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Size reduction of complex networks preserving modularity
The ubiquity of modular structure in real-world complex networks is being the focus of attention in many trials to understand the interplay between network topology and functionality. The best approaches to the identification of modular structure are based on the optimization of a quality function known as modularity. However this optimization is a hard task provided that the computational complexity of the problem is in the NP-hard class. Here we propose an exact method for reducing the size of weighted (directed and undirected) complex networks while maintaining invariant its modularity. This size reduction allows the heuristic algorithms that optimize modularity for a better exploration of the modularity landscape. We compare the modularity obtained in several real complex-networks by using the Extremal Optimization algorithm, before and after the size reduction, showing the improvement obtained. We speculate that the proposed analytical size reduction could be extended to an exact coarse graining of the network in the scope of real-space renormalization.
Date:
December 24, 2008
Creator:
Arenas, A.; Duch, J.; Fernandez, A. & Gomez, S.
Object Type:
Article
System:
The UNT Digital Library
Greensheet (Houston, Tex.), Vol. 39, No. 558, Ed. 1 Wednesday, December 24, 2008
Free weekly newspaper that includes business and classified advertising.
Date:
December 24, 2008
Creator:
unknown
Object Type:
Newspaper
System:
The Portal to Texas History
Cherokeean Herald (Rusk, Tex.), Vol. 159, No. 44, Ed. 1 Wednesday, December 24, 2008
Weekly newspaper from Rusk, Texas that includes local, state and national news along with extensive advertising.
Date:
December 24, 2008
Creator:
Whitehead, Marie
Object Type:
Newspaper
System:
The Portal to Texas History
Consideration of Budgetary Legislation During Presidential Transition Years: A Brief Overview
This report examines the timing of presidential budget submissions during the past five transition years, including submissions by Presidents Jimmy Carter in 1977, Ronald Reagan in 1981, George H.W. Bush in 1989, Bill Clinton in 1993, and George W Bush in 2001 and the timeliness of House and Senate actions in those years regarding the consideration of Budgetary measures.
Date:
December 24, 2008
Creator:
Keith, Robert & Momoko, Soltis
Object Type:
Report
System:
The UNT Digital Library
Greenhouse Gas Emissions: Perspective on the Top 20 Emitters and Developed Versus Developing Nations
This report uses the data compiled by World Resources Institute (WRI) to examine a pivotal and long-running issue surrounding U.S. climate change policy: the appropriate roles of developed and developing countries in addressing climate change.
Date:
December 24, 2008
Creator:
Parker, Larry & Blodgett, John
Object Type:
Report
System:
The UNT Digital Library
The Greensheet (Dallas, Tex.), Vol. 32, No. 260, Ed. 1 Wednesday, December 24, 2008
Free weekly newspaper that includes business and classified advertising.
Date:
December 24, 2008
Creator:
unknown
Object Type:
Newspaper
System:
The Portal to Texas History
Greensheet (Houston, Tex.), Vol. 39, No. 557, Ed. 1 Wednesday, December 24, 2008
Free weekly newspaper that includes business and classified advertising.
Date:
December 24, 2008
Creator:
unknown
Object Type:
Newspaper
System:
The Portal to Texas History
The Clifton Record (Clifton, Tex.), Vol. 113, No. 52, Ed. 1 Wednesday, December 24, 2008
Weekly newspaper from Clifton, Texas that includes local, state, and national news along with advertising.
Date:
December 24, 2008
Creator:
Smith, W. Leon
Object Type:
Newspaper
System:
The Portal to Texas History
The Panola Watchman (Carthage, Tex.), Vol. 136, No. 103, Ed. 1 Wednesday, December 24, 2008
Semiweekly newspaper from Carthage, Texas that includes local, state, and national news along with advertising.
Date:
December 24, 2008
Creator:
unknown
Object Type:
Newspaper
System:
The Portal to Texas History
Assistance to North Korea
This report is categorized into five categories: (I) Introduction, (II) Congress' Role in U.S. Assistance to North Korea, (III) Energy Assistance, (IV) Food Assistance and (V) Other Forms of Assistance.
Date:
December 24, 2008
Creator:
Manyin, Mark E. & Nikitin, Mary Beth
Object Type:
Report
System:
The UNT Digital Library
The Colony Courier-Leader (The Colony, Tex.), Vol. 27, No. 47, Ed. 1 Wednesday, December 24, 2008
Weekly newspaper from The Colony, Texas that includes local, state, and national news along with advertising.
