Case base adaptation using solution-space metrics

In this paper we propose a generalisation of the k-nearest neighbour (k-NN) retrieval method based on an error function using distance metrics in the solution and problem space. It is an interpolative method which is proposed to be effective for sparse case bases. The method applies equally to nominal, continuous and mixed domains, and does not depend upon an embedding n-dimensional space. In continuous Euclidean problem domains, the method is shown to be a generalisation of the Shepard's Interpolation method. We term the retrieval algorithm the Generalised Shepard Nearest Neighbour (GSNN) method. A novel aspect of GSNN is that it provides a general method for interpolation over nominal solution domains. The performance of the retrieval method is examined with reference to the Iris classification problem,and to a simulated sparse nominal value test problem. The introducion of a solution-space metric is shown to out-perform conventional nearest neighbours methods on sparse case bases.

Case-based retrieval of 3-dimensional shapes for the design of metal castings

This paper describes research into retrieval based on 3-dimensional shapes for use in the metal casting industry. The purpose of the system is to advise a casting engineer on the design aspects of a new casting by reference to similar castings which have been prototyped and tested in the past. The key aspects of the system are the orientation of the shape within the mould, the positions of feeders and chills, and particular advice concerning special problems and solutions, and possible redesign. The main focus of this research is the effectiveness of similarity measures based on 3-dimensional shapes. The approach adopted here is to construct similarity measures based on a graphical representation deriving from a shape decomposition used extensively by experienced casting design engineers. The paper explains the graphical representation and discusses similarity measures based on it. Performance measures for the CBR system are given, and the results for trials of the system are presented. The competence of the current case-base is discussed, with reference to a representation of cases as points in an n-dimensional feature space, and its principal components visualization. A refinement of the case base is performed as a result of the competence analysis and the performance of the case-base before and after refinement is compared.

Los nuevos territorios de la gráfica: imagen, proceso y distribución

La gráfica se encuentra en un proceso de simbiosis con la cultura visual en el que la tecnología de la imagen, la descentralización de la matriz y la adaptación del formato expositivo se funden con el resto de las actividades artísticas. El análisis de las comunidades formadas alrededor de esta práctica configura un puzzle, aparentemente bien encajado, que se divide entre el formalismo y el conceptualismo y entre la idea y el proceso. Las bienales y trienales, a la vanguardia del discurso, cuestionan cualquier concepto que se haya podido asentar con solidez: ante la decadencia del proceso artesanal el mensaje se profundiza nutriéndose de la invectiva provocada por las contradicciones sociales, territoriales y medioambientales para convertirse en un reflejo de la sociedad contemporánea. Comprender la gráfica actual pasa por un ejercicio de aperturismo y un proceso de adaptación al cambio técnico e iconográfico de los sectores implicados. El grabado es ahora un territorio en el que la integración de todas las artes permite cruzar sus fronteras con fluidez.

SVD-Based Universal Spatial Domain Image Steganalysis

This paper is concerned with the universal (blind) image steganalysis problem and introduces a novel method to detect especially spatial domain steganographic methods. The proposed steganalyzer models linear dependencies of image rows/columns in local neighborhoods using singular value decomposition transform and employs content independency provided by a Wiener filtering process. Experimental results show that the novel method has superior performance when compared with its counterparts in terms of spatial domain steganography. Experiments also demonstrate the reasonable ability of the method to detect discrete cosine transform-based steganography as well as the perturbation quantization method.

