Scalability, efficiency, and security had been a persistent problem over the years in data mining, several techniques had been proposed and implemented but none had been able to solve the problem of scalability, efficiency and security from cloud computing. In this research, we solve the problem scalability, efficiency and security in data mining over cloud computing by using a restful web services and combination of different technologies and tools, our model was trained by using different machine learning algorithm, and finally (...) using different validation and cross-validation methods to compare and validate our results. We build, train, test and deploy our model by restful API services which can be called through an endpoint, and with very high accuracy and huge success. (shrink)

Against the background of a deeply uneven package of work–family reconciliation measures and an increasing focus on engaging men in unpaid care work, in this article I discuss the extension of the Irish discrimination law framework to provide protection against family status discrimination to workers who are engaged in certain care relationships. While this development of the law to recognize a relational understanding of inequality is welcome, its confined definition of family status fails to capture the range of workers’ caring (...) relationships and networks. Adopting a contextualized assessment of 12 years of litigation generated under the ‘family status’ ground, with reference to complainants’ gender and work status, the study considers the types of experiences being litigated as ‘family status’ discrimination. The study show how much of the nature and forms of inequality presented before the tribunals are beyond the conceptual boundaries of the principle of equal treatment that depends upon a sameness of treatment model with the ‘care-less’ comparator. Despite its potential to question the neutrality of workplace structures predicated upon the division between paid work and unpaid care, the principle of indirect family status discrimination has been under utilised as a litigation strategy. The most successful dimension of family status discrimination protection has been in respect of its ability to capture the negative stereotyping of worker–carers who continue to perform as ideal workers. I suggest that this extension of a limited negative rights framework, when considered alongside the state’s extremely poor support for workcare reconciliation more broadly, places negligible obligations on employers, and that the gender neutrality implicit in its provisions have yet to impact on gender equality as regards work–care reconciliation. (shrink)

While he is widely acknowledged as the most important Russian thinker of the nineteenth century, Vladimir Soloviev's place in the landscape of world philosophy nevertheless remains uncertain. Approaching him through a single synoptic lens, this book foregrounds his unique envisioning of the interaction between humanity and the material world. By investigating the development of a single theme in his work--his idea of the "spiritualization of matter", the "task" of humanity--Smith constructs a rounded picture of Soloviev's overall importance to an understanding. (...) If nineteenth-century thought, as well as to modern theology and philosophy. The picture that emerges is of a writer whose contribution to a Christian philosophy of matter resonates with many of the religious debates of modernity. (shrink)

Background: No studies have examined the underlying structure or predictive validity of the Cognitive Therapy Adherence and Competence Scale. Examining the structure of the CTACS is of great relevance because it could provide information on what constitutes competence in CBT, and whether some underlying factors are more important for predicting treatment outcomes than others. This study investigates the psychometric properties of the Norwegian version of CTACS and its associations with treatment outcomes in a sample of primary care clients who received (...) CBT for anxiety and/or depression.Method: Independent assessors rated audiotaped therapy sessions in a sample of 132 primary care clients, participating in the Prompt Mental Health Care trial. Outcomes were symptoms of anxiety and depression assessed by patient self-report questionnaires. Structural validity was examined by means of confirmatory and exploratory factor analyses, whereas longitudinal associations with treatment outcome were explored by adopting multilevel modeling.Results: No evidence was found for the divergent validity of the constructs competence and adherence as indicated by a very high correlation between these two subscales in CTACS. Regarding reliability, ICCs for the mean score of the full competence scale and its associated subscales were generally good to excellent, although the subscale measuring the quality of the therapeutic relationship was relatively low. Internal consistency was overall acceptable, but our CFA models did not provide an acceptable fit for the pre-specified one-factor and four-factor solutions. EFA results were difficult to interpret, with a sub-optimal three-factor solution providing best model fit and only two meaningful factors [CBT specific skills and session structure ]. Overall, the results indicated no evidence for the scales' predictive validity.Conclusion: Our findings point to several psychometric problems of the CTACS that may limit both its research and clinical utility. The importance of providing empirical evidence for both reliability and validity aspects of scales are discussed and suggestions for future research are provided. (shrink)

