کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
382765 660788 2013 7 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
A temporal network analysis reveals the unprofitability of arbitrage in The Prosper Marketplace
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر هوش مصنوعی
پیش نمایش صفحه اول مقاله
A temporal network analysis reveals the unprofitability of arbitrage in The Prosper Marketplace
چکیده انگلیسی

There is an increasing focus on methods for network data analysis that consider temporal aspects of the data. We propose a method of network analysis based on the idea of a time-respecting subgraph composed of paths of consecutive edge activations. We present an algorithm to identify these structures and apply the algorithm to a network comprising data from The Prosper Marketplace, an online peer-to-peer lending system. To examine the flow of funds in the network, we extract time-respecting subgraphs. In the larger time-respecting structures, some members act as both borrowers and lenders, possibly attempting to profit from the difference between interest rates of incoming and outgoing loans. We present an analysis of the distribution of time-respecting structures over the lifetime of The Prosper Marketplace and we examine some structures in detail to show that they do represent arbitrage.


► We define a time-respecting subgraph in a temporal network.
► We present an algorithm to identify time-respecting subgraphs.
► We apply the algorithm to network data derived from The Prosper Marketplace.
► In larger subgraphs present before the system relaunched, arbitrageurs are found.
► Arbitrageurs do not profit, suggesting why the practice declines after the relaunch.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Expert Systems with Applications - Volume 40, Issue 9, July 2013, Pages 3715–3721
نویسندگان
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