The user query based learning system for lifetime prediction of metallic components

Real-World Data Mining Applications generally do not end up with the creation of the models. The use of the model is the final purpose especially in prediction tasks. The problem arises when the model is built based on much more information than that the user can provide in using the model. As a result, the performance of model reduces drastically due to many missing attributes values. This paper develops a new learning system framework, called as User Query Based Learning System (UQBLS), for building data mining models best suitable for users use. We demonstrate its deployment in a real-world application of the lifetime prediction of metallic components in buildings

A user driven data mining process model and learning system

This paper deals with the problem of using the data mining models in a real-world situation where the user can not provide all the inputs with which the predictive model is built. A learning system framework, Query Based Learning System (QBLS), is developed for improving the performance of the predictive models in practice where not all inputs are available for querying to the system. The automatic feature selection algorithm called Query Based Feature Selection (QBFS) is developed for selecting features to obtain a balance between the relative minimum subset of features and the relative maximum classification accuracy. Performance of the QBLS system and the QBFS algorithm is successfully demonstrated with a real-world application

Designers' experience and collaborative design : two case studies

Experience underlies all kinds of human knowledge and determines how people interact with products and environments. It also influences designers’ knowledge and their design process. An issue not fully addressed in current literature is about the way in which designers’ individual experience influences design tasks. This paper presents two qualitative design case studies that involve experiments employing collaborative design approaches. Case study one focuses on product usability and case study two, sustainable design. Both studies applied an empirical approach; data collected consisted of sketches and audio- and video-recordings. The studies share a common research approach that opens the discussion about designers’ interactions; the way those interactions reveal knowledge and experience, the influence of these interactions upon the design process and approach to design tasks. This paper will present the correlations and discrepancies between these two case studies and the collaborative design approach used in each study, outlining future research endeavors.

Citizen Consultation from Above and Below : The Australian Perspective

In Australia, a range of Federal Government services have been provided online for some time, but direct, online citizen consultation and involvement in processes of governance is relatively new. Moves towards more extensive citizen involvement in legislative processes are now being driven in a “top-down” fashion by government agencies, or in a “bottom-up” manner by individuals and third-sector organisations. This chapter focusses on one example from each of these categories, as well as discussing the presence of individual politicians in online social networking spaces. It argues that only a combination of these approaches can achieve effective consultation between citizens and policymakers. Existing at a remove from government sites and the frameworks for public communication which govern them, bottom-up consultation tools may provide a better chance for functioning, self-organising user communities to emerge, but they are also more easily ignored by governments not directly involved in their running. Top-down consultation tools, on the other hand, may seem to provide a more direct line of communication to relevant government officials, but for that reason are also more likely to be swamped by users who wish simply to register their dissent rather than engage in discussion. The challenge for governments, politicians, and user communities alike is to develop spaces in which productive and undisrupted exchanges between citizens and policymakers can take place.

Decision - Support Software Tool Handbook

The road and transport industry in Australia and overseas has come a long way to understanding the impact of road traffic noise on the urban environment. Most road authorities now have guidelines to help assess and manage the impact of road traffic noise on noise-sensitive areas and development. While several economic studies across Australia and overseas have tried to value the impact of noise on property prices, decision-makers investing in road traffic noise management strategies have relatively limited historic data and case studies to go on. The perceived success of a noise management strategy currently relies largely on community expectations at a given time, and is not necessarily based on the analysis of the costs and benefits, or the long-term viability and value to the community of the proposed treatment options. With changing trends in urban design, it is essential that the 'whole-of-life' costs and benefits of noise ameliorative treatment options and strategies be identified and made available for decisionmakers in future investment considerations. For this reason, CRC for Construction Innovation Australia funded a research project, Noise Management in Urban Environments to help decision-makers with future road traffic noise management investment decisions. RMIT University and the Queensland Department of Main Roads (QDMR) have conducted the research work, in collaboration with the Queensland Department of Public Works, ARUP Pty Ltd, and the Queensland University of Technology. The research has formed the basis for the development of a decision-support software tool, and helped collate technical and costing data for known noise amelioration treatment options. We intend that the decision support software tool (DST) should help an investment decision-maker to be better informed of suitable noise ameliorative treatment options on a project-by-project basis and identify likely costs and benefits associated with each of those options. This handbook has been prepared as a procedural guide for conducting a comparative assessment of noise ameliorative options. The handbook outlines the methodology and assumptions adopted in the decision-support framework for the investment decision-maker and user of the DST. The DST has been developed to provide an integrated user-friendly interface between road traffic noise modelling software, the relevant assessment criteria and the options analysis process. A user guide for the DST is incorporated in this handbook.

