The new method analyzes publicly available histories of transactions posted by online auction sites such as eBay and identifies suspicious online behaviors and dubious associations among users.
Online auction sites are immensely popular. The largest, eBay, reported third quarter revenues of $1.449 billion, up 31 percent from the previous year, and registered 212 million users, up 26 percent. But the popularity of online auction sites also makes them a target for crooks. Internet auction fraud, such as failure to deliver goods after a sale, accounted for almost two-thirds of the 97,000 complaints referred to law enforcement agencies last year by the federal Internet Crime Complaint Center.
Perpetrators of these frauds have distinctive online behaviors that cause them to be readily purged from an online auction site, said Computer Science Professor Christos Faloutsos. The software developed by his research team — Network Detection via Propagation of Beliefs, or NetProbe — could prevent future frauds by identifying their accomplices, who can lurk on a site indefinitely and enable new generations of fraudsters.
In a test analysis of about one million transactions between almost 66,000 eBay users, NetProbe correctly detected 10 previously identified perpetrators, as well as more than a dozen probable fraudsters and several dozen apparent accomplices.
"To the best of our knowledge, this is the first work that uses a systematic approach to analyze and detect electronic auction frauds," said Faloutsos, who noted that NetProbe could eventually be useful for both law enforcement and security personnel of online sites.
The researchers have already adapted the software to provide a trustworthiness score for individual user IDs. Though not yet available to the public, the NetProbe score would complement user reputation scores that many auction sites already provide to help prevent fraud.
"We want to help people detect potential fraud before the fraud occurs," said research associate Duen Horng "Polo" Chau, who developed NetProbe with Faloutsos, undergraduate student Samuel Wang and graduate student Shashank Pandit.
Many auction sites try to avert fraud with so-called reputation systems. In eBay's case, buyers can report whether they had a positive, neutral or negative experience in a transaction, and that report is then translated into a feedback score for that seller.
Unfortunately, a crook can manipulate these feedback scores, obtaining a favorable score by engaging in a number of legitimate sales. But that is costly and time-consuming and, once the fraudster starts cheating buyers, that user identification is quickly red-flagged and shut down.
Perpetrating frauds may be sustainable, however, if a fraudster has accomplices or sets up separate user IDs to serve as accomplices. These accomplice accounts conduct legitimate transactions and maintain good reputations. They also have many transactions with the user IDs of fraudsters, using their good reputations to boost the fraudsters' feedback scores. Because accomplices don't perpetrate frauds, they usually escape notice and can keep working to establish new fraudster accounts, Faloutsos said.
But an unnatural pattern becomes evident when the transactions are plotted as a graph, with each user represented as a node, or dot, and transactions between individual users represented by lines connecting the nodes.
In the resulting graph, transactions between accomplices and fraudsters create a pattern that sticks out like "a guiding light," Chau said. Graph theorists call this pattern a "bipartite core" — members of one group have lots of transactions with members of a second group, but don't have transactions with members of their own group. One group, the accomplices, also deals with honest eBay users, but most of the transactions are with fraudster groups.
The researchers tested their method, in part, by accumulating transaction histories from eBay and demonstrating that they could detect the distinctive fraud patterns within these massive data sets. Chau reported on an analysis involving about 100 eBay users at a September data mining conference in Berlin. The team has since analyzed about a million transactions between almost 66,000 eBay users, and those as-yet unpublished findings have been submitted for presentation at an upcoming scientific conference.
"Crooks are extremely ingenious," Faloutsos warned, so identifying accomplices would not eliminate all online auction fraud. But eliminating accomplices would force crooks to resort to more sophisticated, complex schemes. "These schemes will require more effort and cost, so fraud would be increasingly unprofitable," he added.
Byron Spice | EurekAlert!
Stanford researchers create new special-purpose computer that may someday save us billions
21.10.2016 | Stanford University
New 3-D wiring technique brings scalable quantum computers closer to reality
19.10.2016 | University of Waterloo
Researchers from the Institute for Quantum Computing (IQC) at the University of Waterloo led the development of a new extensible wiring technique capable of controlling superconducting quantum bits, representing a significant step towards to the realization of a scalable quantum computer.
"The quantum socket is a wiring method that uses three-dimensional wires based on spring-loaded pins to address individual qubits," said Jeremy Béjanin, a PhD...
In a paper in Scientific Reports, a research team at Worcester Polytechnic Institute describes a novel light-activated phenomenon that could become the basis for applications as diverse as microscopic robotic grippers and more efficient solar cells.
A research team at Worcester Polytechnic Institute (WPI) has developed a revolutionary, light-activated semiconductor nanocomposite material that can be used...
By forcefully embedding two silicon atoms in a diamond matrix, Sandia researchers have demonstrated for the first time on a single chip all the components needed to create a quantum bridge to link quantum computers together.
"People have already built small quantum computers," says Sandia researcher Ryan Camacho. "Maybe the first useful one won't be a single giant quantum computer...
COMPAMED has become the leading international marketplace for suppliers of medical manufacturing. The trade fair, which takes place every November and is co-located to MEDICA in Dusseldorf, has been steadily growing over the past years and shows that medical technology remains a rapidly growing market.
In 2016, the joint pavilion by the IVAM Microtechnology Network, the Product Market “High-tech for Medical Devices”, will be located in Hall 8a again and will...
'Ferroelectric' materials can switch between different states of electrical polarization in response to an external electric field. This flexibility means they show promise for many applications, for example in electronic devices and computer memory. Current ferroelectric materials are highly valued for their thermal and chemical stability and rapid electro-mechanical responses, but creating a material that is scalable down to the tiny sizes needed for technologies like silicon-based semiconductors (Si-based CMOS) has proven challenging.
Now, Hiroshi Funakubo and co-workers at the Tokyo Institute of Technology, in collaboration with researchers across Japan, have conducted experiments to...
14.10.2016 | Event News
14.10.2016 | Event News
12.10.2016 | Event News
21.10.2016 | Health and Medicine
21.10.2016 | Information Technology
21.10.2016 | Materials Sciences