Whole Slide Image Cytometry: a Novel Method for the Detection and Quantification of Abnormal DNA Contents in Barrett’s Oesophagus

Background: Barrett's oesophagus (BO) is a well recognized precursor of the majority of cases of oesophageal adenocarcinoma (OAC). Endoscopic surveillance of BO patients is frequently undertaken in an attempt to detect early OAC, high grade dysplasia (HGD) or low grade dysplasia (LGD). However histological interpretation and grading of dysplasia is subjective and poorly reproducible. The alternative flow cytometry and cytology-preparation image cytometry techniques require large amounts of tissue and specialist expertise which are not widely available for frontline health care.
Methods: This study has combined whole slide imaging with DNA image cytometry, to provide a novel method for the detection and quantification of abnormal DNA contents. 20 cases were evaluated, including 8 Barrett's specialised intestinal metaplasia (SIM), 6 LGD and 6 HGD. Feulgen stained oesophageal sections (1µm thickness) were digitally scanned in their entirety and evaluated to select regions of interests and abnormalities. Barrett’s mucosa was then interactively chosen for automatic nuclei segmentation where irrelevant cell types are ignored. The combined DNA content histogram for all selected image regions was then obtained. In addition, histogram measurements, including 5c exceeding ratio (xER-5C), 2c deviation index (2cDI) and DNA grade of malignancy (DNA-MG), were computed.
Results: The histogram measurements, xER-5C, 2cDI and DNA-MG, were shown to be effective in differentiating SIM from HGD, SIM from LGD, and LGD from HGD. All three measurements discriminated SIM from HGD cases successfully with statistical significance (pxER-5C=0.0041, p2cDI=0.0151 and pDNA-MG=0.0057). Statistical significance is also achieved differentiating SIM from LGD samples with pxER-5C=0.0019, p2cDI=0.0023 and pDNA-MG=0.0030. Furthermore the differences between LGD and HGD cases are statistical significant (pxER-5C=0.0289, p2cDI=0.0486 and pDNA-MG=0.0384).
Conclusion: Whole slide image cytometry is a novel and effective method for the detection and quantification of abnormal DNA content in BO. Compared to manual histological review, this proposed method is more objective and reproducible. Compared to flow cytometry and cytology-preparation image cytometry, the current method is low cost, simple to use and only requires a single 1µm tissue section. Whole slide image cytometry could assist the routine clinical diagnosis of dysplasia in BO, which is relevant for future progression risk to OAC.

Graphene Nanoribbons as a Drug Delivery Agent for Lucanthone Mediated Therapy of Glioblastoma Multiforme

We report use of PEG-DSPE coated oxidized graphene nanoribbons (O-GNR-PEG-DSPE) as agent for delivery of anti-tumor drug Lucanthone (Luc) into Glioblastoma Multiformae (GBM) cells targeting base excision repair enzyme APE-1 (Apurinic endonuclease-1). Lucanthone, an endonuclease inhibitor of APE-1, was loaded onto O-GNR-PEG-DSPEs using a simple non-covalent method. We found its uptake by GBM cell line U251 exceeding 67% and 60% in APE-1-overexpressing U251, post 24 h. However, their uptake was ~ 38% and 29% by MCF-7 and rat glial progenitor cells (CG-4), respectively. TEM analysis of U251 showed large aggregates of O-GNR-PEG-DSPE in vesicles. Luc-O-GNR-PEG-DSPE was significantly toxic to U251 but showed little/no toxicity when exposed to MCF-7/CG-4 cells. This differential uptake effect can be exploited to use O-GNR-PEG-DSPEs as a vehicle for Luc delivery to GBM, while reducing nonspecific cytotoxicity to the surrounding healthy tissue. Cell death in U251 was necrotic, probably due to oxidative degradation of APE-1.

Graphical abstract

We used O-GNR-PEG-DSPE as a reliable, non-toxic vehicle for delivery of APE-1 inhibiting Lucanthone into GBM tumor cell lines. LUC-O-GNR-PEG-DSPE particles showed 60% or more uptake by CMV/U251 and A1-5/CMV/U251 where as the uptake by MCF7 and normal CG4 glial cells was much lower (38% and 29% respectively). Different concentrations of Luc (5–80 μM) loaded onto O-GNR-PEG-DSPE showed lower toxicity in the exposed cells compared to the free drug, due to possible slow release of the drug from this particle, which ensures minimum non-specific release of the drug from the particle once it is injected in vivo.
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Knowledge Management Techniques to Augment Textual CBR (PhD Thesis)

