scholarly journals A framework for predicting employee health risks using ensemble model

2021 ◽  
Vol 8 (9) ◽  
pp. 29-38
Author(s):  
Chan et al. ◽  
Keyword(s):  
Predictive Model ◽  
Predictive Accuracy ◽  
Past Research ◽  
Healthcare Sector ◽  
Ensemble Model ◽  
Medical Claims ◽  
Ensemble Technique ◽  
Medical Benefits ◽  
History Of ◽  
And Performance

Through the phenomenon of data, big data and data analytics have provided an opportunity to collect, store, process, analyze and visualize an immense amount of information. Healthcare is recognized as one of the most information-intensive sectors. An urge to explore analytics has been sparked by the rapid growth of data within the healthcare sector. Most employers in Malaysia provide medical benefits that are included in the medical insurance plan for their employees. Data collected such as the history of medical claims are stored with the HR (Human Resource) which contributes to the potential of analyzing and recognizing trends within medical claims to better understand the use and overall health of the employee population. Patients with higher risk will generally convert into patients with high costs. Hence, early intervention of these patients will allow employers to potentially minimize costs and plan preventative steps. In predictive analysis, Decision Trees and Regression are typical techniques applied. The proposed framework combines an ensemble technique known as Stacking. As opposed to a single predictive model, an ensemble predictive model would yield better performance and accuracy. The objective of this paper is therefore to review current practices and past research within the healthcare sector while suggesting a practical framework for classification ensemble modeling. Preliminary findings indicated that an ensemble model can produce higher predictive accuracy and performance than a single model.

Sea Urchins and Circuses: The Modernist Natural Histories of Jean Painlevé and Alexander Calder

2018 ◽  
Vol 13 (2) ◽  
pp. 187-211
Author(s):  
Patricia E. Chu
Keyword(s):  
New Media ◽  
Sea Urchins ◽  
Life Sciences ◽  
Three Dimensional ◽  
Machine Age ◽  
Avant Garde ◽  
History Of ◽  
And Performance ◽  
The One ◽  
Natural Historian

The Paris avant-garde milieu from which both Cirque Calder/Calder's Circus and Painlevé’s early films emerged was a cultural intersection of art and the twentieth-century life sciences. In turning to the style of current scientific journals, the Paris surrealists can be understood as engaging the (life) sciences not simply as a provider of normative categories of materiality to be dismissed, but as a companion in apprehending the “reality” of a world beneath the surface just as real as the one visible to the naked eye. I will focus in this essay on two modernist practices in new media in the context of the history of the life sciences: Jean Painlevé’s (1902–1989) science films and Alexander Calder's (1898–1976) work in three-dimensional moving art and performance—the Circus. In analyzing Painlevé’s work, I discuss it as exemplary of a moment when life sciences and avant-garde technical methods and philosophies created each other rather than being classified as separate categories of epistemological work. In moving from Painlevé’s films to Alexander Calder's Circus, Painlevé’s cinematography remains at the forefront; I use his film of one of Calder's performances of the Circus, a collaboration the men had taken two decades to complete. Painlevé’s depiction allows us to see the elements of Calder's work that mark it as akin to Painlevé’s own interest in a modern experimental organicism as central to the so-called machine-age. Calder's work can be understood as similarly developing an avant-garde practice along the line between the bestiary of the natural historian and the bestiary of the modern life scientist.

Applying analytical procedures for performance audit of customs authorities

2020 ◽  
Vol 19 (6) ◽  
pp. 1035-1055 ◽  
Author(s):  
S.V. Pankova ◽  
V.V. Popov
Keyword(s):  
Distance Method ◽  
Scientific Methods ◽  
Scientific Hypothesis ◽  
Financial Audit ◽  
Promising Area ◽  
History Of ◽  
Performance Audit ◽  
Analytical Procedures ◽  
And Performance ◽  
Customs Administration

