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PART 1: The Sharing Economy or the Emergence of a New Business Model
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PART 1: The Sharing Economy or the Emergence of a New Business Model
by Soraya Sedkaoui, Mounia Khelfaoui
Sharing Economy and Big Data Analytics
Cover
Preface
Introduction
I.1. Why this book?
I.2. The scope of this book
I.3. The challenge of this book
I.4. How to read this book
PART 1: The Sharing Economy or the Emergence of a New Business Model
1 The Sharing Economy: A Concept Under Construction
1.1. Introduction
1.2. From simple sharing to the sharing economy
1.3. The foundations of the sharing economy
1.4. Conclusion
2 An Opportunity for the Business World
2.1. Introduction
2.2. Prosumption: a new sharing economy trend for the consumer
2.3. Poverty: a target in the spotlight of the shared economy
2.4. Controversies on economic opportunities of the sharing economy
2.5. Conclusion
3 Risks and Issues of the Sharing Economy
3.1. Introduction
3.2. Uberization: a white grain or just a summer breeze?
3.3. The sharing economy: a disruptive model
3.4. Major issues of the sharing economy
3.5. Conclusion
4 Digital Platforms and the Sharing Mechanism
4.1. Introduction
4.2. Digital platforms: “What growth!”
4.3. Digital platforms or technology at the service of the economy
4.4. From the sharing economy to the sharing platform economy
4.5. Conclusion
PART 2: Big Data Analytics at the Service of the Sharing Economy
5 Beyond the Word “Big”: The Changes
5.1. Introduction
5.2. The 3 Vs and much more: volume, variety, velocity
5.3. The growth of computing and storage capacities
5.4. Business context change in the era of Big Data
5.5. Conclusion
6 The Art of Analytics
6.1. Introduction
6.2. From simple analysis to Big Data analytics
6.3. The process of Big Data analytics: from the data source to its analysis
6.4. Conclusion
7 Data and Platforms in the Sharing Context
7.1. Introduction
7.2. Pioneers in Big Data
7.3. Data, essential for sharing
7.4. Conclusion
8 Big Data Analytics Applied to the Sharing Economy
8.1. Introduction
8.2. Big Data and Machine Learning algorithms serving the sharing economy
8.3. Big Data technologies: the sharing economy companies’ toolbox
8.4. Big Data on the agenda of sharing economy companies
8.5. Conclusion
PART 3: The Sharing Economy? Not Without Big Data Algorithms
9 Linear Regression
9.1. Introduction
9.2. Linear regression: an advanced analysis algorithm
9.3. Other regression methods
9.4. Building your first predictive model: a use case
9.5. Conclusion
10 Classification Algorithms
10.1. Introduction
10.2. A tour of classification algorithms
10.3. Modeling Airbnb prices with classification algorithms
10.4. Conclusion
11 Cluster Analysis
11.1. Introduction
11.2. Cluster analysis: general framework
11.3. Grouping similar objects using k-means
11.4. Hierarchical classification
11.5. Discovering hidden structures with clustering algorithms
11.6. Conclusion
Conclusion
References
Index
End User License Agreement
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1 The Sharing Economy: A Concept Under Construction
PART 1
The Sharing Economy or the Emergence of a New Business Model
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