Semi-supervised learning methods may help in this scenario, as they use both labeled and unlabeled data in the training process. However, most of them are based on assumptions that the data is static. Therefore, semi-supervised learning with concept drifts is still an open challenging task in machine learning. Recently, a particle competition and cooperation approach has been developed to realize graph-based semi-supervised learning from static data. We have extend that approach to handle data streams and concept drift. The result is a passive algorithm which uses a single classifier approach, naturally adapted to concept changes without any explicit drift detection mechanism. It has built-in mechanisms that provide a natural way of learning from new data, gradually "forgetting" older knowledge as older data items are no longer useful for the classification of newer data items. The proposed algorithm is applied to the KDD Cup 1999 Data of network intrusion, showing its effectiveness.

Particle Competition and Cooperation in Networks for Semi-Supervised Learning

Semi-supervised learning is one of the important topics in machine learning, concerning with pattern classification where only a small subset of data is labeled. In this paper, a new network-based (or graph-based) semi-supervised classification model is proposed. It employs a combined random-greedy walk of particles, with competition and cooperation mechanisms, to propagate class labels to the whole network. Due to the competition mechanism, the proposed model has a local label spreading fashion, i.e., each particle only visits a portion of nodes potentially belonging to it, while it is not allowed to visit those nodes definitely occupied by particles of other classes. In this way, a "divide-and-conquer" effect is naturally embedded in the model. As a result, the proposed model can achieve a good classification rate while exhibiting low computational complexity order in comparison to other network-based semi-supervised algorithms. Computer simulations carried out for synthetic and real-world data sets provide a numeric quantification of the performance of the method.

Evolutionary methods for self-organizing cooperation in peer-to-peer networks

The Peer-to-Peer network paradigm is drawing the attention of both final users and researchers for its features. P2P networks shift from the classic client-server approach to a high level of decentralization where there is no central control and all the nodes should be able not only to require services, but to provide them to other peers as well. While on one hand such high level of decentralization might lead to interesting properties like scalability and fault tolerance, on the other hand it implies many new problems to deal with. A key feature of many P2P systems is openness, meaning that everybody is potentially able to join a network with no need for subscription or payment systems. The combination of openness and lack of central control makes it feasible for a user to free-ride, that is to increase its own benefit by using services without allocating resources to satisfy other peers’ requests. One of the main goals when designing a P2P system is therefore to achieve cooperation between users. Given the nature of P2P systems based on simple local interactions of many peers having partial knowledge of the whole system, an interesting way to achieve desired properties on a system scale might consist in obtaining them as emergent properties of the many interactions occurring at local node level. Two methods are typically used to face the problem of cooperation in P2P networks: 1) engineering emergent properties when designing the protocol; 2) study the system as a game and apply Game Theory techniques, especially to find Nash Equilibria in the game and to reach them making the system stable against possible deviant behaviors. In this work we present an evolutionary framework to enforce cooperative behaviour in P2P networks that is alternative to both the methods mentioned above. Our approach is based on an evolutionary algorithm inspired by computational sociology and evolutionary game theory, consisting in having each peer periodically trying to copy another peer which is performing better. The proposed algorithms, called SLAC and SLACER, draw inspiration from tag systems originated in computational sociology, the main idea behind the algorithm consists in having low performance nodes copying high performance ones. The algorithm is run locally by every node and leads to an evolution of the network both from the topology and from the nodes’ strategy point of view. Initial tests with a simple Prisoners’ Dilemma application show how SLAC is able to bring the network to a state of high cooperation independently from the initial network conditions. Interesting results are obtained when studying the effect of cheating nodes on SLAC algorithm. In fact in some cases selfish nodes rationally exploiting the system for their own benefit can actually improve system performance from the cooperation formation point of view. The final step is to apply our results to more realistic scenarios. We put our efforts in studying and improving the BitTorrent protocol. BitTorrent was chosen not only for its popularity but because it has many points in common with SLAC and SLACER algorithms, ranging from the game theoretical inspiration (tit-for-tat-like mechanism) to the swarms topology. We discovered fairness, meant as ratio between uploaded and downloaded data, to be a weakness of the original BitTorrent protocol and we drew inspiration from the knowledge of cooperation formation and maintenance mechanism derived from the development and analysis of SLAC and SLACER, to improve fairness and tackle freeriding and cheating in BitTorrent. We produced an extension of BitTorrent called BitFair that has been evaluated through simulation and has shown the abilities of enforcing fairness and tackling free-riding and cheating nodes.