Subject. The article considers the development of a set of methods and indicators of economic analysis, which can be used for performance audit of customs authorities, using the Volga Customs Administration case. Objectives. The aim is to justify the use of analytical procedures to rank the effectiveness of customs payments for the purpose of performance audit of customs authorities. Methods. We employ general scientific methods of research, i.e. dialectical and monographic methods, logical analysis, comparison, as well as the Euclidean distance method. Results. We reviewed works by Russian and foreign scholars on the history of customs audit development and internal financial control of customs authorities, gave scientific credence to attributing the system of customs payment and performance to the indicators of economic activity of customs authorities. Due to the lack of methods for assessing the performance of customs authorities, the use of analytical procedures during the performance audit seems to be a promising area. Conclusions. When verifying the scientific hypothesis put forward in the study, we established that the introduction and development of the ranking system for the performance of customs authorities related to the collection of customs duties can contribute to effective financial audit of customs authorities in general.

From the history of manufacturing Romanian nai at the turn of 20–21 centuries

2018 ◽  
pp. 71-74
Author(s):  
A. Drutsé
Keyword(s):  
20Th Century ◽  
Fine Arts ◽  
Research Interest ◽  
Modern World ◽  
Music Theater ◽  
Technical Improvement ◽  
Performance Skills ◽  
Doctoral Candidate ◽  
History Of ◽  
And Performance

The modern world popularity of the nai — a traditional Romanian instrument — has identified interest in writing this article. This problematic constitutes the circle of our research interest as a doctoral candidate, but also as a concert performer, a graduate of the Academy of Music, Theater and Fine Arts. One of the most interesting aspects of the study of nai is its technical improvement since 60s of the 20th century, which led to the acquisition of a number of new, innovative skills and performance skills. In this article we have identified some pages of the modern history of the manufacture of this ancient instrument associated with these processes.

ARTISTIC AND AESTHETIC EDUCATION AND MUSICAL PSYCHOTHERAPY OF A SPECIALIST’S TRAINING

2020 ◽  
Vol 384 (2) ◽  
pp. 222-232
Author(s):  
P. V. Menshikov ◽  
G. K. Kassymova ◽  
R. R. Gasanova ◽  
Y. V. Zaichikov ◽  
V. A. Berezovskaya ◽  
...  
Keyword(s):  
Performance Practice ◽  
Piano Music ◽  
Traumatic Experiences ◽  
Special Role ◽  
Native Culture ◽  
History Of ◽  
The Subject ◽  
And Performance ◽  
The Many ◽  
Special Meaning

A special role in the development of a pianist as a musician, composer and performer, as shown by the examples of the well-known, included in the history of art, and the most ordinary pianists, their listeners and admirers, lovers of piano music and music in general, are played by moments associated with psychotherapeutic abilities and music features. The purpose of the study is to comprehend the psychotherapeutic aspects of performing activities (using pianists as an example). The research method is a theoretical analysis of the psychotherapeutic aspects of performing activities: the study of the possibilities and functions of musical psychotherapy in the life of a musician as a “(self) psychotherapist” and “patient”. For almost any person, music acts as a way of self-understanding and understanding of the world, a way of self-realization, rethinking and overcoming life's difficulties - internal and external "blockages" of development, a way of saturating life with universal meanings, including a person in the richness of his native culture and universal culture as a whole. Art and, above all, its metaphorical nature help to bring out and realize internal experiences, provide an opportunity to look at one’s own experiences, problems and injuries from another perspective, to see a different meaning in them. In essence, we are talking about art therapy, including the art of writing and performing music - musical psychotherapy. However, for a musician, music has a special meaning, special significance. Musician - produces music, and, therefore, is not only an “object”, but also the subject of musical psychotherapy. The musician’s training includes preparing him as an individual and as a professional to perform functions that can be called psychotherapeutic: in the works of the most famous performers, as well as in the work of ordinary teachers, psychotherapeutic moments sometimes become key. Piano music and performance practice sets a certain “viewing angle” of life, and, in the case of traumatic experiences, a new way of understanding a difficult, traumatic and continuing to excite a person event, changing his attitude towards him. It helps to see something that was hidden in the hustle and bustle of everyday life or in the patterns of relationships familiar to a given culture. At the same time, while playing music or learning to play music, a person teaches to see the hidden and understand the many secrets of the human soul, the relationships of people.