The past decade had witnessed an unprecedented growth in the amount of available digital content, and its volume is expected to continue to grow the next few years. Unstructured text data generated from web and enterprise sources form a large fraction of such content. Many of these contain large volumes of reusable data such as solutions to frequently occurring problems, and general know-how that may be reused in appropriate contexts. In this work, we address issues around leveraging unstructured text data from sources as diverse as the web and the enterprise within the Case-based Reasoning framework. Case-based Reasoning (CBR) provides a framework and methodology for systematic reuse of historical knowledge that is available in the form of problemsolution
pairs, in solving new problems. Here, we consider possibilities of enhancing Textual CBR systems under three main themes: procurement, maintenance and retrieval. We adapt and build upon the stateof-the-art techniques from data mining and natural language processing in addressing various challenges therein. Under procurement, we investigate the problem of extracting cases (i.e., problem-solution pairs) from data sources such as incident/experience
reports. We develop case-base maintenance methods specifically tuned to text targeted towards retaining solutions such that the utility of the filtered case base in solving new problems is maximized. Further, we address the problem of query suggestions for textual case-bases and show that exploiting the problem-solution partition can enhance retrieval effectiveness by prioritizing more useful query suggestions. Additionally, we illustrate interpretable clustering as a tool to drill-down to domain specific text collections (since CBR systems are usually very domain specific) and develop techniques for improved similarity assessment in social media sources such as microblogs. Through extensive empirical evaluations, we illustrate the improvements that we are able to
achieve over the state-of-the-art methods for the respective tasks.

O design dos jornais diários e generalistas portugueses

O presente trabalho é um estudo comparativo de imagem gráfica que visa analisar o estado actual do design gráfico dos jornais diários nacionais de cariz generalista – Público, Diário de Notícias, Jornal de Notícias, Correio da Manhã e 24 Horas. Efectuada a análise dos jornais, é proposto o redesign do Jornal de Notícias, com o objectivo de aplicar as conclusões obtidas de forma teórica num projecto prático. As opiniões resultantes deste trabalho apresentam dois tipos de contributo: em primeiro lugar, permitem caracterizar num determinado período de tempo a apresentação visual das publicações diárias e generalistas em Portugal. Em segundo lugar, contribuem para ultrapassar as soluções de menor eficácia, potenciando a apresentação visual do conteúdo informativo das publicações acima referidas, com o objectivo de fidelizar e aumentar o número de leitores e potenciar as vendas. A metodologia utilizada para a realização da presente tese desenvolve-se em três partes: na primeira parte, a leitura bibliográfica, a investigação e o registo de informações, distribuída ao longo de treze áreas fundamentais para a compreensão e posterior aplicação às restantes partes; na segunda parte, o recurso a entrevistas a profissionais ligados ao design de publicações jornalísticas, bem como a análise de jornais diários nacionais e estrangeiros, tendo como base os resultados obtidos pelo Poynter Institute for Media Sudies no projecto Eye-Trac Research, um dos maiores estudos realizados sobre a importância da cor nas publicações jornalísticas e da forma como o leitor percorre as páginas de um jornal; na terceira parte, a realização de um projecto de redesign para o Jornal de Notícias. Na opinião de alguns especialistas, como Mario García e Rodrigo Fino, no futuro os jornais terão uma função de complementaridade relativamente às restantes plataformas de informação e o público será simultaneamente leitor no ecrã e no papel. Nesse sentido, os designers deverão encontrar novas formas de potenciar o conteúdo e de estabelecer graficamente meios eficazes de ligação entre as diferentes plataformas de informação. Independentemente do suporte, em papel ou no ecrã, a função do designer será sempre a de encontrar soluções mais eficazes para cada caso concreto.