Introduzione di un sistema di accesso wireless distribuito a gestione centralizzata in ambiente di tipo Enterprise o Campus

Nata dal progetto di migrazione, in un ambiente consolidato, di una infrastruttura Wireless distribuita su territorio all'interno di una MAN (Metropolitan Area Network), si cerca di illustrare quali sono i passi fondamentali da seguire e con cosa ci si deve misurare per progettare una soluzione funzionale ed elaborare una strategia avendo a che fare con architetture complesse, dove la messa in esercizio di un servizio offerto ad un numero elevato di utenti prevede uno studio ben preciso delle attività da svolgere. Un'attenta analisi, ci consentirà di seguire e riadattare le scelte implementative in funzione delle esigenze infrastrutturali, illustrandone le difficoltà, gli imprevisti e le modifiche intraprese passo passo. Gli argomenti trattati tendono a far comprendere con quali problematiche si ha a che fare nella fase implementativa passando dalla fase di analisi a quella decisionale, quella di migrazione architetturale e di installazione, oltre che alla scelta delle componenti e delle tecnologie specifiche che, prima di essere portate a regime, devono essere sottoposte agli opportuni test per la comprensione/risoluzione di problematiche complesse; come le operazioni necessarie per operare con una efficace metodologia.

Nation building in Bosnia and Herzegovina: Cooperation, coordination and collaboration

Cross-sectoral interorganizational relationships in post-conflict situations occur regularly. Whether formal task forces, advisory groups or other ad hoc arrangements, these relations take place in chaotic and dangerous situations with urgent and turbulent political, economic and social environments. Furthermore, they typically involve a large number of players from many different nations, operating across sectors, and between multiple layers of bureaucracy and diplomacy. The organizational complexity staggers many participants and observers, as do the tasks they are charged with completing. Reform efforts in Bosnia and Herzegovina starting in 1995 may serve as the archetype model of conflict, transition and development for the 21st century. It wins this honor due not to its particular programmatic successes and failures, rather to the interorganizational complexity of the International Community. From the massive response to the crisis, to the modern nation-building policies it spawned, and the development assistance practices and institutional arrangements it created, the Bosnian development experience has much to offer by way of lessons learned. This manuscript frames the unique Bosnian development situation, and provides lessons learned from the experience of nation building given local realities. Pettigrew (1992) called this "contextualizing." While network and/or organizational structure, strategy and process explain many interorganizational relationship issues, the development variables identified in this manuscript prove equally important, yet elusive and difficult to measure despite their very real and overt presence.

Sarcoptes-World Molecular Network (Sarcoptes-WMN): integrating research on scabies

Parasites threaten human and animal health globally. It is estimated that more than 60% of people on planet Earth carry at least one parasite, many of them several different species. Unfortunately, parasite studies suffer from duplications and inconsistencies between different investigator groups. Hence, groups need to collaborate in an integrated manner in areas including parasite control, improved therapy strategies, diagnostic and surveillance tools, and public awareness. Parasite studies will be better served if there is coordinated management of field data and samples across multidisciplinary approach plans, among academic and non-academic organizations worldwide. In this paper we report the first 'Living organism-World Molecular Network', with the cooperation of 167 parasitologists from 88 countries on all continents. This integrative approach, the 'Sarcoptes-World Molecular Network', seeks to harmonize Sarcoptes epidemiology, diagnosis, treatment, and molecular studies from all over the world, with the aim of decreasing mite infestations in humans and animals.

Service Descriptions and Linked Data for Integrating WSNs into Enterprise IT

This paper presents our ongoing work on enterprise IT integration of sensor networks based on the idea of service descriptions and applying linked data principles to them. We argue that using linked service descriptions facilitates a better integration of sensor nodes into enterprise IT systems and allows SOA principles to be used within the enterprise IT and within the sensor network itself.

