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1,623 results on '"Hancock, Edwin R."'

52. Dirichlet Densifiers: Beyond Constraining the Spectral Gap

Author

Curado, Manuel, Escolano, Francisco, Lozano, Miguel Angel, Hancock, Edwin R., Hutchison, David, Series Editor, Kanade, Takeo, Series Editor, Kittler, Josef, Series Editor, Kleinberg, Jon M., Series Editor, Mattern, Friedemann, Series Editor, Mitchell, John C., Series Editor, Naor, Moni, Series Editor, Pandu Rangan, C., Series Editor, Steffen, Bernhard, Series Editor, Terzopoulos, Demetri, Series Editor, Tygar, Doug, Series Editor, Weikum, Gerhard, Series Editor, Bai, Xiao, editor, Hancock, Edwin R., editor, Ho, Tin Kam, editor, Wilson, Richard C., editor, Biggio, Battista, editor, and Robles-Kelly, Antonio, editor

Published
2018
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53. A Mixed Entropy Local-Global Reproducing Kernel for Attributed Graphs

Author

Cui, Lixin, Bai, Lu, Rossi, Luca, Zhang, Zhihong, Xu, Lixiang, Hancock, Edwin R., Hutchison, David, Series Editor, Kanade, Takeo, Series Editor, Kittler, Josef, Series Editor, Kleinberg, Jon M., Series Editor, Mattern, Friedemann, Series Editor, Mitchell, John C., Series Editor, Naor, Moni, Series Editor, Pandu Rangan, C., Series Editor, Steffen, Bernhard, Series Editor, Terzopoulos, Demetri, Series Editor, Tygar, Doug, Series Editor, Weikum, Gerhard, Series Editor, Bai, Xiao, editor, Hancock, Edwin R., editor, Ho, Tin Kam, editor, Wilson, Richard C., editor, Biggio, Battista, editor, and Robles-Kelly, Antonio, editor

Published
2018
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54. Directed Network Analysis Using Transfer Entropy Component Analysis

Author

Wu, Meihong, Zeng, Yangbin, Zhang, Zhihong, Hong, Haiyun, Xu, Zhuobin, Cui, Lixin, Bai, Lu, Hancock, Edwin R., Hutchison, David, Series Editor, Kanade, Takeo, Series Editor, Kittler, Josef, Series Editor, Kleinberg, Jon M., Series Editor, Mattern, Friedemann, Series Editor, Mitchell, John C., Series Editor, Naor, Moni, Series Editor, Pandu Rangan, C., Series Editor, Steffen, Bernhard, Series Editor, Terzopoulos, Demetri, Series Editor, Tygar, Doug, Series Editor, Weikum, Gerhard, Series Editor, Bai, Xiao, editor, Hancock, Edwin R., editor, Ho, Tin Kam, editor, Wilson, Richard C., editor, Biggio, Battista, editor, and Robles-Kelly, Antonio, editor

Published
2018
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55. Quantum Edge Entropy for Alzheimer’s Disease Analysis

Author

Wang, Jianjia, Wilson, Richard C., Hancock, Edwin R., Hutchison, David, Series Editor, Kanade, Takeo, Series Editor, Kittler, Josef, Series Editor, Kleinberg, Jon M., Series Editor, Mattern, Friedemann, Series Editor, Mitchell, John C., Series Editor, Naor, Moni, Series Editor, Pandu Rangan, C., Series Editor, Steffen, Bernhard, Series Editor, Terzopoulos, Demetri, Series Editor, Tygar, Doug, Series Editor, Weikum, Gerhard, Series Editor, Bai, Xiao, editor, Hancock, Edwin R., editor, Ho, Tin Kam, editor, Wilson, Richard C., editor, Biggio, Battista, editor, and Robles-Kelly, Antonio, editor

Published
2018
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56. Plenoptic Imaging for Seeing Through Turbulence

Author

Wilson, Richard C., Hancock, Edwin R., Hutchison, David, Series Editor, Kanade, Takeo, Series Editor, Kittler, Josef, Series Editor, Kleinberg, Jon M., Series Editor, Mattern, Friedemann, Series Editor, Mitchell, John C., Series Editor, Naor, Moni, Series Editor, Pandu Rangan, C., Series Editor, Steffen, Bernhard, Series Editor, Terzopoulos, Demetri, Series Editor, Tygar, Doug, Series Editor, Weikum, Gerhard, Series Editor, Bai, Xiao, editor, Hancock, Edwin R., editor, Ho, Tin Kam, editor, Wilson, Richard C., editor, Biggio, Battista, editor, and Robles-Kelly, Antonio, editor

