Applicability of Process Mining Techniques in Business Environments

This thesis analyses problems related to the applicability, in business environments, of Process Mining tools and techniques. The first contribution is a presentation of the state of the art of Process Mining and a characterization of companies, in terms of their "process awareness". The work continues identifying circumstance where problems can emerge: data preparation; actual mining; and results interpretation. Other problems are the configuration of parameters by not-expert users and computational complexity. We concentrate on two possible scenarios: "batch" and "on-line" Process Mining. Concerning the batch Process Mining, we first investigated the data preparation problem and we proposed a solution for the identification of the "case-ids" whenever this field is not explicitly indicated. After that, we concentrated on problems at mining time and we propose the generalization of a well-known control-flow discovery algorithm in order to exploit non instantaneous events. The usage of interval-based recording leads to an important improvement of performance. Later on, we report our work on the parameters configuration for not-expert users. We present two approaches to select the "best" parameters configuration: one is completely autonomous; the other requires human interaction to navigate a hierarchy of candidate models. Concerning the data interpretation and results evaluation, we propose two metrics: a model-to-model and a model-to-log. Finally, we present an automatic approach for the extension of a control-flow model with social information, in order to simplify the analysis of these perspectives. The second part of this thesis deals with control-flow discovery algorithms in on-line settings. We propose a formal definition of the problem, and two baseline approaches. The actual mining algorithms proposed are two: the first is the adaptation, to the control-flow discovery problem, of a frequency counting algorithm; the second constitutes a framework of models which can be used for different kinds of streams (stationary versus evolving).

Excellence in business teaching: A quick start guide. Book Review

The article reviews the book "Excellence in Business Teaching: A Quick Start Guide," by Ellen Auster, Tina Grant, and Krista Wylie.

Ranking of parameters of pain hypersensitivity according to their discriminative ability in chronic low back pain

Low back pain is associated with plasticity changes and central hypersensitivity in a subset of patients. We performed a case-control study to explore the discriminative ability of different quantitative sensory tests in distinguishing between 40 cases with chronic low back pain and 300 pain-free controls, and to rank these tests according to the extent of their association with chronic pain. Gender, age, height, weight, body mass index, and psychological measures were recorded as potential confounders. We used 26 quantitative sensory tests, including different modalities of pressure, heat, cold, and electrical stimulation. As measures of discrimination, we estimated receiver operating characteristics (ROC) and likelihood ratios. Six tests seemed useful (in order of their discriminative ability): (1) pressure pain detection threshold at the site of most severe pain (fitted area under the ROC, 0.87), (2) single electrical stimulation pain detection threshold (0.87), (3) single electrical stimulation reflex threshold (0.83), (4) pressure pain tolerance threshold at the site of most severe pain (0.81), (5) pressure pain detection threshold at suprascapular region (0.80), and (6) temporal summation pain threshold (0.80). Pressure and electrical pain modalities seemed most promising and may be used for diagnosis of pain hypersensitivity and potentially for identifying individuals at risk of developing chronic low back pain over time.

Ranking of tests for pain hypersensitivity according to their discriminative ability in chronic neck pain

BACKGROUND AND OBJECTIVES Quantitative sensory testing (QST) is widely used to investigate peripheral and central sensitization. However, the comparative performance of different QST for diagnostic or prognostic purposes is unclear. We explored the discriminative ability of different quantitative sensory tests in distinguishing between patients with chronic neck pain and pain-free control subjects and ranked these tests according to the extent of their association with pain hypersensitivity. METHODS We performed a case-control study in 40 patients and 300 control subjects. Twenty-six tests, including different modalities of pressure, heat, cold, and electrical stimulation, were used. As measures of discrimination, we estimated receiver operating characteristic curves and likelihood ratios. RESULTS The following quantitative sensory tests displayed the best discriminative value: (1) pressure pain threshold at the site of the most severe neck pain (fitted area under the receiver operating characteristic curve, 0.92), (2) reflex threshold to single electrical stimulation (0.90), (3) pain threshold to single electrical stimulation (0.89), (4) pain threshold to repeated electrical stimulation (0.87), and (5) pressure pain tolerance threshold at the site of the most severe neck pain (0.86). Only the first 3 could be used for both ruling in and out pain hypersensitivity. CONCLUSIONS Pressure stimulation at the site of the most severe pain and parameters of electrical stimulation were the most appropriate QST to distinguish between patients with chronic neck pain and asymptomatic control subjects. These findings may be used to select the tests in future diagnostic and longitudinal prognostic studies on patients with neck pain and to optimize the assessment of localized and spreading sensitization in chronic pain patients.

