Entropy diversity in multi-objective particle swarm optimization

Multi-objective particle swarm optimization (MOPSO) is a search algorithm based on social behavior. Most of the existing multi-objective particle swarm optimization schemes are based on Pareto optimality and aim to obtain a representative non-dominated Pareto front for a given problem. Several approaches have been proposed to study the convergence and performance of the algorithm, particularly by accessing the final results. In the present paper, a different approach is proposed, by using Shannon entropy to analyzethe MOPSO dynamics along the algorithm execution. The results indicate that Shannon entropy can be used as an indicator of diversity and convergence for MOPSO problems.

Crossing genetic and swarm intelligence algorithms to generate logic circuits

Genetic Algorithms (GAs) are adaptive heuristic search algorithm based on the evolutionary ideas of natural selection and genetic. The basic concept of GAs is designed to simulate processes in natural system necessary for evolution, specifically those that follow the principles first laid down by Charles Darwin of survival of the fittest. On the other hand, Particle swarm optimization (PSO) is a population based stochastic optimization technique inspired by social behavior of bird flocking or fish schooling. PSO shares many similarities with evolutionary computation techniques such as GAs. The system is initialized with a population of random solutions and searches for optima by updating generations. However, unlike GA, PSO has no evolution operators such as crossover and mutation. In PSO, the potential solutions, called particles, fly through the problem space by following the current optimum particles. PSO is attractive because there are few parameters to adjust. This paper presents hybridization between a GA algorithm and a PSO algorithm (crossing the two algorithms). The resulting algorithm is applied to the synthesis of combinational logic circuits. With this combination is possible to take advantage of the best features of each particular algorithm.

A new dinosaur tracksite in the Lower Cretaceous of Portugal

A new Lower Cretaceous (Aptian-Albian) dinosaur tracksite at the Olhos de Água beach is described. It is the first vertebrate fossil finding ever found in the concerned unit, and yielded 128 tracks in 17 trackways within an area of ca. 80 square metres. Three tridactyl footprint morphotypes have been recognized: - Type I ("Iguanodontipus-like") - trackways D, F, K, J and P; - Type 2 (large theropod), although larger in size, typically from a Grallator-like theropod footprint, i.e , A, B, G, H and 0 trackways; - Type 3 (medium size theropod); M is the only track of this type. There are other, poorly preserved, unidentified trackways. The theropod, swinging trackway B was produced by an animal that was limping. The theropod track M starts eastwards but drastically changes westwards, speeding up at the same time; this dinosaur decided to turn around and run in the opposite direction. This site shows three main trackway directions: to the South, to the East, and westwards. Except for the trackway 0, large theropods A, B, G and H walked southwards. Perpendicularly to the se, ornithopods, small theropods and unidentified trackmakers walked towards East (5) and West (7). The segregation oftrackmakers and directions, with large theropod traekways southwards and other dinosaurs' west or eastwards, may mean that large theropods patrolled a walkway area to an important resource, most probably water, often frequented by ornithopods and smaller theropods. There is no evidence of social behavior or gregarism: footprints' overposition shows that the large, southwards walking theropods passed on different occasions. Three trackway sequences can be established by chronologic order.

Análise de desempenho de algoritmos de otimização para extração de parâmetros em modelos semicondutores de potência