Published
2018
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57. Graph Time Series Analysis Using Transfer Entropy

Author

Caglar, Ibrahim, Hancock, Edwin R., Hutchison, David, Series Editor, Kanade, Takeo, Series Editor, Kittler, Josef, Series Editor, Kleinberg, Jon M., Series Editor, Mattern, Friedemann, Series Editor, Mitchell, John C., Series Editor, Naor, Moni, Series Editor, Pandu Rangan, C., Series Editor, Steffen, Bernhard, Series Editor, Terzopoulos, Demetri, Series Editor, Tygar, Doug, Series Editor, Weikum, Gerhard, Series Editor, Bai, Xiao, editor, Hancock, Edwin R., editor, Ho, Tin Kam, editor, Wilson, Richard C., editor, Biggio, Battista, editor, and Robles-Kelly, Antonio, editor

Published
2018
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58. A Preliminary Survey of Analyzing Dynamic Time-Varying Financial Networks Using Graph Kernels

Author

Cui, Lixin, Bai, Lu, Rossi, Luca, Zhang, Zhihong, Jiao, Yuhang, Hancock, Edwin R., Hutchison, David, Series Editor, Kanade, Takeo, Series Editor, Kittler, Josef, Series Editor, Kleinberg, Jon M., Series Editor, Mattern, Friedemann, Series Editor, Mitchell, John C., Series Editor, Naor, Moni, Series Editor, Pandu Rangan, C., Series Editor, Steffen, Bernhard, Series Editor, Terzopoulos, Demetri, Series Editor, Tygar, Doug, Series Editor, Weikum, Gerhard, Series Editor, Bai, Xiao, editor, Hancock, Edwin R., editor, Ho, Tin Kam, editor, Wilson, Richard C., editor, Biggio, Battista, editor, and Robles-Kelly, Antonio, editor

Published
2018
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59. Graph Edge Entropy in Maxwell-Boltzmann Statistics for Alzheimer’s Disease Analysis

Author

Wang, Jianjia, Wilson, Richard C., Hancock, Edwin R., Hutchison, David, Editorial Board Member, Kanade, Takeo, Editorial Board Member, Kittler, Josef, Editorial Board Member, Kleinberg, Jon M., Editorial Board Member, Mattern, Friedemann, Editorial Board Member, Mitchell, John C., Editorial Board Member, Naor, Moni, Editorial Board Member, Pandu Rangan, C., Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Terzopoulos, Demetri, Editorial Board Member, Tygar, Doug, Editorial Board Member, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Conte, Donatello, editor, Ramel, Jean-Yves, editor, and Foggia, Pasquale, editor

Published
2019
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60. Network Embedding by Walking on the Line Graph

Author

Lozano, Miguel Angel, Curado, Manuel, Escolano, Francisco, Hancock, Edwin R., Hutchison, David, Editorial Board Member, Kanade, Takeo, Editorial Board Member, Kittler, Josef, Editorial Board Member, Kleinberg, Jon M., Editorial Board Member, Mattern, Friedemann, Editorial Board Member, Mitchell, John C., Editorial Board Member, Naor, Moni, Editorial Board Member, Pandu Rangan, C., Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Terzopoulos, Demetri, Editorial Board Member, Tygar, Doug, Editorial Board Member, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Conte, Donatello, editor, Ramel, Jean-Yves, editor, and Foggia, Pasquale, editor

Published
2019
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61. Network Time Series Analysis Using Transfer Entropy

Author

Caglar, Ibrahim, Hancock, Edwin R., Hutchison, David, Editorial Board Member, Kanade, Takeo, Editorial Board Member, Kittler, Josef, Editorial Board Member, Kleinberg, Jon M., Editorial Board Member, Mattern, Friedemann, Editorial Board Member, Mitchell, John C., Editorial Board Member, Naor, Moni, Editorial Board Member, Pandu Rangan, C., Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Terzopoulos, Demetri, Editorial Board Member, Tygar, Doug, Editorial Board Member, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Conte, Donatello, editor, Ramel, Jean-Yves, editor, and Foggia, Pasquale, editor

Published
2019
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67. Eigenfunctions of the Edge-Based Laplacian on a Graph

Author

Wilson, Richard C., Aziz, Furqan, and Hancock, Edwin R.