On producing and sharing knowledge across boundaries: experiences from the interfaces of an international development research network

The number of large research networks and programmes engaging in knowledge production for development has grown over the past years. One of these programmes devoted to generating knowledge about and for development is National Centre of Competence in Research (NCCR) North–South, a cross-disciplinary, international development research network funded by the Swiss Agency for Development and Cooperation and the Swiss National Science Foundation. Producing relevant knowledge for development is a core goal of the programme and an important motivation for many of the participating researchers. Over the years, the researchers have made use of various spaces for exchange and instruments for co-production of knowledge by academic and non-academic development actors. In this article we explore the characteristics of co-producing and sharing knowledge in interfaces between development research, policy and NCCR North–South practice. We draw on empirical material of the NCCR North–South programme and its specific programme element of the Partnership Actions. Our goal is to make use of the concept of the interface to reflect critically about the pursued strategies and instruments applied in producing and sharing knowledge for development across boundaries.

Mobile competence network for community health workers in rural Myanmar: a supportive information system that facilitates the improvement of health services.

The goal of this project is the development of international cooperation for fostering solutions to provide better access to basic healthcare services.

The Emergence of Partnership Networks in the Enterprise Application Development Industry - A Global Corporation Perspective

Currently, dramatic changes are happening in the IS development industry. The incumbent system developers (hubs) are embracing partnerships with less well established companies (spokes), acting in specific niches. This paper seeks to establish a better understanding of the motives for this strategy. Relying on existing work on strategic alliance formation, it is argued that partnering is particularly attractive, if these small companies possess certain capabilities that are difficult to obtain through other arrangements than partnering. Again drawing on the literature, three categories of capabilities are identified: the capability to innovate within their niche, the capability to provide a specific functionality that can be integrated with the incumbents’ systems, and the capability to address novel markets. These factors are analyzed through a case study. The case represents a market leader in the global IS development industry, which fosters a network of smaller partner firms. The study reveals that temporal dynamics between the identified factors are playing a dominant role in these networks. A cyclical partnership model is developed that attempts to explain the life cycle of a partnership within such a network.

Combining Bottom-up and Top-down Generation of Interactive Knowledge Maps for Enterprise Search

Our research project develops an intranet search engine with concept- browsing functionality, where the user is able to navigate the conceptual level in an interactive, automatically generated knowledge map. This knowledge map visualizes tacit, implicit knowledge, extracted from the intranet, as a network of semantic concepts. Inductive and deductive methods are combined; a text ana- lytics engine extracts knowledge structures from data inductively, and the en- terprise ontology provides a backbone structure to the process deductively. In addition to performing conventional keyword search, the user can browse the semantic network of concepts and associations to find documents and data rec- ords. Also, the user can expand and edit the knowledge network directly. As a vision, we propose a knowledge-management system that provides concept- browsing, based on a knowledge warehouse layer on top of a heterogeneous knowledge base with various systems interfaces. Such a concept browser will empower knowledge workers to interact with knowledge structures.

The struggle to diversify rural livelihoods: Bio-enterprise development initiatives and their impacts on agro-/pastoral communities in the drylands of Kenya

This article analyses the impacts of four different bio-enterprise initiatives on agro-pastoral livelihoods and on improved natural resources management (NRM) in the drylands of Kenya. In this way it contributes to an area of rural development that is gaining increasing interest, but still has little empirical evidence. Data were collected through interviews, focus group discussions, informal discussions and the study of reports. One of the key findings of this article is that diversification into enterprises requires cooperation among the stakeholders with their varying experiences in development, NRM and business development. In addition to initial investments, such enterprises need sustained financial, as well as other support like capacity development to survive the market introduction phase. For such enterprises to defend their market niches, the quantity and quality of the product are critical. In addition to support in human, financial, social, physical and natural capital, mentoring is another crucial factor for success.