Apresenta-se nesta tese uma revisão da literatura sobre a modelação de semicondutores de potência baseada na física e posterior análise de desempenho de dois métodos estocásticos, Particle Swarm Optimizaton (PSO) e Simulated Annealing (SA), quando utilizado para identificação eficiente de parâmetros de modelos de dispositivos semicondutores de potência, baseado na física. O conhecimento dos valores destes parâmetros, para cada dispositivo, é fundamental para uma simulação precisa do comportamento dinâmico do semicondutor. Os parâmetros são extraídos passo-a-passo durante simulação transiente e desempenham um papel relevante. Uma outra abordagem interessante nesta tese relaciona-se com o facto de que nos últimos anos, os métodos de modelação para dispositivos de potência têm emergido, com alta precisão e baixo tempo de execução baseado na Equação de Difusão Ambipolar (EDA) para díodos de potência e implementação no MATLAB numa estratégia de optimização formal. A equação da EDA é resolvida numericamente sob várias condições de injeções e o modelo é desenvolvido e implementado como um subcircuito no simulador IsSpice. Larguras de camada de depleção, área total do dispositivo, nível de dopagem, entre outras, são alguns dos parâmetros extraídos do modelo. Extração de parâmetros é uma parte importante de desenvolvimento de modelo. O objectivo de extração de parâmetros e otimização é determinar tais valores de parâmetros de modelo de dispositivo que minimiza as diferenças entre um conjunto de características medidas e resultados obtidos pela simulação de modelo de dispositivo. Este processo de minimização é frequentemente chamado de ajuste de características de modelos para dados de medição. O algoritmo implementado, PSO é uma técnica de heurística de otimização promissora, eficiente e recentemente proposta por Kennedy e Eberhart, baseado no comportamento social. As técnicas propostas são encontradas para serem robustas e capazes de alcançar uma solução que é caracterizada para ser precisa e global. Comparada com algoritmo SA já realizada, o desempenho da técnica proposta tem sido testado utilizando dados experimentais para extrair parâmetros de dispositivos reais das características I-V medidas. Para validar o modelo, comparação entre resultados de modelo desenvolvido com um outro modelo já desenvolvido são apresentados.

Risk-factors for non-adherence to antiretroviral therapy

Cross-sectional study analyzed as case-control to identify risk factors for non-adherence to antiretroviral therapy. We studied 412 out-clinics HIV infected subjects of three public hospitals of Recife, Pernambuco. The objective was to examine the association between non-adherence to the antiretroviral therapy and biological, social-behavior and demographics and economic factors, factors related to the disease and/or treatment, factors related to life habits and depression symptoms. Variables significantly associated with non-adherence to antiretroviral therapy were: time elapsed since HIV diagnosis (p = 0.002), daily dose (p = 0.046), use of alcohol (p = 0.030) and past drug use (p = 0.048), and borderline p-values were found for educational level (p = 0.093) and family monthly income (p = 0.08). In the multivariable analysis, the factors that remained in the final model were family monthly income, time period with HIV infection and use of alcohol. No association was observed between non-adherence to antiretroviral therapy and gender, age, sexual orientation, marital status, educational level and place of residence. Based on our results and the local situation we suggest: assessment of social needs; training of partners and/or families on supporting adherence, creation of "adherence groups" to motivate and to reassure patients on the benefits of treatment; counseling and/or psychotherapy for alcohol drinkers.

Saúde Mental em meio prisional : avaliação de necessidades de cuidados em reclusos com perturbação mental

