Handbook of research on organizational transformations through big data analytics
By: Madjid Tavana , Kartikeya Puranam
Publisher: Business Science Reference
Published: 2015
Place of publication: Hershey
Language: eng
Number of pages: 529
ISBN-13: 9781466672727; 9781466672734; 9781466672758
Subjects: Data mining; Big data; Organizational change
Description: "This book not only catalogues the existing platforms and technologies, it explores new trends within the field of big data analytics (BDA) by presenting new and existing research materials and insights on the various approaches to BDA"--
Notes: Includes bibliographical references and index.
Table of contents: title: Preface; title: Business analytics and big data : driving organizational change / Crossen, Szabat and Kennedy; title: Predictive analytics / Kalaian and Kasim; title: Using big data opinion mining to predict rises and falls in the stock price index / Kim, Jeong and Jeong; title: A modified stacking ensemble machine learning algorithm using genetic algorithms / Sikora and Al-Laymoun; title: Organizational performance-design process : a discrete-events simulation approach / Arsham; title: Data, information and knowledge : developing an intangible assets strategy / Erickson and Rothberg; title: Business analytics for business analysts in manufacturing / Wilder and Ozgur; title: Big data transforming small and medium enterprises / Schaeffer and Olson; title: Nonprofit fundraising transformation through analytics / Vequist; title: The role of business analytics in performance management / Kasemsap; title: Evaluation of information awareness and understanding through different internal communication tools / Sedej and Mumel; title: Empirical investigation on the evolution of bi maturity in malaysian organizations / Ong and Siew; title: Cultural integration with strategic decision-making process in determining innovation performance : evidence from an arab country setting / Galanou and Katsioloudes; title: A data warehouse integration methodology in support of collaborating SMEs / Olar and Vincini; title: Business intelligence, knowledge management and customer relationship management technological support in enterprise competitive competence / Lee; title: Process improvements in supply chain operations : multi-firm case studies / Smith; title: Sumer information integration at pre-purchase : a discrete choice experiment / Dalman and Min; title: Using data mining techniques and the choice of mode of text representation for improving the detection and filtering of spam / Hamou and Amine; title: Using supervised machine learning to explore energy consumption data in private sector housing / Sodenkamp, Hopf and Staake; title: Application of data mining techniques on library circulation data for library material acquisition and budget allocation / Hossain and Rahman; title: Some aspects of estimators for variance of normally distributed data / Hemachandra and Sahu; title: An exploration of back propagation numerical algorithms in modelling us exchange rate / Lahmiri; title: Solving solid transportation problem with multi-choice cost and stochastic supply and demand / Roy and Mahapatra; title: Default probability prediction of credit applicants using a new fuzzy knn method with optimal weights / Keramati, Yousefi and Omidvar.