Five case studies applying soft systems methodology to knowledge management

Construction projects are faced with a challenge that must not be underestimated. These projects are increasingly becoming highly competitive, more complex, and difficult to manage. They become problems that are difficult to solve using traditional approaches. Soft Systems Methodology (SSM) is a systems approach that is used for analysis and problem solving in such complex and messy situations. SSM uses “systems thinking” in a cycle of action research, learning and reflection to help understand the various perceptions that exist in the minds of the different people involved in the situation. This paper examines the benefits of applying SSM to problems of knowledge management in construction project management, especially those situations that are challenging to understand and difficult to act upon. It includes five case studies of its use in dealing with the confusing situations that incorporate human, organizational and technical aspects.

'Anyone Can Edit' : Vom Nutzer zum Produtzer

Über die letzten Jahre hat sich einige öffentliche und kommerzielle Aufmerksamkeit auf ein Phänomen gerichtet, das sich anschickt, die Medienlandschaft grundlegend zu verändern. Yahoo! kaufte Flickr. Google erwarb YouTube. Rupert Murdoch kaufte MySpace, und erklärte, die Zukunft seines NewsCorp-Imperiums läge eher in der nutzergesteuerten Inhaltserschaffung innerhalb solcher sozialer Medien als in seinen vielen Zeitungen, Fernsehsendern und anderen Medieninteressen (2005). Schließlich brach TIME mit seiner langetablierten Tradition, eine herausragende Persönlichkeit als „Person des Jahres“ zu nominieren, und wählte stattdessen „You“: uns alle, die wir online in Kollaboration Inhalte schaffen (2006). Allerdings liegt die Bedeutung dieses nutzergesteuerten Phänomens nicht in solchen (letztlich unwichtigen) Ehrungen, oder auch nur in den Inhalten zentraler Websites wie YouTube und Flickr – vielmehr findet man sie in logischer Folge der ihr zugrunde liegenden Prinzipien (die wir hier weiter untersuchen werden) viel flächendeckender über das World Wide Web verbreitet; was wichtig ist am neuen Phänomen ist nicht nur der Erfolg seiner sichtbarsten Exponenten, sondern auch der „Long Tail“ (Anderson 2006) der vielen anderen nutzergesteuerten Projekte, die sich überall in der Online-Welt etabliert haben und jetzt beginnen, sich sogar in die Offline-Welt hinein auszubreiten.

Vom Prosumer zum Produser : Ein neues Verständnis nutzergesteuerter Inhaltserschaffung