Subjects
Computer Science - Discrete Mathematics, Mathematics - Combinatorics, Mathematics - Spectral Theory, 05C50, 05C81
Abstract

In this paper, we analyze the eigenfunctions of the edge-based Laplacian on a graph and the relationship of these functions to random walks on the graph. We commence by discussing the set of eigenfunctions supported at the vertices, and demonstrate the relationship of these eigenfunctions to the classical random walk on the graph. Then, from an analysis of functions supported only on the interior of edges, we develop a method for explicitly calculating the edge-interior eigenfunctions of the edge-based Laplacian. This reveals a connection between the edge-based Laplacian and the adjacency matrix of backtrackless random walk on the graph. The edge-based eigenfunctions therefore correspond to some eigenfunctions of the normalised Hashimoto matrix., Comment: 10 pages, 1 figure

Published
2013

68. Euler-Lagrange Network Dynamics

Author

Wang, Jianjia, Wilson, Richard C., Hancock, Edwin R., Hutchison, David, Series Editor, Kanade, Takeo, Series Editor, Kittler, Josef, Series Editor, Kleinberg, Jon M., Series Editor, Mattern, Friedemann, Series Editor, Mitchell, John C., Series Editor, Naor, Moni, Series Editor, Pandu Rangan, C., Series Editor, Steffen, Bernhard, Series Editor, Terzopoulos, Demetri, Series Editor, Tygar, Doug, Series Editor, Weikum, Gerhard, Series Editor, Pelillo, Marcello, editor, and Hancock, Edwin, editor

Published
2018
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69. Bragg Diffraction Patterns as Graph Characteristics

Author

Escolano, Francisco, Hancock, Edwin R., Hutchison, David, Series Editor, Kanade, Takeo, Series Editor, Kittler, Josef, Series Editor, Kleinberg, Jon M., Series Editor, Mattern, Friedemann, Series Editor, Mitchell, John C., Series Editor, Naor, Moni, Series Editor, Pandu Rangan, C., Series Editor, Steffen, Bernhard, Series Editor, Terzopoulos, Demetri, Series Editor, Tygar, Doug, Series Editor, Weikum, Gerhard, Series Editor, Pelillo, Marcello, editor, and Hancock, Edwin, editor

Published
2018
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78. Network Edge Entropy from Maxwell-Boltzmann Statistics

Author

Wang, Jianjia, Wilson, Richard C., Hancock, Edwin R., Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Battiato, Sebastiano, editor, Gallo, Giovanni, editor, Schettini, Raimondo, editor, and Stanco, Filippo, editor

Published
2017
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79. Deep Face Model Compression Using Entropy-Based Filter Selection

Author

Han, Bingbing, Zhang, Zhihong, Xu, Chuanyu, Wang, Beizhan, Hu, Guosheng, Bai, Lu, Hong, Qingqi, Hancock, Edwin R., Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Battiato, Sebastiano, editor, Gallo, Giovanni, editor, Schettini, Raimondo, editor, and Stanco, Filippo, editor

Published
2017
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80. Adaptive Feature Selection Based on the Most Informative Graph-Based Features

Author

Cui, Lixin, Jiao, Yuhang, Bai, Lu, Rossi, Luca, Hancock, Edwin R., Hutchison, David, Editorial Board Member, Kanade, Takeo, Editorial Board Member, Kittler, Josef, Editorial Board Member, Kleinberg, Jon M., Editorial Board Member, Mattern, Friedemann, Editorial Board Member, Mitchell, John C., Editorial Board Member, Naor, Moni, Editorial Board Member, Pandu Rangan, C., Editorial Board Member, Terzopoulos, Demetri, Editorial Board Member, Tygar, Doug, Editorial Board Member, Weikum, Gerhard, Series Editor, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Woeginger, Gerhard, Editorial Board Member, Foggia, Pasquale, editor, Liu, Cheng-Lin, editor, and Vento, Mario, editor

Published
2017
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81. Minimising Entropy Changes in Dynamic Network Evolution