Beyond the artefact and techno-centricity: towards process-centric understanding of architecture - alternative facilitation strategies and proposals

The artefact and techno-centricity of the research into the architecture process needs to be counterbalanced by other approaches. An increasing amount of information is collected and used in the process, resulting in challenges related to information and knowledge management, as this research evidences through interviews with practicing architects. However, emerging technologies are expected to resolve many of the traditional challenges, opening up new avenues for research. This research suggests that among them novel techniques addressing how architects interact with project information, especially that indirectly related to the artefacts, and tools which better address the social nature of work, notably communication between participants, become a higher priority. In the fields associated with the Human Computer Interaction generic solutions still frequently prevail, whereas it appears that specific alternative approaches would be particularly in demand for the dynamic and context dependent design process. This research identifies an opportunity for a process-centric and integrative approach for architectural practice and proposes an information management and communication software application, developed for the needs discovered in close collaboration with architects. Departing from the architects’ challenges, an information management software application, Mneme, was designed and developed until a working prototype. It proposes the use of visualizations as an interface to provide an overview of the process, facilitate project information retrieval and access, and visualize relationships between the pieces of information. Challenges with communication about visual content, such as images and 3D files, led to a development of a communication feature allowing discussions attached to any file format and searchable from a database. Based on the architects testing the prototype and literature recognizing the subjective side of usability, this thesis argues that visualizations, even 3D visualizations, present potential as an interface for information management in the architecture process. The architects confirmed that Mneme allowed them to have a better project overview, to easier locate heterogeneous content, and provided context for the project information. Communication feature in Mneme was seen to offer a lot of potential in design projects where diverse file formats are typically used. Through empirical understanding of the challenges in the architecture process, and through testing the resulting software proposal, this thesis suggests promising directions for future research into the architecture and design process.

Correlação entre argamassas e betões com base em análise reométrica

O presente trabalho teve como objetivo principal estudar a correlação no estado fresco e no estado endurecido entre argamassas e betões com pozolanas, nomeadamente, um metacaulino e uma diatomite. Este trabalho procurou também otimizar a utilização dos materiais pozolânicos na produção de argamassas e betões. O estudo do comportamento reológico inicia-se com a avaliação da argamassa padrão e do betão padrão, utilizando para tal reómetros adequados a cada material. O comportamento reológico das argamassas com pozolanas foi analisado em função do comportamento da argamassa padrão. Verificou-se que é possível ajustar o comportamento reológico de argamassas com pozolanas ao comportamento da argamassa padrão e, deste modo, obter-se também betões correspondentes (com pozolanas) dentro do intervalo de trabalhabilidade pretendido e pré-definido para o betão padrão. Também foi possível concluir que, até um determinado teor de material pozolânico, se verificava uma correlação entre os parâmetros reológicos (viscosidade e tensão de cedência) das argamassas e os seus betões correspondentes. Na caracterização das argamassas e betões no estado endurecido, verificou-se a existência de uma correlação entre a resistência à compressão das argamassas e as resistências dos betões correspondentes para a maioria das formulações. Quando o ajuste de trabalhabilidade foi efetuado através da alteração do teor de água, apenas as formulações com metacaulino apresentavam uma relação linear entre as resistências das argamassas e a dos betões correspondentes. Usando um agente redutor de água de amassadura para o ajuste de trabalhabilidade, as formulações com metacaulino continuam a apresentar uma relação linear entre as resistências das argamassas e as resistências dos betões. As formulações mistas, com metacaulino e diatomite, também apresentam uma relação linear entre o valor das resistências das argamassas e dos betões. As composições com diatomite não mostram esta relação linear entre a resistência das argamassas e a resistência dos betões, embora exista uma correlação entre elas. O estudo de algumas propriedades no estado endurecido de betões mostrou que a utilização de água como elemento de ajuste de trabalhabilidade diminui sempre a resistência à compressão dos betões com o aumento do teor em pozolana. O uso de um agente redutor de água de amassadura, principalmente no caso da utilização do metacaulino, aumenta a resistência dos betões face ao padrão devido à sua maior reatividade pozolânica relativamente à diatomite. Estas tendências para os resultados observados na resistência mecânica foram também visíveis no módulo de elasticidade e justificáveis pela evolução da microestrutura avaliada conjuntamente por porosimetria, análises térmicas e microscopia eletrónica de varrimento. Finalmente, no estudo da influência dos materiais pozolânicos sobre a durabilidade dos betões, especificamente sobre a resistência à penetração de cloretos, ambas as pozolanas mostraram um efeito bloqueador à penetração de cloretos e, também aqui esse efeito foi mais evidente em composições com metacaulino e na presença de um agente redutor de água de amassadura.

