Guo, Stephen and Wang, Mengqiu and Leskovec, Jure (2011) The Role of Social Networks in Online Shopping: Information Passing, Price of Trust, and Consumer Choice. In: 12th ACM Conference on Electronic Commerce (EC 2011), June 5-9, 2011, San Jose, CA, USA.
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While social interactions are critical to understanding consumer behavior, the relationship between social and commerce networks has not been explored on a large scale. We analyze Taobao, a Chinese consumer marketplace that is the world's largest e-commerce website. What sets Taobao apart from its competitors is its integrated instant messaging tool, which buyers can use to ask sellers about products or ask other buyers for advice. In our study, we focus on how an individual's commercial transactions are embedded in their social graphs. By studying triads and the directed closure process, we quantify the presence of information passing and gain insights into when different types of links form in the network. Using seller ratings and review information, we then quantify a price of trust. How much will a consumer pay for transaction with a trusted seller? We conclude by modeling this consumer choice problem: if a buyer wishes to purchase a particular product, how does (s)he decide which store to purchase it from? By analyzing the performance of various feature sets in an information retrieval setting, we demonstrate how the social graph factors into understanding consumer behavior.
|Item Type:||Conference or Workshop Item (Paper)|
|Uncontrolled Keywords:||E-Commerce, Viral Marketing, Recommender Systems, Triadic Closure, Price of Trust|
|Deposited By:||Stephen Guo|
|Deposited On:||09 Jun 2011 11:33|
|Last Modified:||09 Jun 2011 11:37|
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