Conceptualization of Machine Learning in Economic Forecasting

2021 ◽  
Vol 11 (2) ◽  
pp. 51-58
Author(s):  
Harish Paruchuri
Keyword(s):  
Machine Learning ◽  
Decision Making ◽  
Public Domain ◽  
Reliable Data ◽  
Italian Economy ◽  
Economic Forecasting ◽  
The Public ◽  
Corporate Organization ◽  
Future Events

Economic forecasting is a very important aspect that policymakers in the financial and corporate organization rely on because helps them to determine future events that might infringe some hardship on the economy and the citizens at large. However, the principal statistical pointers that are available to the public domain provide numerous reservations and doubts for their economics estimates as it is later released with frequent issues to major revisions and also it shows a great lag in decision making for an incoming event. To this effect, the expansion of the latest forecasting patterns was important to address the gaps. Hence, this paper examines the conceptualization of Machine learning in economic forecasting. To achieve this, the Italian economy was used as the dataset, and machine learning controlled tools were used as the method of analysis. The result obtained from this study shows that machine learning is a better model to use in economic forecasting for quick and reliable data to avert future events.

Prosecutorial supervision of certain types of criminal procedural activities carried out by employees of the penal system in pre-trial proceedings

2019 ◽  
pp. 127-133
Author(s):  
Марина Сергеевна Красильникова
Keyword(s):  
Decision Making ◽  
Correctional Officers ◽  
Relevant Information ◽  
Public Domain ◽  
Penal System ◽  
Correctional Institutions ◽  
The Public ◽  
The Subject

Статья посвящена исследованию вопросов прокурорского надзора за деятельностью сотрудников подразделений исправительных учреждений уголовно-исполнительной системы, осуществляющих прием, регистрацию сообщений о преступлениях, их проверку и принятие решения по результатам такой проверки. Установлен круг нормативно-правовых актов, регламентирующих порядок приема, регистрации, проверки и принятия решения по сообщениям о совершенном преступлении. Проанализированы правила, относящиеся к рассматриваемой деятельности прокурора, предмет прокурорского надзора в данной области. Подчеркивается необходимость соблюдения порядка обращения с сообщениями о преступлении со стороны сотрудников исправительных учреждений, а также важность размещения соответствующей информации в общем доступе для осужденных. Подробно рассмотрены этапы деятельности сотрудников уголовно-исполнительной системы, осуществляемой в связи с поступлением сообщения о преступлении, выделены проблемные аспекты, вызывающие сложности на практике, а также являющиеся предметами прокурорских проверок, результатом которых становятся акты прокурорского реагирования. The article is devoted to the study of issues of prosecutorial supervision over the activities of employees of correctional institutions of the penal system, carrying out reception, registration of reports of crimes, their verification and decision-making on the results of such an inspection. The article establishes a range of normative-legal acts regulating the procedure of reception, registration, verification and decision-making on reports of the committed crime. The rules relating to the activities of the Prosecutor, the subject of prosecutorial supervision in this area are analyzed. It emphasizes the need to respect the treatment of reports of crime by correctional officers, as well as the importance of placing relevant information in the public domain for convicts. The stages of the activities of the employees of the penal system carried out in connection with the receipt of a report on a crime are considered in detail, the problematic aspects causing difficulties in practice are highlighted, as well as being the subjects of Prosecutor's inspections, which result in acts of Prosecutor's response.

scholarly journals Debates on youth participation: from citizens in preparation to active social agents

2016 ◽  
Vol 19 (1) ◽  
pp. 118-125 ◽  
Author(s):  
Maria Tsekoura
Keyword(s):  
Decision Making ◽  
Young People ◽  
Lived Experience ◽  
Public Domain ◽  
Youth Participation ◽  
Social Agents ◽  
Participatory Decision Making ◽  
The Public ◽  
Policy Debates

Abstract This article presents current debates regarding the presence of young people in the public domain. There is a wealth of discussion and perplexity regarding how young people choose to get active in the public domain that originates from the distinct use of the term political in academic and policy debates. This article will proceed in the following way: it will summarise the main tenets of the Decline discourse, it will present how the Personalisation discourse draw our attention to alternative ways of involvement, it will discuss how Context focused discourses highlight how participatory decision making relates to the ways young people conceptualise their daily lived experience, and concludes arguing that youth participation can be better understood when it is contextualised within everyday lived experience.

scholarly journals Public Theology in pluralistic societies? Lessons from the theology of Etienne de Villiers

2012 ◽  
Vol 33 (2) ◽  
Author(s):  
Nico Koopman
Keyword(s):  
Decision Making ◽  
Policy Making ◽  
Public Domain ◽  
Public Theology ◽  
Moral Decision Making ◽  
The Public ◽  
Christian Communities ◽  
Christian Morality ◽  
Pluralistic Societies ◽  
Christian Family

This article discussed the meaning and significance of the theological contribution of Etienne de Villiers for the task of prophetic public theology in pluralistic societies. It was argued that De Villiers�s theology enriched public theology in a variety of ways. De Villiers convincingly argued that Christian morality does have unique contents. These unique contents enrich and deepen discussions in the pluralistic public domain. De Villiers also showed that Christians can enter the public domain from the perspective of so-called thicker theological convictions like sin and love. De Villiers emphasised the participation of Christians in so-called technical discourses. This implied that Christians strive to make their convictions as far as possible intellectually accessible to a pluralistic audience, that Christians strive for moral consensus, sound moral decision-making, influencing of the public opinion and participation in policy- making processes in pluralistic life. This technical discourse with the aim to reach moral consensus and to impact on policymaking processes should also be practiced within Christian communities where a plurality of moral views, even conflicting views, exist. This quest for decision-making, consensus and impacting on public policy are to be advanced in the ecumenical Christian family, and even between Christians and other religions.

