On a meaningful exploitation of machine and human reasoning to tackle data-intensive decision making
نویسندگان
چکیده
This paper deals with the “data deluge” issue in contemporary decision making settings; specifically, it reports on the development of an innovative platform that incorporates and orchestrates a set of interoperable Web services to facilitate and augment collaboration and decision making in data-intensive and cognitivelycomplex settings. The proposed approach exploits and builds on the most prominent high-performance computing paradigms and large data processing technologies to meaningfully search, analyze and aggregate data existing in diverse, extremely large and rapidly evolving sources. At the same time, it remedies the shortcomings of current “big data” analytics technology and provides the appropriate ways to nurture and capture the human intelligence in order to extract the necessary insights. It can thus reduce the dataintensiveness and complexity overload at critical decision points to a manageable level, thus permitting stakeholders to be more productive and concentrate on creative activities.
منابع مشابه
The Effect of Concept Map on Nurses' Critical Thinking and Clinical Decision Making in Neonatal Intensive Cares Unit
Introduction: The ability of critical thinking and clinical decision making is a professional necessity in nursing. Concept map is one of the novel and constructive methods of educational technology in nursing that can lead to meaningful deep learning. This study was conducted to determine the effect of teaching concept map on critical thinking and clinical decision making of nurses. Methods: ...
متن کاملEvaluation of the effect of SBAR-based patient safety training program on nurses’ clinical decision-making in the intensive care unit
Background and Aim: ICU is one of the vital departments in the hospital to reduce mortality and morbidity. The department where nurses face complex situations that require decision-making skills. In fact, problem solving is an important and complex issue clinical practice, and decision-making is an important indicator. The purpose of the study was to investigate the effect of SBAR-based patient...
متن کاملThe ethical climate of and its relation to the nurses' moral reasoning and courage
Background & Aims: The ethical climate of nurses' work environment makes the nurse achieve higher levels of ethical reasoning by participating in decision making. Although making decisions is essential, responding appropriately to situations and overcoming fear requires moral courage. The study aimed to determine the nurses' understanding of the hospital's moral climate, reasoning, and moral co...
متن کاملComprehensive Decision Modeling of Reverse Logistics System: A Multi-criteria Decision Making Model by using Hybrid Evidential Reasoning Approach and TOPSIS (TECHNICAL NOTE)
In the last two decades, product recovery systems have received increasing attention due to several reasons such as new governmental regulations and economic advantages. One of the most important activities of these systems is to assign returned products to suitable reverse manufacturing alternatives. Uncertainty of returned products in terms of quantity, quality, and time complicates the decis...
متن کاملMachine learning algorithms in air quality modeling
Modern studies in the field of environment science and engineering show that deterministic models struggle to capture the relationship between the concentration of atmospheric pollutants and their emission sources. The recent advances in statistical modeling based on machine learning approaches have emerged as solution to tackle these issues. It is a fact that, input variable type largely affec...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
- Intelligent Decision Technologies
دوره 7 شماره
صفحات -
تاریخ انتشار 2013