RESUMO: A população prisional é constituída por indivíduos geralmente sujeitos a alguma forma de exclusão social e que apresentam problemas de saúde física e mental mais frequentes do que na população em geral. A prevalência mais elevada de perturbações mentais e de suicídio nos reclusos, em relação à população civil, é consensual e está demonstrada em numerosos estudos internacionais. O abuso/dependência de substâncias, a depressão, as psicoses e a perturbação anti-social de personalidade são as perturbações mais comuns na população prisional. As perturbações mentais são importantes factores de risco de suicídio, de vitimização, de reincidência e de reentrada no sistema prisional. Assim sendo, o grupo de reclusos com perturbação mental constitui um grupo de risco relevante. A avaliação de necessidades de cuidados foi iniciada no Reino Unido como um método para o planeamento, medição dos resultados e financiamento dos cuidados de saúde. Para esta avaliação foram desenvolvidos instrumentos que avaliam as necessidades em diversos domínios (clínicos e sociais) para aplicação aos utentes, cuidadores e profissionais. Até aos anos noventa, a avaliação de necessidades no contexto prisional incidia especialmente nas necessidades de segurança dos serviços, segundo a perspectiva dos profissionais. Contudo, a partir do relatório Reed (1992), sobre a situação dos reclusos com perturbação mental, verificou-se uma abordagem mais abrangente, que incluía a avaliação das necessidades de cuidados dos reclusos. Embora as necessidades dos reclusos com perturbação mental pareçam ser similares às dos doentes psiquiátricos em geral, existem diferenças em determinados domínios como a comorbilidade do eixo II, o abuso de substâncias e o risco de violência. Por este motivo, as necessidades de cuidados de saúde mental dos reclusos são elevadas e frequentemente não se encontram satisfeitas. De forma a incluir estas especificidades foi desenvolvida a versão forense do Camberwell Assessment of Need (CAN), designada por CAN - Forensic Version (CANFOR). Actualmente existe um consenso generalizado entre as instituições internacionais do dever de proporcionar aos reclusos cuidados de saúde, de prevenção e de tratamento, equivalentes aos cuidados disponíveis para a população civil - o princípio da equivalência de cuidados. A presente investigação pretendeu caracterizar e avaliar as necessidades de cuidados dos reclusos acompanhados nos serviços de psiquiatria prisionais na área da Grande Lisboa (internamento no Serviço de Psiquiatria do Hospital Prisional de S. João de Deus (HPSJD) e consultas nos Estabelecimentos Prisionais (EP) de Caxias e de Tires). De modo a estabelecer uma comparação com sujeitos civis foi seleccionada uma amostra de conveniência de pacientes acompanhados num departamento de psiquiatria da mesma região, segundo um emparelhamento por sexo, escalão etário, e por diagnóstico, num período de 3 meses. Realizou-se um estudo de tipo observacional, transversal e comparativo. Aplicaram-se os seguintes instrumentos de avaliação: questionário específico, Brief Psychiatric Rating Scale 4.0, Mini International Neuropsychiatric Interview 5.0.0, Global Assessment Functioning, CAN-R e CANFOR-R. No período do estudo (12 meses) foram assistidos 149 reclusos, dos quais, 35 (23,5%) não cumpriram os critérios de inclusão. A amostra final de reclusos (PRs) (n=114) foi constituída por 79 homens (69,3%) e 35 mulheres (30,7%), dos quais 77 eram condenados (67,5%) e 37 (32,5%) encontravam-se detidos preventivamente. A amostra final de participantes civis (PCs) foi constituída por 121 indivíduos, dos quais 76 eram homens (62,8%) e 45 eram mulheres (37,2%).A amostra final de participantes civis (PCs) foi constituída por 121 indivíduos, dos quais 76 eram homens (62,8%) e 45 eram mulheres (37,2%). Relativamente aos PRs, o diagnóstico mais frequente foi a Perturbação Anti-social da Personalidade (57,9%), seguida pela Depressão Major (56,1%). A maioria (53,5%) apresentava três ou mais categorias diagnósticas. Aproximadamente um terço dos PRs (30%) pontuou o nível elevado de risco de suicídio. A probabilidade deste risco aumentava, significativamente, nos portadores de Depressão Major, de um maior nível de psicopatologia e de uma condenação actual. Perto de metade dos PRs (47,4%) possuía duas ou mais condenações prévias e mais de metade estavam envolvidos em crimes contra pessoas (53,5%). A probabilidade de condenações múltiplas foi significativamente