scholarly journals Law and algorithms in the public domain

2016 ◽  
Vol 10 (1) ◽  
pp. 15
Author(s):  
Dag Wiese Schartum
Keyword(s):  
Decision Making ◽  
Public Domain ◽  
Systems Development ◽  
Legislative Process ◽  
Political Involvement ◽  
The Public ◽  
Government Decision ◽  
The Law ◽  
The Relationship ◽  
Legislative Processes

<p>This article explains and discusses the relationship between traditional legislative processes and the development of automated government decision-making systems. The juridical aspects of systems development should be regarded as invisible quasi-legislation. The author investigates and discusses possible ways of changing the legislative process with a view to increasing and improving political involvement in processes today often regarded as mere implementation, and thereby safeguard that important parts of the law of our computerised society is situated in the public domain.</p>

scholarly journals COVID-19: Face Mask Detector with Open CV and CNN Algorithm

2021 ◽  
Author(s):  
Tambe Pragati ◽  
Tanpure Akshada ◽  
Wakchaure Asmita ◽  
Zaware Prachi ◽  
S.A. Bhosale
Keyword(s):  
Neural Network ◽  
Machine Learning ◽  
Decision Making ◽  
Face Mask ◽  
Machine Learning Method ◽  
Learning Method ◽  
Infected Person ◽  
Public Places ◽  
The Public ◽  
Reduce Risk

Now a day, covering our faces with a mask has become a new normal habit in this pandemic, as face masks are effective in preventing the virus outbreak. Masks reduce risk from an infected person whether they have symptoms or not. In this paper, we propose a system that restrict the growth of COVID-19 by finding out peoples with mask and without mask. Where all the public places are monitored with CCTV cameras. A deep learning architecture is trained on a dataset which consists of images of people with wearing mask and without wearing is masks collected from various sources. By using image processing analysis and machine learning method we can find out face mask wearied or not. Face mask detection can be done using various methods. Mainly convolutional neural network and OpenCV method is used. The accuracy and decision making of CNN algorithm is higher than other algorithms.

Radiological safety and assessment of the performance of X-ray systems in veterinary facilities

2020 ◽  
Author(s):  
S. Economides ◽  
C.J. Hourdakis ◽  
C. Pafilis ◽  
G. Simantirakis ◽  
P. Tritakis ◽  
...  
Keyword(s):  
Decision Making ◽  
Radiation Protection ◽  
Atomic Energy Commission ◽  
Atomic Energy ◽  
Regulatory Control ◽  
Continuous Training ◽  
X Ray ◽  
The Public ◽  
Radiological Safety ◽  
High Level

This paper concerns an analysis regarding the performance of X-ray equipment as well as the radiological safety in veterinary facilities. Data were collected from 380 X-ray veterinary facilities countrywide during the on-site regulatory inspections carried out by the Greek Atomic Energy Commission. The analysis of the results shows that the majority of the veterinary radiographic systems perform within the acceptable limits; moreover, the design and shielding of X-ray rooms as well as the applied procedures ensure a high level of radiological safety for the practitioners, operators and the members of the public. An issue that requires specific attention in the optimization process for the proper implementation of veterinary radiology practices in terms of radiological safety is the continuous training of the personnel. The above findings and the regulatory experience gained were valuable decision-making elements regarding the type of the regulatory control of veterinary radiology practices in the new radiation protection framework.

Rewritten or Reused? Originality, Intertextuality, and Reuse in the Writings of a Buddhist Visionary in Contemporary Tibet

2017 ◽  
Vol 33 (1-2) ◽  
pp. 203-231
Author(s):  
Antonio Terrone
Keyword(s):  
Public Domain ◽  
The Public ◽  
The Way

The study of Buddhist texts can inform us of the way scriptures were composed, as well as illuminate the reasons behind their production. This study examines the phenomenon of borrowing and reusing portions of texts without attributing them to their ‘legitimate authors’ within the Buddhist world of contemporary Tibet. It shows that not only is such a practice not at all infrequent and is often socially accepted, but that it is used in this case as a platform to advance specific claims and promote an explicit agenda. Therefore, rather than considering these as instances of plagiarism, this essay looks at the practice of copying and borrowing as an exercise in intertextuality, intended as the faithful retransmission of ancient truths, and as an indication of the public domain of texts in Tibet.

1552-P: Machine Learning Approach to Decision-Making for Initial Insulin Use in Japanese Patients with Type 2 Diabetes

Diabetes ◽  
2020 ◽  
Vol 69 (Supplement 1) ◽  
pp. 1552-P
Author(s):  
KAZUYA FUJIHARA ◽  
MAYUKO H. YAMADA ◽  
YASUHIRO MATSUBAYASHI ◽  
MASAHIKO YAMAMOTO ◽  
TOSHIHIRO IIZUKA ◽  
...  
Keyword(s):  
Machine Learning ◽  
Type 2 Diabetes ◽  
Decision Making ◽  
Japanese Patients ◽  
Learning Approach ◽  
Machine Learning Approach ◽  
Insulin Use
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