Golf destinations' brand personality: the case of the Algarve

The purpose of this research is to develop and validate a measurement scale to assess golf destinations’ brand personality and therefore to perceive the destination personality of the Algarve as a golf destination. Based on literature review on human personality, brand personality, destination brand image and marketing scales validation procedures, an initial 36 unrepeated items were the base for a survey instrument. Those items were generated from the literature, from the results of individual interviews with experts in tourism and golf in the Algarve and from promotional texts in golf- related websites. After content validation, the items were allocated into categories of attributes by a panel of expert judges. A survey was then applied to a convenient sample of 600 golf players in the Algarve, and 545 (valid) questionnaires were analysed to refine the scale. Golf players assessed the components of the relational brand personality (functional, symbolic and experiential) as well as the Algarve as a golf destination. A taxonomy of brand personality was developed and tested in the Algarve as it is recognized as one of the world best golf destination. The developed taxonomy of brand personality was assessed in two ways: 1) through the overall perception of the Algarve as a golf destination and 2) through the perception of specific attributes of the destination grouped into three main categories (functional, symbolic and experiential). Therefore, two multi-dimensional brand personality models were estimated by using structural equation modelling. Findings of this study indicate that golf players ascribe personality characteristics to destinations. The brand personality of the Algarve is translated into three main dimensions enjoyableness, distinctiveness and friendliness when tourists/golf players reveal their overall perception of the destination. The brand personality of golf destination Algarve is reflected in the dimensions reliability, hospitality, uniqueness and attractiveness when tourists assess the components of the relational brand personality. Refined scales consisting of 10 and 12 items were finally derived meeting both reliability and validity requirements. This study does not replicate Aaker’s (1997) personality dimensions and very little parallelism can be drawn with Aaker’s (1997) brand personality scale since only three items from her scale were validated in both models: friendly and cheerful, (sincerity), reliable (competence). The same is verified concerning the ‘Big-five’. The human personality traits (HPT) validated to describe golf destinations personality are only four helpful, pleasant (agreeableness), relaxed (emotional stability), and innovative (intellect or openness). As far as destination image descriptors (DID) are concerned, the items appealing, relaxed and safe were validated, while traits suggested by the interviews and website promotional texts such as calm, natural, spectacular, unique, welcoming, and the best (destination-specific traits) appear to be appropriate to describe the personality of a golf destination. The results suggest that the overall perception of the Algarve´s brand personality is described by the dimensions enjoyableness, distinctiveness and friendliness. Moreover, the relational perspective revealed that the functional attributes of the destination are described by the dimension reliablility, while the symbolic attributes are described by the dimensions hospitablility and uniqueness and finally its experiential attributes are described by the dimension attractiveness. These results show that a golf destination´s brand personality should not just be based on good golf practices. Theoretical and practical implications are discussed in the context of destination brand personality.

