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Critical analysis of Big Data challenges and analytical methods

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TLDR
In this article, the authors present a state-of-the-art review that presents a holistic view of the BD challenges and BDA methods theorized/proposed/employed by organizations to help others understand this landscape with the objective of making robust investment decisions.
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This article is published in Journal of Business Research.The article was published on 2017-01-01 and is currently open access. It has received 1267 citations till now. The article focuses on the topics: Analytics & Big data.

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Machine learning for the life-time risk prediction of Alzheimer's disease: a systematic review.

TL;DR: In this article, the authors systematically reviewed the use of machine learning algorithms for predicting Alzheimer's disease using single nucleotide polymorphisms and instances where these were combined with other types of data.
Journal ArticleDOI

Exploring the phenomenon of HR analytics: a study of challenges, risks and impacts in 40 large companies

TL;DR: In this paper , the authors analyzed data from semistructured interviews with an HRA leader or specialist in 40 large organizations and found that the majority can demonstrate improvement in the efficiency and effectiveness of HR activities through predictive analytics.
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Architecture and Optimization of Data Mining modeling for Visualization of Knowledge Extraction: Patient Safety Care

TL;DR: A new approach of architecture and optimization of data mining modeling for visualization of knowledge extraction by analyzing clinical data sets to define the determinant attributes through modeling techniques to integrate applications with domain contexts for the optimal and understandable decision process is proposed.
Dissertation

A Distributed Analysis Framework for Heterogeneous Data Processing in HEP Environments

TL;DR: A novel workload-aware approach for distributed file system storage and processing solutions a Mixed Partitioning Scheme Replication is proposed, which takes advantage of both replication and partitioning in order to improve the efficiency of the underlying engine.
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Posted Content

Towards a Methodology for Developing Evidence-Informed Management Knowledge by Means of Systematic Review

TL;DR: The extent to which the process of systematic review can be applied to the management field in order to produce a reliable knowledge stock and enhanced practice by developing context-sensitive research is evaluated.
Journal ArticleDOI

Towards a Methodology for Developing Evidence-Informed Management Knowledge by Means of Systematic Review

TL;DR: In this article, the authors evaluate the process of systematic review used in the medical sciences to produce a reliable knowledge stock and enhanced practice by developing context-sensitive research and highlight the challenges in developing an appropriate methodology.
Journal ArticleDOI

Business intelligence and analytics: from big data to big impact

TL;DR: This introduction to the MIS Quarterly Special Issue on Business Intelligence Research first provides a framework that identifies the evolution, applications, and emerging research areas of BI&A, and introduces and characterized the six articles that comprise this special issue in terms of the proposed BI &A research framework.
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Critical questions for big data

TL;DR: The era of Big Data has begun as discussed by the authors, where diverse groups argue about the potential benefits and costs of analyzing genetic sequences, social media interactions, health records, phone logs, government records, and other digital traces left by people.
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Beyond the hype

TL;DR: The need to develop appropriate and efficient analytical methods to leverage massive volumes of heterogeneous data in unstructured text, audio, and video formats is highlighted and the need to devise new tools for predictive analytics for structured big data is reinforced.
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