• Control Profiles of Complex Networks, 2014

    J. Ruths, D. Ruths. Control Profiles of Complex NetworksScience Vol. 343 no. 6177 pp. 1373-1376.

    Software

    The algorithms necessary for this work are contained within the Zero Effort Network (Zen) Python library, which is managed by my coauthor Derek Ruths. Zen combines the ease of Python programming with the speed of compiled code (Cython).  Zen is available for download on github.

    Datasets

    For anyone interested in reproducing or extending our results, you can find the datasets used in this study using the web links below. The supplementary information file includes a few details in how we used an prepared this data. In particular, some of the dataset edges were reversed in order to keep the same convention for the direction of influence across datasets from different sources.

    Airport Networks: http://toreopsahl.com/datasets/#usairports
    Amazon Copurchase: http://snap.stanford.edu/data/#amazon
    Autonomous System: http://snap.stanford.edu/data/as-caida.html
    C. Elegans: http://toreopsahl.com/datasets/#celegans
    Corporate Ownership: http://vlado.fmf.uni-lj.si/pub/networks/data/econ/Eva/Eva.htm
    E-coli: http://www.weizmann.ac.il/mcb/UriAlon/download/collection-complex-networks
    Electronic Circuits: http://www.weizmann.ac.il/mcb/UriAlon/download/collection-complex-networks
    Email-EU: http://snap.stanford.edu/data/email-EuAll.html
    Epinions: http://snap.stanford.edu/data/soc-sign-epinions.html
    Food Web: http://vlado.fmf.uni-lj.si/pub/networks/data/bio/foodweb/foodweb.htm
    Gnutella Networks: http://snap.stanford.edu/data/#p2p
    Intra-Organizational: http://toreopsahl.com/datasets/#Cross_Parker
    Macaque Neural: http://cocomac.g-node.org/
    Mac-95: http://www.biological-networks.org/?page_id=25
    Macaque-71: https://sites.google.com/site/bctnet/datasets
    Physician: http://moreno.ss.uci.edu/data.html#ckm
    Pokec: http://snap.stanford.edu/data/soc-pokec.html
    Political Blog: http://www-personal.umich.edu/~mejn/netdata/
    Slashdot: http://snap.stanford.edu/data/#socnets
    Teacher-Student: http://moreno.ss.uci.edu/data.html#ts
    UC Irvine: http://toreopsahl.com/datasets/#online_social_network
    Web: http://snap.stanford.edu/data/#web
    Wikipedia: http://snap.stanford.edu/data/#wikipedia
    Yeast: http://www.weizmann.ac.il/mcb/UriAlon/download/collection-complex-networks