منابع مشابه
From Predictive to Prescriptive Analytics
Predictive analyses taking advantage of the recent explosion in the availability and accessibility of data have been made possible through flexible machine learning methodologies that are often well-suited to the variety and velocity of today’s data collection. This can be witnessed in recent works studying the predictive power of social media data and in the transformation of business practice...
متن کاملPrescriptive Analytics Using Synthetic Information
We describe the use of synthetic information for doing prescriptive and predictive analytics. We discuss in detail how synthetic information is created by combining data from multiple sources, and then describe its role in an an ongoing disaster resilience study where we simulate the aftermath of a hypothetical nuclear detonation in Washington DC.
متن کاملSystem Thinking: Crafting Scenarios for Prescriptive Analytics
This paper focuses on the first step in combining prescriptive analytics with scenario techniques in order to provide strategic development after the use of InSciTe, a data prescriptive analytics application. InSciTe supports the improvement of researchers ‘individual performance by recommending new research directions. Standardized influential factors are presented as a foundation for automate...
متن کاملA Journey from Big Data towards Prescriptive Analytics
This survey paper addresses the concept of big data and various types of analytics that can be undergone by the researchers using big data. Since the data size is big and mixture of different data type, the time to store, retrieve and process the big data is a challenging issue, so an outline to improve the performance of big data processing is also given in this paper. Finally, to make use of ...
متن کاملOptimizing Configuration Data using Prescriptive Analytics
Suboptimal or erroneous configuration data in rail automation systems may cause serious safety and cost issues. This research work aims to address continuous optimization of such data by (i) connecting configuration and operation data by integration of heterogeneous data sources, and by (ii) application of prescriptive analytics methods to propose decision options on how to correct and optimize...
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ژورنال
عنوان ژورنال: Management Science
سال: 2020
ISSN: 0025-1909,1526-5501
DOI: 10.1287/mnsc.2018.3253