Date:
December 24, 2008
Creator:
Monk, Devin
Object Type:
Newspaper
System:
The Portal to Texas History
The Altus Times (Altus, Okla.), Vol. 110, No. 120, Ed. 1 Wednesday, December 24, 2008
Daily newspaper from Altus, Oklahoma that includes local, state, and national news along with advertising.
Date:
December 24, 2008
Creator:
Bush, Michael
Object Type:
Newspaper
System:
The Gateway to Oklahoma History
Close Proximity of Myosin Loop 3 to Troponin Determined by Triangulation of Resonance Energy Transfer Distance Measurements
Article on the close proximity of myosin loop 3 to troponin determined by triangulation of resonance energy transfer distance measurements.
Date:
December 24, 2008
Creator:
Patel, Dipesh A. & Root, Douglas D.
Object Type:
Article
System:
The UNT Digital Library
The Llano News (Llano, Tex.), Vol. 122, No. 13, Ed. 1 Wednesday, December 24, 2008
Weekly newspaper from Llano, Texas that includes local, state, and national news along with advertising.
Date:
December 24, 2008
Creator:
Moreno, Eric L.
Object Type:
Newspaper
System:
The Portal to Texas History
The Express-Star (Chickasha, Okla.), Ed. 1 Wednesday, December 24, 2008
Daily newspaper from Chickasha, Oklahoma that includes local, state, and national news along with advertising.
Date:
December 24, 2008
Creator:
unknown
Object Type:
Newspaper
System:
The Gateway to Oklahoma History
Yoakum Herald-Times (Yoakum, Tex.), Vol. 116, No. 52, Ed. 1 Wednesday, December 24, 2008
Weekly newspaper from Yoakum, Texas that includes local, state, and national news along with advertising.
Date:
December 24, 2008
Creator:
McCracken, Michael S.
Object Type:
Newspaper
System:
The Portal to Texas History
The President’s Office of Science and Technology Policy: Issues for Congress
None
Date:
December 24, 2008
Creator:
Stine, Deborah D.
Object Type:
Report
System:
The UNT Digital Library
Sapulpa Daily Herald (Sapulpa, Okla.), Vol. 94, No. 87, Ed. 1 Wednesday, December 24, 2008
Daily newspaper from Sapulpa, Oklahoma that includes local, state, and national news along with advertising.
Date:
December 24, 2008
Creator:
Shance, Brenda
Object Type:
Newspaper
System:
The Gateway to Oklahoma History
Greensheet (Houston, Tex.), Vol. 39, No. 556, Ed. 1 Wednesday, December 24, 2008
Free weekly newspaper that includes business and classified advertising.
Date:
December 24, 2008
Creator:
unknown
Object Type:
Newspaper
System:
The Portal to Texas History
Seminole Sentinel (Seminole, Tex.), Vol. 100, No. 23, Ed. 1 Wednesday, December 24, 2008
Semiweekly newspaper from Seminole, Texas that includes local, state, and national news along with extensive advertising.
Date:
December 24, 2008
Creator:
Wright, Dustin
Object Type:
Newspaper
System:
The Portal to Texas History
The Baytown Sun (Baytown, Tex.), Vol. 88, No. 356, Ed. 1 Wednesday, December 24, 2008
Daily newspaper from Baytown, Texas that includes local, state, and national news along with advertising.
Date:
December 24, 2008
Creator:
Clements, Clifford E.
Object Type:
Newspaper
System:
The Portal to Texas History
Mannford Eagle (Mannford, Okla.), Vol. 25, No. 139, Ed. 1 Wednesday, December 24, 2008
Weekly newspaper from Mannford, Oklahoma that includes local, state, and national news along with advertising.
Date:
December 24, 2008
Creator:
Hughes, Dustin
Object Type:
Newspaper
System:
The Gateway to Oklahoma History
Perry Daily Journal (Perry, Okla.), Vol. 116, No. 251, Ed. 1 Wednesday, December 24, 2008
Daily newspaper from Perry, Oklahoma that includes local, state, and national news along with advertising.
Date:
December 24, 2008
Creator:
Brown, Gloria
Object Type:
Newspaper
System:
The Gateway to Oklahoma History
The Mercedes Enterprise (Mercedes, Tex.), Vol. 100, No. 52, Ed. 1 Wednesday, December 24, 2008
Weekly newspaper from Mercedes, Texas that includes local, state, and national news along with advertising.
Date:
December 24, 2008
Creator:
unknown
Object Type:
Newspaper
System:
The Portal to Texas History