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Business Analytics for Professionals

Part of the Springer Series in Advanced Manufacturing Book Series

Editors: Ustundag, Alp; Cevikcan, Emre; Beyca, Omer Faruk

DOI: 10.1007/978-3-030-93823-9

ISBN: 978-3-030-93822-2

Publisher: Springer International Publishing - Springer Journals

May 10, 2022

1 - 10 of 15 Chapters

Available

Business Analytics for Managers

Turgut, Yakup; Kose, Yildiz; Ustundag, Alp; Cevikcan, Emre

Pages: 3 –20

[Humans are decision-makers. Career and lifestyle decisions such as starting a business, purchasing a product, and investing in the future are all personalized decisions. Managers also in businesses make many decisions every day. If there is one truth that may be agreed upon about all managers,...
Available

Descriptive Analytics

Bayyurt, Nizamettin; Baday, Sefer

Pages: 21 –48

[In this chapter, descriptive analytics and statistical analyses are introduced. Specifically, data exploration and visualization, probability distributions, statistical inference, and Bayesian statistics are explained. Along with theory, practical applications on a sample data set are provided....
Available

Prediction Modeling

Alkan, Nursah; Turgut, Yakup; Ari, Emre; Ata, Seval; Ulukus, Mehmet Yasin; Ergun, Mehmet Ali; Beyca, Omer Faruk

Pages: 49 –112

[Predictive modeling can be defined as modeling the historical data using statistical and machine learning techniques to predict future observations. Prediction modeling tasks can be grouped into three categories: supervised learning, unsupervised learning and reinforcement learning.]
Available

Time Series Analysis

Isikli, Erkan; Temizer, Leyla; Kazdaloglu, Abdullah Emin; Ari, Emre

Pages: 113 –125

[The emergence of digital technologies has been changing how things are done in the workplace, in society, and even at home. Recent technological advancements enable the instantaneous recording, processing, and dissemination of information and therefore decision-making processes become more...
Available

Neural Networks and Deep Learning

Kizilkan, Zeynep Burcu; Sivri, Mahmut Sami; Yazici, Ibrahim; Beyca, Omer Faruk

Pages: 127 –151

[Artificial neural network is a well-known machine learning technique inspired by biological neural network structures. It mimics the human brain’s working mechanism by artificially forming a neural network. In this book, artificial neural networks are referred to as neural networks. The...
Available

Feature Engineering

Ustundag, Alp; Sivri, Mahmut Sami; Menguc, Kenan

Pages: 153 –169

[As the amount of data generated and collected grows, analyzing and modeling so many input variables get more difficult. So, it is important to reduce model complexity and establish simple, accurate and robust models. Feature engineering is the process of using domain knowledge to extract input...
Available

Text Analytics

Sivri, Mahmut Sami; Korkmaz, Buse Sibel

Pages: 171 –200

[In the age of big data, organizations and businesses have had to manage and make sense of data generated by a wide variety of systems, processes and transactions. The data contained in traditional relational databases is rather small compared to various sensor or social media data.]
Available

Image Analysis

Calik, Nurullah; Toreyin, Behcet Ugur

Pages: 201 –238

[One of the biggest impacts on the advancement of information technologies is the easy acquisition and processing of information.]
Available

Prescriptive Analytics: Optimization and Modeling

Alkan, Nursah; Menguc, Kenan; Kabak, Özgür

Pages: 239 –264

[Prescriptive analytics, a type of complex business analytics, aims to suggest the best among various decision options to benefit from the predicted future using large amounts of data. In this process, prescriptive analytics combines the output of predictive analytics and uses artificial...
Available

Big Data Management and Technologies

Cakir, Altan

Pages: 265 –286

[We create and collect more data today than we have in the past. All this data comes from and is reviewed from different sources, including social media platforms, our phones and computers, healthcare gadgets and wearable technology, scientific instruments, financial institutions, the...

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