A virtual environment for the assessment and the rehabilitation of the visuo-constructional ability in dementia patients

This study proposes a VE that offers a reliable diagnosis of the stage of cognitive decline in dementia patients and assists the delay of this decline in terms of the visuo-constructional ability. The proposed VE, in the case of the assessment, presents a visuo-constructional completion task, which requires spatial perception, motor memory and the perception of the target object. In the case of the rehabilitation the VE uses sound as audio-feedback that, with the aid of the music perception, tends to develop an enhancement in the visuo-construction ability of the dementia patients that can be generalized even outside of the VE. The study examined 30 subjects that were normal controls (N), 30 patients suffering from memory disorders (Age-Associated Memory Impairment--AAMI) and 30 suffering from Alzheimer's Disease (AD). The results showed that there is a significant correlation between the performance in the visuo-constructional task and the dementia diagnosis. It also seems that the visuo-constructional ability of the (AD) patients can be statistically improved by the audio experience in the VE. The empirical results of this study offer an alternative diagnosis and treatment of dementia patients and could share some light in the brain sub-systems that are responsible for the visuo-constructional ability. Further studies are required in order to investigate the nature of this phenomenon more.

InGen of creative production in the health sciences: A workbook companion to innovation generation

InGen of Creative Production in the Health Sciences is a compendium of innovative thinking exercises for individuals and groups, derived from an eclectic array of practical guides for professionals in a variety of fields. Segmented into five subcategories across twenty two chapters, the effort seeks to make techniques for increasing innovative problem solving more accessible to a diverse audience of problem solvers. The chapters of Roberta Ness. Innovation Generation (2012, Oxford University Press) provide the themes for each of the chapters in the workbook. It is intended that those who read Ness. Innovation Generation will benefit from practicing the constructs of innovative thinking exemplified in each exercise.^ The methods used to gather data, in this case mostly innovative thinking exercises, included literature reviews of existing innovative thinking tools, classroom materials, and theory-driven exploration of exercises to fill in gaps in extant materials. Specifically, Google.com and Amazon.com searches were conducted using the terms “innovation,” “innovative,” “innovator,” “creative,” “novelty,” “thinking,” together with some variance of “book,” “workbook,” and “exercise.” The results were sorted thematically to show correspondence with the themes in Ness (2012) and compared to suggested best practices of 50 years of scientific research on innovative thinking. Where themes were suggested by Ness (2012) and peer-reviewed research on innovation but unavailable in published innovation thinking workbooks, new exercises were developed. The five type subcategories into which these results were organized are: individual direct, individual indirect, group direct, group indirect and probing question. It is anticipated that the five type subcategories and spectrum of themes will equip problem solvers in a variety of capacities.^

Flexibility, innovation and sustainability in business models as determinants of firm performance heterogeneity.

La comprensión actual de la heterogeneidad de las empresas académico rendimiento en el entorno entra industria necesita un mayor desarrollo. Gestión estratégica y el discurso sobre la literatura empresarial necesita mayor explicación de por qué los modelos de negocio aparentemente similares en el mismo sector actúan de forma diferente. También qué factores del entorno sectorial y operativo determina el surgimiento y funcionamiento de los modelos de negocio sostenibles e innovadoras permanecen sin explorar. Un marco se conceptualiza acompañado de estudios de caso sobre la compañía aérea y las industrias de energía renovable. El estudio lleva a una visión basada en los recursos de los modelos de negocio que las empresas alcancen posiciones heterogéneas de recursos. Una explicación para la heterogeneidad firme desempeño que se busca por intermediación conocimiento que genera valor a partir de la utilización eficaz de los recursos de conocimientos adquiridos a entornos entra y inter-empresa. Un marco para la aparición de nuevos modelos de negocios verdes se conceptualiza y deducciones se obtienen mediante un estudio de caso sobre la base de la industria de biocombustibles de energías renovables para explicar la dinámica de los mercados verdes y cómo se puede crear valor sostenible y capturó e innovadora de los modelos de negocios verdes. El marco desarrollado proporciona una visión cíclica de la flexibilidad del modelo de negocio en la que se propaga la acumulación de recursos basada en el conocimiento del modelo de negocio a través de los ambientes dentro y inter-empresa. Estrategias de conocimiento de corretaje del resultado ambientes inter e dentro-firma en un mejor desempeño del modelo de negocio. La flexibilidad del modelo de negocio que adquiere está determinada por la eficiencia con la acumulación de recursos está alineado con su ambiente externo. Las características de la que el modelo de negocio alcanza ventajas competitivas, como la innovación y la flexibilidad se atribuyen a la heterogeneidad de los recursos. La investigación se extiende a la literatura orientación de servicio al conceptualizar y medir la orientación a servicios como un requisito clave para la innovación del modelo de negocio, mientras que aboga por la necesidad de identificar correctamente las competencias básicas de la empresa, especialmente relevante en el contexto de la empresa orientada a los servicios, donde la creación de valor requiere recursos y la prestación eficiente de los servicios. La investigación trata de llegar a una descripción de los modelos de negocio sostenibles verdes y argumenta que la innovación, la flexibilidad y la sostenibilidad son los tres habilitadores básicos de los cuales el concepto de modelo de negocio verde puede evolucionar la explotación de nuevos mecanismos de mercado y los mercados para crear y capturar valor en el mantenimiento de su innovadora ambiente externo. La investigación integra efectivamente los conceptos de corretaje de conocimientos y modelos de negocio a partir de un recurso basado en la acumulación de vista y al mismo tiempo llega a la heterogeneidad rendimiento de los modelos de negocio aparentemente similares dentro de la misma industria. La investigación indica cómo se producen perturbaciones del mercado en una industria como resultado de modelos de negocio innovador y flexible, y cómo los nuevos modelos de negocio evolucionan en base a estos trastornos. Avanza la comprensión de cómo la estrategia de núcleo competencia y la innovación del modelo de negocio construcciones se comportan en el esfuerzo de la empresa de servicios para obtener una ventaja competitiva sostenible. Los resultados tienen implicaciones en el rendimiento de las empresas que empiezan sin recursos distintos de los suyos, o que utilizan un modelo de negocio imitado, para lograr un mejor rendimiento a través de la evolución del modelo de negocio alineado con las exitosas estrategias de conocimiento de corretaje. Dicho marco puede permitir a las empresas a evaluar y elegir un modelo de negocio basado en la innovación, la flexibilidad, la sostenibilidad y las opciones para el cambio. La investigación se suma a la literatura acumulación de recursos, explicando cómo los recursos pueden ser efectivamente adquirida para crear valor. La investigación también se suma a la literatura empresarial verde, explicando cómo las empresas crear y capturar valor en los nuevos mecanismos dinámicos de mercado.