Desenvolvimento de um sistema multidimensional para classificação e gestão de informação em saúde: aplicabilidade à informação clínica

Introdução: A profusão de informação na área médica cria problemas de gestão, sendo necessários métodos sistematizados para armazenamento e recuperação. Quando a informação se insere no contexto do processo clínico, os métodos devem integrar terminologias biomédicas controladas e igualmente devem integrar as características desejáveis dirigidas à estrutura, conteúdo e resultados clínicos. O objectivo deste artigo é testar a aplicabilidade e capacidade de recuperação, de um sistema multidimensional desenvolvido para classificação e gestão de informação em saúde. Métodos: A partir das questões recebidas em seis anos (Serviço de Informação de Medicamentos, Serviços Farmacêuticos, Hospitais da Universidade de Coimbra), seleccionaram-se 300 questões sobre informação clínica, por método aleatório informatizado. Caracterizou-se e avaliou-se a aplicabilidade pela quantidade classificada e pela necessidade de alterações ao sistema que é constituído por várias dimensões independentes e que englobam conceitos por vezes hierarquizados. A recuperação das questões foi testada pesquisando informação numa dimensão ou cruzamento de dimensões. Resultados: Todas as questões foram classificadas: 53% são casos clínicos com incidência nas doenças geniturinárias; doenças metabólicas, nutricionais e endócrinas; neoplasias; infecções e doenças do sistema nervoso. Em 81%, o objecto é o medicamento, sobretudo anti-infecciosos e anti-neoplásicos. As áreas de terapêutica e segurança foram as mais solicitadas, incidindo principalmente sobre os assuntos: utilização, reacções adversas, identificação de medicamentos e tecnologia farmacêutica. Na aplicabilidade, foi necessário adicionar alguns conceitos e modificar alguns grupos hierárquicos que não modificaram a estrutura base, nem colidiram com as características desejáveis. As limitações prenderam-se com os sistemas de classificação externos integrados. A pesquisa na dimensão assunto, do conceito administração de medicamentos, recuperou 19 questões. O cruzamento de duas dimensões: anti-infecciosos (externa) e teratogenicidade (assunto), recuperou três questões. Nos dois exemplos recupera-se informação a partir de qualquer um dos níveis da hierarquia, do mais geral ao mais específico e mesmo a partir de dimensões externas. Conclusões: A utilização do sistema nesta amostra demonstrou aplicabilidade na classificação e arquivo de informação clínica, capacidade de recuperação e flexibilidade, sofrendo alterações sem interferir com as características desejáveis. Esta ferramenta permite a recuperação da evidência que interessa orientada para o doente. Introduction: The large amount of information in the medical area creates management problems, being necessary systematic methods for filing and retrieval. With information on the context of clinical records, methods must integrate controlled biomedical terminologies and desirable characteristics oriented to the structure, content and clinical results. The objective is to test the applicability and capacity for retrieval of a multidimensional system developed for classification and management of health information. Methods: Three hundred questions were randomly selected, by computerized method, from the questions received in six years (Medicine Information Service, Pharmaceutical Department, Coimbra University Hospitals). They were characterized and applicability evaluated by classified amount and need to alter the system, which is composed of various independent dimensions, incorporating concepts sometimes hierarchical. Questions retrieval was tested searching information in a dimension or between dimensions. Results: All questions were classified: 53% are clinical cases with illnesses incidence in the genitourinary system; metabolic, nutritional and endocrine disease; cancer; infections and nervous system. In 81%, the object is a drug, mostly anti-infectious and anti-neoplastic agents. The therapeutic and safety areas had been the most requested, regarding the subjects: use, adverse reactions, drug identification and pharmaceutical technology. As to applicability, it was necessary to add some concepts and modify same hierarchical groups, that didn’t modify the basic structure, nor had collided with the desirable characteristics. The limitations were related with the incorporated external classification systems. The search in the subject dimension of the concept drug administration retrieved 19 questions. The search between two dimensions: antiinfectious (external) and teratogenicity (subject) retrieved three questions. In the two examples, it was possible to retrieve information from any one of the levels of the hierarchy, from the most general to the most specific and even from external dimensions. Conclusions: The use of the system in this sample showed its applicability in clinical information classification and filing, retrieval capacity and flexibility, supporting modifications without interfering with desirable characteristics. This tool allows retrieval of patient-oriented evidence that matters.