Service innovation: Inward and outward related activities and cooperation mode

Knowledge of how customers co-create value, the way that suppliers and providers co-produce services, and how research and development centers and universities transfer technologies is becoming increasingly important to scholars' understanding of service innovation. This paper presents an analysis of the relationship between inward and outward innovation activities in service organizations and their modes of innovation, using network innovation premises and an extended innovation model. Empirical data from retail, health and education sector service organizations show the existence of a relationship between the degree of development of the inward innovation process and the degree of development of outward innovation activities. The majority of service organizations have innovation processes with an orientation toward customers and suppliers rather than other service network members, and leading service organizations follow a path that the literature defines as oriented toward the service value network. Findings lead to implications of how innovation managers could develop their internal innovation capacity to balance inward and outward activities properly.

Cadena de valor de papas nativas (Solanum andigenum sp.) en la provincia de Jauja, Perú

La Asamblea General de la ONU, a solicitud del gobierno peruano, declara en el año 2008 el Año Internacional de la Papa, (AIP). Desde el año 2005, el gobierno peruano ha puesto en marcha estrategias en torno a la importancia de la papa, como la declaración del 30 de Mayo como el Día Nacional de la Papa. El año 2014 es declarado por la FAO, (Food and Agriculture Organization of the United Nations), Año Internacional de la Agricultura Familiar, con un enfoque compartido por esta Tesis Doctoral en el apoyo a la familia campesina peruana. El gobierno peruano utiliza las cadenas de valor como una estrategia de promoción de desarrollo sostenible, que ha permitido contribuir a la inclusión social y económica de productores pobres de zonas alto andinas, como las localizadas en la mancomunidad municipal del Yacus, (MMY), provincia de Jauja, departamento de Junín. Esta estrategia, en la que el mercado incorpora a los pequeños agricultores de las zonas altas de los Andes, (que disponen de recursos económicos muy bajos), en procesos productivos rentables, implica una serie de cambios a realizar, como la transformación de los patrones de producción tradicional hacia aquellos productos o servicios que tienen demanda en el mercado, o la variación de la mentalidad del agricultor pequeño hacia una concepción empresarial de su producción. (Fabián, 2013). Por otra parte, la sostenibilidad de las cadenas de valor depende del eslabón más débil, lo que obliga a conocer la situación de todos los eslabones para poder integrar y reforzar la cadena. Se requiere un sistema de transparencia adecuado que facilite el flujo de la información entre los distintos eslabones. (Briz et al., 2012). Además, el establecimiento de la cadena de valor debe hacerse con cuidado, ya que la eficacia y supervivencia de las empresas están cada vez más ligadas a la cadena de valor a la que pertenece y a la coordinación de la misma. (Briz, 2011). En esta situación, adquiere importancia el estudio de la cadena de valor de la papa nativa, para una vez establecidas sus características, poder determinar la viabilidad o no de una cadena de valor de este producto que repercuta parte de la riqueza generada en los pequeños agricultores alto andinos, e incluso, de su extensión hasta España. Existen estudios sobre las papas nativas, realizadas por diferentes universidades de distintos países, e incluso, de diferentes continentes. Sin embargo, la mayoría de los estudios se centran en la mejora de la producción de la papa nativa. La novedad de la investigación realizada en la presente Tesis Doctoral radica en el estudio de la viabilidad de la comercialización de la papa nativa, mediante el establecimiento de una cadena de valor que se inicie en la provincia de Jauja, Perú, y finalice tanto en los mercados peruanos de las regiones de Junín y Lima, como en España. El objetivo planteado en esta investigación es la mejora de las condiciones económicas y sociales de las comunidades agrícolas de la provincia de Jauja en el Perú, así como fomentar su desarrollo tecnológico e industrial, mediante el fomento de la cadena de valor de la papa nativa y sus derivados. Se establecen como objetivos específicos la caracterización de los eslabones de la cadena de valor de la papa nativa y sus derivados en la provincia de Jauja del Perú y en España, de manera que se determine el valor agregado en los mismos; el fortalecimiento de las organizaciones de productores de papas nativas para la comercialización de sus producciones y para el fomento de la cultura empresarial; y el desarrollo de una cadena de comercialización papas nativas y sus derivados con origen en la Provincia de Jauja, Perú, y que finalice en España, con la venta al consumidor español. Para alcanzar estos objetivos la metodología utilizada es la cadena de valor agroalimentaria, utilizando como herramientas de análisis el análisis DAFO de la cadena de valor de la papa nativa. Las fuentes de información primarias utilizadas proceden en parte del proyecto de cooperación de UPM, “Mejora de la cadena de valor de la patata andina