CM101-mediated recovery of walking ability in adult mice paralyzed by spinal cord injury

CM101, an antiangiogenic polysaccharide derived from group B streptococcus, was administered by i.v. injection 1 hr post-spinal-cord crush injury in an effort to prevent inflammatory angiogenesis and gliosis (scarring) in a mouse model. We postulated that gliosis would sterically prevent the reestablishment of neuronal connectivity; thus, treatment with CM101 was repeated every other day for five more infusions for the purpose of facilitating regeneration of neuronal function. Twenty-five of 26 mice treated with CM101 survived 28 days after surgery, and 24 of 26 recovered walking ability within 2–12 days. Only 6 of 14 mice in the control groups survived 24 hr after spinal cord injury, and none recovered function in paralyzed limbs. MRI analysis of injured untreated and treated animals showed that CM101 reduced the area of damage at the site of spinal cord compression, which was corroborated by histological analysis of spinal cord sections from treated and control animals. Electrophysiologic measurements on isolated central nervous system and neurons in culture showed that CM101 protected axons from Wallerian degeneration; reversed γ-aminobutyrate-mediated depolarization occurring in traumatized neurons; and improved recovery of neuronal conductivity of isolated central nervous system in culture.

The Impact of Prefrontal Cortex "Warm Up" on Immediate Cognitive Reappraisal Ability in Older Adolescents with Elevated Symptoms of Depression

Cognitive Reappraisal (CR) is a central component of Cognitive Behavioral Therapy for adolescent depression. Yet, previous research indicates that a brain region highly associated with successful CR in adults, the Prefrontal Cortex (PFC), is not fully developed until early adulthood. Thus, there is growing concern that CBT interventions directed at building CR abilities in depressed teens might be constrained by PFC immaturity. However, CR is an effective strategy for regulating affect. The current study evaluated an intervention aimed at enhancing CR performance through PFC “warm up” with a working memory task. Additionally, the study examined moderators of intervention response, as well as cognitive correlates of self-reported CR use. Participants included 48 older adolescents (mean age=19.1, 89% female) with elevated symptoms of depression who were randomly assigned to a lab-based WM or control activity followed by a CR task. Overall, results failed to support the effectiveness of “warm up” to augment CR performance. However, current level of depression predicted negative bias and sadness ratings after CR instructions, and this effect was qualified by an interaction with condition. The moderator analysis showed that depressive symptoms interacted with condition such that in the control condition, participants with higher depressive symptoms had significantly lower negative bias scores than individuals with lower depressive symptoms, but this pattern was not found in the experimental condition. Contrary to hypotheses, history of depression did not moderate treatment response. Additional analyses explored alternative explanations for the lack of intervention effects. There was some evidence to suggest that the WM task was frustrating and cognitively taxing. However, irritation scores and overall WM task accuracy did not predict subsequent CR performance. Lastly, multiple cognitive variables emerged as correlates of self-reported CR use, with cognitive flexibility contributing unique variance to self-reported CR use. Results pointed to new directions for improving CR performance among youth with elevated symptoms of depression.