superior nos portadores de Perturbação Antisocial da Personalidade e nos reclusos com maior número de necessidades totais. Entre os PRs dos dois sexos, as principais diferenças significativas residiram na maior frequência de consumo de substâncias e no maior número de necessidades de cuidados nãosatisfeitas nos homens versus mulheres. A comparação entre os PRs, antes da detenção, e os PCs mostrou que os primeiros possuíam menor escolaridade, menos medicação psiquiátrica, mas mais emprego e mais consumos de substâncias ilícitas. A Perturbação Anti-social da Personalidade (OR=26,4; IC95%: 10,7-64,9), a Perturbação Pós-stress Traumático (OR=15,0; IC95%: 3,5-65,4), a Dependência/Abuso de Substâncias (OR=8,5; IC95%: 4,2-17,6) a Depressão Major (OR=2,6; IC95%: 1,5-4,4) e o Risco de Suicídio Elevado (OR=2,6; IC95%: 1,4-5,0) foram significativamente mais frequentes nos PRs versus PCs. Relativamente à avaliação de necessidades de cuidados, os PRs mostraram maior número de necessidades não-satisfeitas e maior necessidade de ajuda profissional, em relação aos PCs. Embora diversas necessidades não-satisfeitas possam resultar da condição de recluso, outras, em domínios da saúde física, da segurança do próprio e dos consumos tóxicos, poderão indicar que os PRs recebem um nível de cuidados inferior ao necessário, em comparação com os PCs. Os PRs apresentaram patologia mental, predominantemente não-psicótica e elevado risco de suicídio/auto-agressão, associado a depressão, necessidades de cuidados e uma pena de prisão. Possuíam, numa frequência elevada, características, consistentemente, associadas à reincidência criminal (personalidade anti-social, consumos tóxicos, condenações anteriores), pelo que se justifica um especial acompanhamento deste grupo, no período pré e pós-libertação. A comparação de necessidades de cuidados no contexto civil e prisional indica um maior nível de necessidades e um menor nível de cuidados recebidos pelos PRs, em relação aos PCs. O princípio da equivalência de cuidados poderá estar comprometido nos indivíduos reclusos com perturbação mental. A utilização do CANFOR foi fácil e poderá contribuir para um melhor planeamento, oferta e avaliação de resultados ao nível individual. Os PRs e PCs revelaram características clínicas e de necessidades muito diferentes entre si, pelo que, os reclusos com perturbação mental deverão ser assistidos em serviços de saúde mental preparados para abordar as suas especificidades.---------------ABSTRACT: The prison population is generally made up of individuals who are usually subject to some sort of social exclusion and who show physical and mental problems more frequently than the general population. Various international studies have found higher rates of mental disturbances and suicide within the prison population. The most common mental disturbances found are substance abuse or dependency, depression, psychosis, and anti-social personality disturbance. Such mental disturbances are important factors in suicide, victimization, delinquency recurrence, and the risk of reentry into prison. As a result, prison inmates with mental disturbances are a relevant at risk group. Assessment of needs of care first started in the United Kingdom as a method of care planning, results measuring and finance health care. The method involved the development of certain measuring instruments to be used by patients, caregivers and professionals in order to evaluate needs in various domains (clinical and social). Until the nineties, the assessment of needs of care in a prison context focused mainly on the service’s security needs. However, after the Reed (1992) report on mentally disturbed inmates, a much wider approach was considered, which included evaluation of the inmate’s needs of care. However similar mentally disturbed prison inmates’ needs may appear to those of other psychiatric patients, there are some differences in particular domains, namely, co-morbidity of Axis II, substance abuse and the risk of violence. For this reason, inmates’ mental health care needs are high and very often not met. In order to include these specificities, a forensic version of the Camberwell assessment of need (CAN,) designated CAN – Forensic version (CANFOR) was developed. There is now generalized consensus among international institutions of the duty under the equivalent health care principle to provide inmates with preventative health care and treatment, that are equivalent to the