Mind Cure

2019 ◽  
Author(s):  
Wakoh Shannon Hickey
Keyword(s):  
White Male ◽  
Late Nineteenth Century ◽  
Scientific Psychology ◽  
Race And Gender ◽  
History Of ◽  
And Performance ◽  
And Gender ◽  
First Americans ◽  
The Mind ◽  
Political Economic

Mindfulness is widely claimed to improve health and performance, and historians typically say that efforts to promote meditation and yoga therapeutically began in the 1970s. In fact, they began much earlier, and that early history offers important lessons for the present and future. This book traces the history of mind-body medicine from eighteenth-century Mesmerism to the current Mindfulness boom and reveals how religion, race, and gender have shaped events. Many of the first Americans to advocate meditation for healing were women leaders of the Mind Cure movement, which emerged in the late nineteenth century. They believed that by transforming their consciousness, they could also transform oppressive circumstances in which they lived, and some were activists for social reform. Trained by Buddhist and Hindu missionaries, these women promoted meditation through personal networks, religious communities, and publications. Some influenced important African American religious movements, as well. For women and black men, Mind Cure meant not just happiness but liberation in concrete political, economic, and legal terms. The Mind Cure movement exerted enormous pressure on mainstream American religion and medicine, and in response, white, male doctors and clergy with elite academic credentials appropriated some of its methods and channeled them into scientific psychology and medicine. As mental therapeutics became medicalized, individualized, and then commodified, the religious roots of meditation, like the social justice agendas of early Mind Curers, fell away. After tracing how we got from Mind Cure to Mindfulness, this book reveals what got lost in the process.

The Classical Tradition in University Theatre

2018 ◽  
Author(s):  
Nurit Yaari
Keyword(s):  
Art Education ◽  
Classical Tradition ◽  
Theory And Practice ◽  
Theatre Arts ◽  
Tel Aviv ◽  
Greek Drama ◽  
Mise En Scene ◽  
History Of ◽  
Stage Performance ◽  
And Performance

This chapter surveys the history of classical Greek drama productions at the Department of Theatre Arts of Tel Aviv University as the basis for an exploration of the issue of theatre and art education. By analysing the students’ approach to classical Greek drama, we can see how they deal with the interpretative reading, translation, and performance of such texts on stage. We also see how the ancient works invite the students to delve more deeply into their distinctive content and forms; to draw links between theory and practice, and between text and context; to gain a deeper understanding of the issues of style and styling; and to engage in a richer experimentation with various aspects of stage performance—such as pronunciation, diction, voice, movement, music, and mise-en-scène.

scholarly journals Cultural History, Ritual and Performance: George L. Mosse in Context

2021 ◽  
pp. 002200942094003
Author(s):  
Peter Burke
Keyword(s):  
Political Culture ◽  
Early Modern ◽  
Cultural History ◽  
Performance Studies ◽  
Early Modern Europe ◽  
History Of ◽  
Nineteenth And Twentieth Centuries ◽  
Modern Europe ◽  
And Performance ◽  
Cultural Turn

George L. Mosse took a ‘cultural turn’ in the latter part of his career, but still early enough to make a pioneering contribution to the study of political culture and in particular what he called political ‘liturgy’, including marches, processions, and practices of commemoration. He adapted to the study of nationalism in the nineteenth and twentieth centuries the approach to the history of ritual developed by historians of medieval and early modern Europe, among them his friend Ernst Kantorowicz. More recently, the concept of ritual, whether religious or secular, has been criticized by some cultural historians on the grounds that it implies a fixed ‘script’ in situations that were actually marked by fluidity and improvisation. In this respect cultural historians have been part of a wider trend that includes sociologists and anthropologists as well as theatre scholars and has been institutionalized as Performance Studies. Some recent studies of contemporary nationalism in Tanzania, Venezuela and elsewhere have adopted this perspective, emphasizing that the same performance may have different meanings for different sections of the audience. It is only to be regretted that Mosse did not live long enough to respond to these studies and that their authors seem unaware of his work.