como impulso al desarrollo rural. Caso de tres Comunidades Campesinas en la Provincia de Jauja del Perú”, en el que participó el doctorando, y en parte proceden de la batería de encuestas específicamente diseñadas para los diferentes eslabones de la cadena de valor de la papa nativa. Las fuentes de información secundarias proceden de artículos académicos publicados, de artículos publicados por revistas especializadas del sector y de informes realizados por diferentes instituciones gubernamentales, tanto españolas como peruanas. Las conclusiones de la investigación son las siguientes. La creación de la mancomunidad del Yacus ha beneficiado a los pequeños agricultores. Estos consiguen mejores condiciones de venta y mejores precios para sus productos, lo que repercute en la mejora de sus condiciones de vida. Estas mejoras en las condiciones de venta de los productos se deben a su pertenencia a una cadena de valor de papa nativa que está funcionando de forma eficaz. Las empresas consideradas para constituir la cadena de valor han mostrado interés por formar parte de ella: los campesinos para obtener mejores precios por sus productos y unas mejores condiciones de venta; los distribuidores para asegurarse una calidad determinada de unas variedades fijas de papa nativa; la industria transformadora por disponer de un suministro de producto adecuado al derivado de papa nativa correspondiente, (hojuelas, tunta, etc.); las empresas exportadoras para tener suministro garantizado de los productos que ellos requieren en los volúmenes adecuados. Es una situación ventajosa para todas las empresas participantes. A pesar de trabajar con un producto tradicional, la cadena de valor de la papa nativa presenta innovación en los productos comercializados, tanto en la papa nativa fresca como en sus derivados, en los formatos de los productos, en la red de distribución, en las instituciones peruanas y en el consumidor final. Se percibe una demanda de papa nativa y de sus productos derivados en aquellos países donde existen comunidades de latinoamericanos que han emigrado de sus países de origen. España está entre los países que han acogido a un importante número de personas de origen latinoamericano. A pesar de la fuerte crisis económica sufrida por España, que ha llevado consigo la vuelta a sus países de origen de parte de su comunidad latinoamericana, el tamaño de esta población sigue siendo importante. Esta población demanda productos originarios de sus propios países, y los consumirían de forma frecuente si los precios son adecuados a su capacidad de consumo. El precio de venta de la papa nativa y sus derivados en España es de gran importancia. La importación de estos productos desde Perú hace que este eleve a niveles que le resta competitividad, en especial en la papa fresca. Se aconseja la búsqueda de empresas que puedan adaptar la producción de la papa fresca de forma local, y mantener para los derivados la exportación directa a España. Las preferencias de los consumidores peruanos y españoles en cuanto a formatos y marcas se refieren no son coincidentes. De las encuestas realizadas, se concluye que no puede seguirse la misma estrategia de marketing en ambos países, debiéndose diferenciar los formatos de los paquetes de la papa nativa y de sus derivados en España y en Perú, para así lograr llegar a los consumidores potenciales de ambos países. ABSTRACT At the request of the Peruvian government, the UN General Assembly declared the International Year of the Potato in 2008. Since 2005, the Peruvian government has implemented strategies around the importance of the potato, as the declaration of the 30th of May as the National Day of the Potato. FAO (Food and Agriculture Organization of the United Nations) has declared 2014 as the International Year of Family Farming, with an approach shared by this Ph.D. dissertation about the Peruvian peasant family. The Peruvian government uses value chains as a strategy to promote sustainable development, which has allowed to contribute to the social and economic inclusion of poor farmers in the high Andean regions as those located in the municipal commonwealth of Yacus (MMY) province of Jauja, department of Junín. This strategy, which incorporates small farmers in the high Andean regions, (who have very low income), to the market with profitable production processes, implies a number of changes that should take place, such as changing patterns of traditional production to those products or services that are in demand in the market, or changes in the mentality of the small farmer into a concept of production business. (Fabián, 2013). Moreover, the sustainability of value chains depends on the weakest link, which demands a knowledge of the status of all the links, in order to integrate and strengthen the chain. It is required an adequate transparency to facilitate the flow of information between the various actors. (Briz et al., 2012). Furthermore, the establishment of the value chain should be done carefully, since the effectiveness and the survival of the businesses are increasingly linked to the value chain where the firm is included and to its coordination. (Briz, 2011). In this situation, it becomes important to study the value chain of the native potato, once we establish its features, to be able to determine the feasibility or not of a value chain of this product, which has an impact of the generated wealth