care available to the civil population. This investigation aims to characterize and assess the health care provision of prison inmates admitted to Lisbon’s Psychiatric Prison ward - the Psychiatric Ward of São João de Deus Hospital (HPSJD) - and inmates in the Caxias and Tires Prison Establishments (EP) undertaking outpatient treatment. In order to establish a comparison between prison and civilian patients, a convenience sample was selected from civilian patients being treated in a psychiatric ward in the same geographical area. This sample was paired by gender, age group and diagnosis during a three month period. The study was observational, transversal and comparative. The following measuring instruments were used: a purpose-built questionnaire, Brief Psychiatric Rating Scale 4.0, Mini International Neuropsychiatric Interview 5.0.0, Global Assessment Functioning Scale, CAN-R and CANFOR-R. During the research period (12 months), 149 inmates received care, of whom 35 (23.5%) did not comply with the prerequisite criteria of this study. The final sample of inmates (PRs) (n=114) comprised 79 men (69.3%) and 35 (30.7%) women, of whom 77 (67.5%) were convicted prisoners and 37 (32.5%) were in preventive custody. The final sample for Civilian Participants (PCs) was made up of 121 individuals, of whom 76 (62.8%) were men and 45 (37.2%) were women. The most common diagnosis among the PRs was Anti-Social Personality Disorder (57.9%), followed by Major Depression (56.1%). More than half of the subjects in the sample (53.5%) showed three or more diagnostic categories. Approximately one third (30%) of the PRs showed a high level of suicide risk. The probability of this risk was significantly higher among Major Depression patients, those showing a higher level of psychopathology and those with a current conviction. Almost half of the PRs (47.4%) had been given two or more prior convictions and more than half (53.5%) were involved in crimes against people. The probability of multiple convictions was significantly higher among inmates with Anti-Social Personality Disorder and in those with more total needs. With regard to gender, the main significant difference among the PRs was that men were found to have a higher frequency of substance use and a greater number of unsatisfied caring needs than women. Comparison between the PRs prior to detention and PCs revealed that the former held lower educational qualifications and received less psychiatric medication, but had higher levels of employment and showed greater consumption of illicit substances. In addition Anti-Social Personality Disorder (OR=26.4; IC 95%: 10.7-64.9), Post-Stress Traumatic Disturbance (OR=15.0; IC 95%: 3.5-65.4), Substance Dependency/Abuse (OR=8.5; IC 95%: 4.2-17.6), Major Depression (OR=2.6; IC 95%: 1.5-4.4), and High Suicide Risk (OR=2.6; IC 95%: 1.4-5.0) were significantly more frequent amongst PRs than PCs. The results for needs assessment revealed that the PRs showed higher levels of unmet needs and a greater need for professional help in comparison with the PCs. Although various unmet needs may result from the inmate’s condition, other needs - in particular those regarding physical health, personal security and toxic substance use - suggest that the care given to PRs may be inadequate in comparison with that given to PCs. This implies that the principle of equivalent health care for PRs with mental illnesses may not be upheld. Furthermore, the mental morbidity results of the PRs indicated that they suffer predominantly from non-psychotic and high suicide/self inflicted aggression risk associated with depression, caring needs and a prison sentence. They also often showed characteristics that are consistently associated with criminal recidivism (Anti-social Personality, use of toxic substances, prior convictions). This result justifies that there should be special follow-up for this group in the pre- and after release period. The use of CANFOR proved to be simple and the application delay was acceptable. No difficulties were encountered in the understanding of its categories by its users. As a result, itcould contribute towards better planning, supply and assessment of results at an individual level. Given that the PRs and PCs revealed different clinical and needs characteristics, it is recommended that inmates with mental disturbances should be assisted in mental health services that are adequately prepared to address their specificities.

