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The dataset we use in all experiments is a benchmark dataset that was released as a task of the 13th International Conference on Web Information System Engineering (WISE 2012 Challenge). The dataset contains crawled users and retweeting behaviors between Aug 24, 2009 and Dec 31, 2011 1 from a Chinese social media website Sina Weibo (http://www.weibo.com). We cleaned the data by removing inactiv...
Our argument can be loosely outlined as follows. The bulk of the work is devoted to bounding | ̃̀0(x)|, which takes several steps to accomplish. Taking x as fixed, we determine the choice of the points x̃j that maximizes | ̃̀0(x)| and then bound the maximum using integrals. Since the resulting bound is independent of x̃j , we can exploit symmetry to obtain bounds on | ̃̀k(x)| for k 6= 0. We then sum th...
The Hamming distance is commonly used in the segmentation literature to measure the pixel-wise difference between two binary maps where 0 implies the two completely overlap. Here, we employ the Hamming distance metric to measure both the pixel-level accuracy and confidence of each pixel (close to 0 or 1). The smaller the Hamming distance, the more accurate is the model. In addition, we also com...
H. Jing, 2 S. K. Özdemir, 3 Xin-You Lü, Jing Zhang, 4 Lan Yang, and Franco Nori 5 CEMS, RIKEN, Saitama, 351-0198, Japan Department of Physics, Henan Normal University, Xinxiang 453007, P.R. China Electrical and Systems Engineering, Washington University, St. Louis, Missouri 63130, USA Department of Automation, Tsinghua University, Beijing 100084, P.R. China Physics Department, University of Mic...
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