Alvin Tofflers Bild des Prosumers beeinflußt weiterhin maßgeblich unser Verständnis vieler heutzutage als „Social Media“ oder „Web 2.0“ beschriebener nutzergesteuerter, kollaborativer Prozesse der Inhaltserstellung. Ein genauerer Blick auf Tofflers eigene Beschreibung seines Prosumermodells offenbart jedoch, daß es fest im Zeitalter der Massenmedienvorherrschaft verankert bleibt: der Prosumer ist eben nicht jener aus eigenem Antrieb aktive, kreative Ersteller und Weiterbearbeiter neuer Inhalte, wie er heutzutage in Projekten von der Open-Source-Software über die Wikipedia bis hin zu Second Life zu finden ist, sondern nur ein ganz besonders gut informierter, und daher in seinem Konsumverhalten sowohl besonders kritischer als auch besonders aktiver Konsument. Hochspezialisierte, High-End-Konsumenten etwa im Hi-Fi- oder Automobilbereich stellen viel eher das Idealbild des Prosumers dar als das für Mitarbeiter in oft eben gerade nicht (oder zumindest noch nicht) kommerziell erfaßten nutzergesteuerten Kollaborationsprojekten der Fall ist. Solches von Tofflers in den 70ern erarbeiteten Modells zu erwarten, ist sicherlich ohnehin zuviel verlangt. Das Problem liegt also nicht bei Toffler selbst, sondern vielmehr in den im Industriezeitalter vorherrschenden Vorstellungen eines recht deutlich in Produktion, Distribution, und Konsum eingeteilten Prozesses. Diese Dreiteilung war für die Erschaffung materieller wie immaterieller Güter durchaus notwendig – sie ist selbst für die konventionellen Massenmedien zutreffend, bei denen Inhaltsproduktion ebenso aus kommerziellen Gründen auf einige wenige Institutionen konzentriert war wie das für die Produktion von Konsumgütern der Fall ist. Im beginnenden Informationszeitalter, beherrscht durch dezentralisierte Mediennetzwerke und weithin erhaltbare und erschwingliche Produktionsmittel, liegt der Fall jedoch anders. Was passiert, wenn Distribution automatisch erfolgt, und wenn beinahe jeder Konsument auch Produzent sein kann, anstelle einer kleinen Schar von kommerziell unterstützten Produzenten, denen bestenfallls vielleicht eine Handvoll von nahezu professionellen Prosumern zur Seite steht? Was geschieht, wenn sich die Zahl der von Eric von Hippel als ‚lead user’ beschriebenen als Produzenten aktiven Konsumenten massiv ausdehnt – wenn, wie Wikipedias Slogan es beschreibt, ‚anyone can edit’, wenn also potentiell jeder Nutzer aktiv an der Inhaltserstellung teilnehmen kann? Um die kreative und kollaborative Beteiligung zu beschreiben, die heutzutage nutzergesteuerte Projekte wie etwa die Wikipedia auszeichnet, sind Begriffe wie ‚Produktion’ und ‚Konsum’ nur noch bedingt nützlich – selbst in Konstruktionen wie 'nutzergesteuerte Produktion' oder 'P2P-Produktion'. In den Nutzergemeinschaften, die an solchen Formen der Inhaltserschaffung teilnehmen, haben sich Rollen als Konsumenten und Benutzer längst unwiederbringlich mit solchen als Produzent vermischt: Nutzer sind immer auch unausweichlich Produzenten der gemeinsamen Informationssammlung, ganz egal, ob sie sich dessens auch bewußt sind: sie haben eine neue, hybride Rolle angenommen, die sich vielleicht am besten als 'Produtzer' umschreiben lassen kann. Projekte, die auf solche Produtzung (Englisch: produsage) aufbauen, finden sich in Bereichen von Open-Source-Software über Bürgerjournalismus bis hin zur Wikipedia, und darüberhinaus auch zunehmend in Computerspielen, Filesharing, und selbst im Design materieller Güter. Obwohl unterschiedlich in ihrer Ausrichtung, bauen sie doch auf eine kleine Zahl universeller Grundprinzipien auf. Dieser Vortrag beschreibt diese Grundprinzipien, und zeigt die möglichen Implikationen dieses Übergangs von Produktion (und Prosumption) zu Produtzung auf.

Produsage and business : sharing your brand with users

Relations between brands and their users continue to be affected by a traditional perspective that sees the producers and consumers of goods and services as inherently different animals. In the emerging information and knowledge economy, and especially in online contexts, this model is no longer sustainable. Instead, spearheaded by the Web 2.0 phenomenon, there is a trend towards the fusing of production and usage as a new, hybrid process of produsage. This presentation presents the key characteristics driving produsage processes, and describes four guiding principles for businesses as they share their brand with users: * Be open. * Seed community processes by providing content and tools. * Support community dynamics and devolve responsibilities. * Don't exploit the community and its work.

Conference Report of the First Meeting of the Native American and Indigenous Studies Association, 21-23 May 2009, Department of American Indian Studies, University of Minneapolis, Minesota, United States of America

Report provided back by Bronwyn Fredericks on her participation at the First Native American and Indigenous Studies Association Meeting held 21-23 May 2009 in Minnesota, United States of America.