This work has been selected by scholars as being culturally important, and is part of the knowledge base of civilization as we know it. This work was reproduced from the original artifact, and remains as true to the original work as possible. Therefore, you will see the original copyright references, library stamps (as most of these works have been housed in our most important libraries around the world), and other notations in the work. This work is in the public domain (...) in the United States of America, and possibly other nations. Within the United States, you may freely copy and distribute this work, as no entity (individual or corporate) has a copyright on the body of the work.As a reproduction of a historical artifact, this work may contain missing or blurred pages, poor pictures, errant marks, etc. Scholars believe, and we concur, that this work is important enough to be preserved, reproduced, and made generally available to the public. We appreciate your support of the preservation process, and thank you for being an important part of keeping this knowledge alive and relevant. (shrink)

The House of Lords majority decision in Matthews v. Kent and Medway Towns Fire Authority overturns the narrow interpretation given to key aspects of the Part-Time Workers (Protection of Less Favourable Treatment) Regulations’ core comparator mechanism in the lower tribunals and the Court of Appeal. It is a contextually astute judgment, which recognises the reductionist implications of an overly narrow approach to establishing comparability for the purposes of a less favourable treatment claim on the grounds of part-time work. The positive (...) aspect of this decision remains overshadowed, however, by the fact that this interpretation provides little consolation to the large majority of part-time women workers whose disadvantage and inequality remains outside the scope of the Regulations’ protection. (shrink)

Myths of the Self is a departure from the standard fare of postmodern thought. In a unique and brilliant turn, Smith argues that the best way of dealing with the topic of the self is a synthesis of a narrative theory of identity, using Ricoeur as a source, along with the constructive "postmodern" metaphysics of Alfred North Whitehead. The resulting synthesis is a new and potentially invigorating spin on the genesis of postmodern thought.

What is the cognitive role of things — sometimes but not always expressed as nouns — that appear in texts? What kind of literary affordances are the material furnishings that appear in a piece of literary writing? These questions are explored in this essay through the example of John Locke's Essay Concerning Human Understanding, a long work of literary philosophy that plays with the evolving conventions of its genre. Fusing methodologies borrowed from anthropology and linguistics, this essay reveals the extent (...) and type of work done by two of Locke's things, manna and porphyry. In doing so it tests a way of tracing the cognitive action of the Essay's contemporary readership without recourse to modern experimental methods. (shrink)

Objectives Prompt Mental Health Care (PMHC) is the Norwegian version of the England’s Improving Access to Psychological Therapies (IAPT). Both programs have been associated with substantial symptom reductions from pre- to post-treatment. The present study extends these findings by investigating symptom levels at 12 months post-treatment, as well as treatment outcome in relation to low- vs. high-intensity treatment forms. Design and Outcome Measures A prospective cohort design was used. All participants ( n = 1530) were asked to complete the Patient (...) Health Questionnaire-9 (PHQ-9) and the Generalized Anxiety Disorder-7 questionnaire (GAD-7) at baseline, before each session during treatment, at final treatment, and at 12 months post-treatment. Cohen’s d was used as effect size measure. Sensitivity analyses were conducted to examine the impact of the high missing data rates at post-treatment (≈44%) and 12 months post-treatment (≈58%). Results A large symptom reduction was seen from baseline to 12 months post-treatment for both PHQ ( d = −0.98) and GAD ( d = −0.94). Improvements observed at post-treatment were largely maintained at 12 months post-treatment (PHQ (Δ d = 0.10) and GAD (Δ d = 0.09). Recovery rates decreased only slightly from 49.5% at post-treatment to 45.0% at follow-up. Both low- and high-intensity treatment forms were associated with substantial and lasting symptoms reductions (−1.26 ≤ d ≤ −0.73). Sensitivity analyses did not substantially alter the main results. Conclusion The findings suggest long-lasting effects of the PMHC program and encourage the use of low-intensity treatment forms in PMHC like settings. (shrink)