Politicization of non-political events

Spatial analysis and social network analysis typically take into consideration social processes in specific contexts of geographical or network space. The research in political science increasingly strives to model heterogeneity and spatial dependence. To better understand and geographically model the relationship between “non-political” events, streaming data from social networks, and political climate was the primary objective of the current study. Geographic information systems (GIS) are useful tools in the organization and analysis of streaming data from social networks. In this study, geographical and statistical analysis were combined in order to define the temporal and spatial nature of the data eminating from the popular social network Twitter during the 2014 FIFA World Cup. The study spans the entire globe because Twitter’s geotagging function, the fundamental data that makes this study possible, is not limited to a geographic area. By examining the public reactions to an inherenlty non-political event, this study serves to illuminate broader questions about social behavior and spatial dependence. From a practical perspective, the analyses demonstrate how the discussion of political topics fluсtuate according to football matches. Tableau and Rapidminer, in addition to a set basic statistical methods, were applied to find patterns in the social behavior in space and time in different geographic regions. It was found some insight into the relationship between an ostensibly non-political event – the World Cup - and public opinion transmitted by social media. The methodology could serve as a prototype for future studies and guide policy makers in governmental and non-governmental organizations in gauging the public opinion in certain geographic locations.

Pisco-oncologia : Ansiedade, depressão e qualidade de vida nos doentes hemato-oncológicos

Dissertação de Mestrado apresentada ao ISPA - Instituto Universitário

A firefly dynamic penalty approach for solving engineering design problems

Firefly Algorithm is a recent swarm intelligence method, inspired by the social behavior of fireflies, based on their flashing and attraction characteristics [1, 2]. In this paper, we analyze the implementation of a dynamic penalty approach combined with the Firefly algorithm for solving constrained global optimization problems. In order to assess the applicability and performance of the proposed method, some benchmark problems from engineering design optimization are considered.

Transtorno de oposição e desafio e transtorno de conduta: os desfechos no TDAH em adultos

Os autores examinam a influência dos transtornos de oposição e desafio (TOD), de conduta (TC) e de personalidade anti-social (TPAS) ao longo da vida do indivíduo com TDAH. Os principais achados mostram que o TDAH é modulado por essas comorbidades e que seu prognóstico é modificado dependendo da presença ou não desses transtornos. O transtorno de oposição e desafio intensificaria as características de impulsividade e isolacionismo do TDAH, porém não acarretaria em um aumento na incidência de TPAS na vida adulta. Já o TC associado ao TDAH implica um aumento significativo na impulsividade e agressividade, estando associado significativamente a TPAS e um pior prognóstico. A diferenciação entre os diferentes transtornos e seu correto diagnóstico é essencial para o tratamento adequado do TDAH. Futuros estudos precisam determinar se o tratamento do TDAH produziria uma mudança significativa no prognóstico desse grupo de pacientes.

“PhenoWorld”: a new multidimensional strategy for studying behaviour in rodents

Tese de Doutoramento em Ciências da Saúde

Selfie: a força comunicacional do autorretrato que as redes sociais reinventaram

Dissertação de mestrado em Ciências da Comunicação (área de especialização em Informação e Jornalismo)

Effect of bird density on the decision to join a group in the Sicalis flaveola pelzeni (Passeriformes, Emberizidae)

A change in bird density within a captive flock of Sicalis flaveola pelzeni (Sclater, 1872) affected the decision to join a group. Ruling out inter-individual differences and maintaining constant the size of a food patch, birds were found to fly more often to the food source and spend a longer time in its environs when kept in greater groups.

Long-term outcome after cognitive and behavioral regression in nonlesional epilepsy with continuous spike-waves during slow-wave sleep.

PURPOSE: To present the long-term follow-up of 10 adolescents and young adults with documented cognitive and behavioral regression as children due to nonlesional focal, mainly frontal, epilepsy with continuous spike-waves during slow wave sleep (CSWS). METHODS: Past medical and electroencephalography (EEG) data were reviewed and neuropsychological tests exploring main cognitive functions were administered. KEY FINDINGS: After a mean duration of follow-up of 15.6 years (range, 8-23 years), none of the 10 patients had recovered fully, but four regained borderline to normal intelligence and were almost independent. Patients with prolonged global intellectual regression had the worst outcome, whereas those with more specific and short-lived deficits recovered best. The marked behavioral disorders resolved in all but one patient. Executive functions were neither severely nor homogenously affected. Three patients with a frontal syndrome during the active phase (AP) disclosed only mild residual executive and social cognition deficits. The main cognitive gains occurred shortly after the AP, but qualitative improvements continued to occur. Long-term outcome correlated best with duration of CSWS. SIGNIFICANCE: Our findings emphasize that cognitive recovery after cessation of CSWS depends on the severity and duration of the initial regression. None of our patients had major executive and social cognition deficits with preserved intelligence, as reported in adults with early destructive lesions of the frontal lobes. Early recognition of epilepsy with CSWS and rapid introduction of effective therapy are crucial for a best possible outcome.