Discourse practice gaps in work life balance : comparative case studies in the Australian construction industry

Perspectives on work-life balance (WLB) reflected in political, media and organisational discourse, would maintain that WLB is on the agenda because of broad social, economic and political factors (Fleetwood 2007). In contrast, critical scholarship which examines work-life balance (WLB) and its associated practices maintains that workplace flexibility is more than a quasi-functionalist response to contemporary problems faced by individuals, families or organisations. For example, the literature identifies where flexible work arrangements have not lived up to expectations of a panacea for work-home conflicts, being characterised as much by employer-driven working conditions that disadvantage workers and constrain balance, as they are by employee friendly practices that enable it (Charlesworth 1997). Further, even where generous organisational work-life balance policies exist, under-utilisation is an issue (Schaefer et al, 2007). Compounding these issues is that many employees perceive their paid work as becoming more intense, pressured and demanding (Townsend et al 2003).

Cipher cities

Cipher Cities was a practice-led research project developed in 3 stages between 2005 and 2007 resulting in the creation of a unique online community, ‘Cipher Cities’, that provides simple authoring tools and processes for individuals and groups to create their own mobile events and event journals, build community profile and participate in other online community activities. Cipher Cities was created to revitalise peoples relationship to everyday places by giving them the opportunity and motivation to create and share complex digital stories in simple and engaging ways. To do so we developed new design processes and methods for both the research team and the end user to appropriate web and mobile technologies. To do so we collaborated with ethnographers, designers and ICT researchers and developers. In teams we ran a series of workshops in a wide variety of cities in Australia to refine an engagement process and to test a series of iteratively developed prototypes to refine the systems that supported community motivation and collaboration. The result of the research is 2 fold: 1. a sophisticated prototype for researchers and designers to further experiment with community engagement methodologies using existing and emerging communications technologies. 2. A ‘human dimensions matrix’. This matrix assists in the identification and modification of place based interventions in the social, technical, spatial, cultural, pedagogical conditions of any given community. This matrix has now become an essential part of a number of subsequent projects and assists design collaborators to successfully conceptualise, generate and evaluate interactive experiences. the research team employed practice-led action research methodologies that involved a collaborative effort across the fields of interaction design and social science, in particular ethnography, in order to: 1. seek, contest, refine a design methodology that would maximise the successful application of a dynamic system to create new kinds of interactions between people, places and artefacts’. 2. To design and deploy an application that intervenes in place-based and mobile technologies and offers people simple interfaces to create and share digital stories. Cipher Cities was awarded 3 separate CRC competitive grants (over $270,000 in total) to assist 3 stages of research covering the development of the Ethnographic Design Methodologies, the development of the tools, and the testing and refinement of both the engagement models and technologies. The resulting methodologies and tools are in the process of being commercialised by the Australasian CRC for Interaction Design.

Benefits of e-learning benchmarks : Australian case studies

In 2004, the Australian Flexible Learning Framework developed a suite of quantitative and qualitative indicators on the uptake, use and impact of e-learning in the Vocational Education and Training (VET) sector. These indicators were used to design items for a survey to gather quantitative data for benchmarking. A series of four surveys gathered data from VET providers, teachers, students and their employers. The data formed baseline indicators that were used to establish organisational goals and benchmarks for e-learning. These indicators were the first know set for benchmarking e-learning in Australia. The case studies in this paper illustrate ways in which VET providers have approached e-learning benchmarking, the benefits achieved and the lessons that they learned. The cases exemplify how VET providers have adapted the baseline indicators, how the indicators informed organisational plans and e-learning outcomes. The benefits of benchmarking are categorised under three purposes: reporting, performance management, and service improvement. A set of practical strategies is derived from the cases for consideration by other organisations interested in benchmarking e-learning services.

Disposable maps : ad hoc location sharing

The gathering of people in everyday life is intertwined with travelling to negotiated locations. As a result, mobile phones are often used to rearrange meetings when one or more participants are late or cannot make it on time. Our research is based on the hypothesis that the provision of location data can enhance the experience of people who are meeting each other in different locations. This paper presents work-in-progress on a novel approach to share one’s location data in real-time which is visualised on a web-based map in a privacy conscious way. Disposable Maps allows users to select contacts from their phone’s address book who then receive up-to-date location data. The utilisation of peer-to-peer notifications and the application of unique URLs for location storage and presentation enable location sharing whilst ensuring users’ location privacy. In contrast to other location sharing services like Google Latitude, Disposable Maps enables ad hoc location sharing to actively selected location receivers for a fixed period of time in a specific given situation. We present first insights from an initial application user test and show future work on the approach of disposable information allocation.