in small farms of the high Andean regions, and even the extension of this value chain to Spain. There are studies on native potatoes, made by different universities in several countries and even in more than one continent. However, most studies focus on improving the production of native potato. The originality of the research conducted in this Ph.D. dissertation is the study of the feasibility of commercialization of native potato, by the creation of a value chain that starts in the province of Jauja, Perú, and ends both in Peruvian markets in the region of Lima, and in Spain. The main goal of this research is to improve the economic and social conditions of farming communities in the province of Jauja in Perú, while promoting its technological and industrial development, by the establishment of a value chain of the native potato and derivatives. The specific objectives of the research are the characterization of the links in the value chain of the native potato and its derivatives in the province of Jauja, (Perú) and in Spain, in order to determine the added value; the strengthening of organizations of native potato producers, to commercialize their products and the promotion of enterprise culture; and the development of a chain to market native potato and its derivatives, with its origin in the province of Jauja, (Perú), and its end in Spain, with the sale to the Spanish consumer. In order to achieve these objectives, the used methodology is the agrifood value chain, using as a tool to analysis it the SWOT analysis of the value chain of the native potato. The primary sources of information used in the research come partly from UPM cooperation project, "Improving the value chain of Andean potato as a boost to rural development. Case Three Rural Communities in the Province of Jauja, (Perú)", in which the Ph.D. student was involved, and partly from the surveys, which were specifically designed for the different links of the value chain of the native potato. The secondary sources of information come from academic articles, from articles published by magazines of the industry, and from reports of several government institutions, both Spanish and Peruvian. The conclusions of the research are as follows. The creation of the commonwealth of Yacus has benefited small farmers. They get better sales conditions and better prices for their products, which results in the improvement of their living conditions. These improvements are due to a value chain of native potato which is working effectively. All the firms invited to constitute the value chain have shown interest in being part of it: the farmers to get better prices for their products and better sale conditions; the distributors to ensure a certain quality of fixed varieties of native potato, the processing industry in order to have an adequate supply of product to the corresponding derivative of native potato (chips, “tunta”, etc.); exporting firms to have a guaranteed supply of the products that they require with the right volumes. It's a win-win situation for all participating companies. Despite being a traditional product, the value chain of the native potato presents innovation in marketed products, (both fresh native potato and its derivatives), in the formats of products, in the distribution network, in Peruvian institutions and in relation with the consumer. There is a perceived demand of native potato and its products in countries where communities of Latin Americans have settled down. Spain is among the countries that have received a significant number of people from Latin America. Despite the strong economic crisis suffered by Spain, which has lead to a return to their home countries of part of the Latin American community, the size of this population is still considerable. This population demands products from their own countries, and they frequently consume them if the prices are suitable to their standard of living. The selling price of the native potato and its derivatives in Spain is of great importance. The import of these products from Perú makes the prices rise to levels that reduce competitiveness, especially in fresh native potatoes. It is advised to look for companies which can adapt the fresh potato production in our country, and keep direct export to Spain for the derivatives products. The preferences of Peruvian and Spanish consumers in terms of formats and brands are not the same. The surveys concluded that the same marketing strategy cannot be followed in both countries. Packet formats of native potato and its derivatives should be differentiated in Spain and Perú, in order to reach the potential consumers of both countries.

The impact of institutional environment and cultural context in the four different approaches to social enterprise

This article analyzes the characteristics of four different social enterprise schools of though (social economy, earned-income school in developed countries, earned-income in emerging countries, and social innovation) and the influence of the contextual elements (cultural, political, economic and social) on their configuration. This article draws on the qualitative discussions of social enterprise in different regions of the world. This paper is intended to contribute to the field of social enterprise by broadening the understanding of the influence of environment and institutions on the emergence of social enterprise.