A novel multi-stage ensemble model with multiple K-means-based selective undersampling: An application in credit scoring

2021 ◽  
Vol 40 (5) ◽  
pp. 9471-9484
Author(s):  
Yilun Jin ◽  
Yanan Liu ◽  
Wenyu Zhang ◽  
Shuai Zhang ◽  
Yu Lou
Keyword(s):  
Machine Learning ◽  
Predictive Accuracy ◽  
Credit Scoring ◽  
Imbalanced Data ◽  
Ensemble Model ◽  
Selective Sampling ◽  
Machine Learning Methods ◽  
Multi Stage ◽  
Proposed Model ◽  
New Feature

With the advancement of machine learning, credit scoring can be performed better. As one of the widely recognized machine learning methods, ensemble learning has demonstrated significant improvements in the predictive accuracy over individual machine learning models for credit scoring. This study proposes a novel multi-stage ensemble model with multiple K-means-based selective undersampling for credit scoring. First, a new multiple K-means-based undersampling method is proposed to deal with the imbalanced data. Then, a new selective sampling mechanism is proposed to select the better-performing base classifiers adaptively. Finally, a new feature-enhanced stacking method is proposed to construct an effective ensemble model by composing the shortlisted base classifiers. In the experiments, four datasets with four evaluation indicators are used to evaluate the performance of the proposed model, and the experimental results prove the superiority of the proposed model over other benchmark models.

Epidemiological surveillance and performance assessment: the two roles of health indicators during the COVID-19 pandemic

2021 ◽  
Vol 17 (2) ◽  
pp. 186-203
Author(s):  
Nathan Genicot
Keyword(s):  
Public Health ◽  
Performance Assessment ◽  
Health Indicators ◽  
Health Policies ◽  
Epidemiological Surveillance ◽  
Public Health Policies ◽  
History Of ◽  
And Performance ◽  
The One ◽  
Massive Development

AbstractThe COVID-19 pandemic has given rise to the massive development and use of health indicators. Drawing on the history of international public health and of the management of infectious disease, this paper attempts to show that the normative power acquired by metrics during the pandemic can be understood in light of two rationales: epidemiological surveillance and performance assessment. On the one hand, indicators are established to evaluate and rank countries’ responses to the outbreak; on the other, the evolution of indicators has a direct influence on the content of public health policies. Although quantitative data are an absolute necessity for coping with such disasters, it is critical to bear in mind the inherent partiality and precarity of the information provided by health indicators. Given the growing importance of normative quantitative devices during the pandemic, and assuming that their influence is unlikely to decrease in the future, they call for close scrutiny.

Tusslers, Beatdowns, and Brothers: A Sociohistorical Overview of Video Game Arcades and theStreet FighterCommunity

2017 ◽  
Vol 14 (7-8) ◽  
pp. 742-762
Author(s):  
Michael Ryan Skolnik ◽  
Steven Conway
Keyword(s):  
Video Games ◽  
Identity Formation ◽  
Video Game ◽  
Economic Conditions ◽  
Moral Panics ◽  
The Social ◽  
History Of ◽  
And Performance ◽  
Historical Movement

Alongside their material dimensions, video game arcades were simultaneously metaphysical spaces where participants negotiated social and cultural convention, thus contributing to identity formation and performance within game culture. While physical arcade spaces have receded in number, the metaphysical elements of the arcades persist. We examine the historical conditions around the establishment of so-called arcade culture, taking into account the history of public entertainment spaces, such as pool halls, coin-operated entertainment technologies, video games, and the demographic and economic conditions during the arcade’s peak popularity, which are historically connected to the advent of bachelor subculture. Drawing on these complementary histories, we examine the social and historical movement of arcades and arcade culture, focusing upon the Street Fighter series and the fighting game community (FGC). Through this case study, we argue that moral panics concerning arcades, processes of cultural norm selection, technological shifts, and the demographic peculiarities of arcade culture all contributed to its current decline and discuss how they affect the contemporary FGC.

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