| Publisher | University of Waterloo | ||
|---|---|---|---|
| Format | 264.3KB PDF | Date added | 19 Nov 2006 |
| Topics | Embedded Systems, Data Visualization, High Performance Computing | ||
| Downloads | 61 | ||
The authors usually endow the investigated objects with pairwise relationships, which can be illustrated as graphs. Naively squeezing the complex relationships into pairwise ones will inevitably lead to loss of information which can be expected valuable for the learning tasks however. Therefore it considers using hypergraphs in-stead to completely represent complex relationships among the objects of the interest, and thus the problem of learning with hypergraphs arises. The main contribution in this paper is to generalize the powerful methodology of spectral clustering which originally operates on undirected graphs to hypergraphs, and further develop algorithms for hypergraph embedding and transductive classification on the basis of the spectral hypergraph clustering approach.
Did you find this white paper useful?
23 out of 50 users found this white paper useful
Related white papers
Web Conferencing for Better Collaboration and Reduced Travel
"Tell me and I'll forget. Show me and I might remember. Involve me and I'll understand." Hear Robert P. Mahowald, IDC research
SQL Server 2008's Dynamic Duo: Management Views and Functions
The dynamic management views and functions, which were introduced in SQL 2005, have increased in number and provide improved function in SQL 2008. Taking advantage of these new objects gives...
Korenix Embedded Systems - White Paper: Industrial Router Firewall and VPN Platform
Off late Industrial Control and communications applications, the networks allowing these systems to be controlled and communicate are growing larger and more complex. Designing a network built on embedded systems...
Korea's Rail Operator Accelerates Sales With Cashless Payments on Its Trains
As Korea's rail operator, Korail has a responsibility to ensure passengers reach their destinations on time and in the greatest comfort possible. The company has worked hard to achieve rapid...
A Better Alternative: An Improved Approach to Facilities Management
Real estate is typically the second largest corporate expense after personnel, so why do so many organizations remain unchanged in the way they manage their facilities? Shouldn't they, and you,...
Green Embedded Computing and the MPC8536E PowerQUICC III Processor
Growing energy demands from embedded electronics and increasing evidence of dramatic global climate change are generating greater environmental and cultural pressure for green solutions in embedded computing applications. This, coupled...
MSDN Webcast: 24 Hours of Windows Mobile Application Development: The Embedded Database for Building Mobile Line of Business Applications (Level 200)
The presenter of this webcast provides a great introduction into using Microsoft .NET Compact Framework and Microsoft SQL Server CE database development to create line of business applications, with a...