Author

Wang, Jianjia, Wilson, Richard C., Hancock, Edwin R., Hutchison, David, Editorial Board Member, Kanade, Takeo, Editorial Board Member, Kittler, Josef, Editorial Board Member, Kleinberg, Jon M., Editorial Board Member, Mattern, Friedemann, Editorial Board Member, Mitchell, John C., Editorial Board Member, Naor, Moni, Editorial Board Member, Pandu Rangan, C., Editorial Board Member, Terzopoulos, Demetri, Editorial Board Member, Tygar, Doug, Editorial Board Member, Weikum, Gerhard, Series Editor, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Woeginger, Gerhard, Editorial Board Member, Foggia, Pasquale, editor, Liu, Cheng-Lin, editor, and Vento, Mario, editor

Published
2017
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82. A Nested Alignment Graph Kernel Through the Dynamic Time Warping Framework

Author

Bai, Lu, Rossi, Luca, Cui, Lixin, Hancock, Edwin R., Hutchison, David, Editorial Board Member, Kanade, Takeo, Editorial Board Member, Kittler, Josef, Editorial Board Member, Kleinberg, Jon M., Editorial Board Member, Mattern, Friedemann, Editorial Board Member, Mitchell, John C., Editorial Board Member, Naor, Moni, Editorial Board Member, Pandu Rangan, C., Editorial Board Member, Terzopoulos, Demetri, Editorial Board Member, Tygar, Doug, Editorial Board Member, Weikum, Gerhard, Series Editor, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Woeginger, Gerhard, Editorial Board Member, Foggia, Pasquale, editor, Liu, Cheng-Lin, editor, and Vento, Mario, editor

Published
2017
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83. Detecting Alzheimer’s Disease Using Directed Graphs

Author

Wang, Jianjia, Wilson, Richard C., Hancock, Edwin R., Hutchison, David, Editorial Board Member, Kanade, Takeo, Editorial Board Member, Kittler, Josef, Editorial Board Member, Kleinberg, Jon M., Editorial Board Member, Mattern, Friedemann, Editorial Board Member, Mitchell, John C., Editorial Board Member, Naor, Moni, Editorial Board Member, Pandu Rangan, C., Editorial Board Member, Terzopoulos, Demetri, Editorial Board Member, Tygar, Doug, Editorial Board Member, Weikum, Gerhard, Series Editor, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Woeginger, Gerhard, Editorial Board Member, Foggia, Pasquale, editor, Liu, Cheng-Lin, editor, and Vento, Mario, editor

Published
2017
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84. Shape Simplification Through Graph Sparsification

Author

Escolano, Francisco, Curado, Manuel, Biasotti, Silvia, Hancock, Edwin R., Hutchison, David, Editorial Board Member, Kanade, Takeo, Editorial Board Member, Kittler, Josef, Editorial Board Member, Kleinberg, Jon M., Editorial Board Member, Mattern, Friedemann, Editorial Board Member, Mitchell, John C., Editorial Board Member, Naor, Moni, Editorial Board Member, Pandu Rangan, C., Editorial Board Member, Terzopoulos, Demetri, Editorial Board Member, Tygar, Doug, Editorial Board Member, Weikum, Gerhard, Series Editor, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Woeginger, Gerhard, Editorial Board Member, Foggia, Pasquale, editor, Liu, Cheng-Lin, editor, and Vento, Mario, editor

Published
2017
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85. A matrix representation of graphs and its spectrum as a graph invariant

Author

Emms, David, Hancock, Edwin R., Severini, Simone, and Wilson, Richard C.

Subjects
Quantum Physics
Abstract

We use the line digraph construction to associate an orthogonal matrix with each graph. From this orthogonal matrix, we derive two further matrices. The spectrum of each of these three matrices is considered as a graph invariant. For the first two cases, we compute the spectrum explicitly and show that it is determined by the spectrum of the adjacency matrix of the original graph. We then show by computation that the isomorphism classes of many known families of strongly regular graphs (up to 64 vertices) are characterized by the spectrum of this matrix. We conjecture that this is always the case for strongly regular graphs and we show that the conjecture is not valid for general graphs. We verify that the smallest regular graphs which are not distinguished with our method are on 14 vertices., Comment: 14 pages

Published
2005

88. A Jensen-Shannon Divergence Kernel for Directed Graphs

Author

Ye, Cheng, Wilson, Richard C., Hancock, Edwin R., Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Robles-Kelly, Antonio, editor, Loog, Marco, editor, Biggio, Battista, editor, Escolano, Francisco, editor, and Wilson, Richard, editor

Published
2016
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89. fMRI Activation Network Analysis Using Bose-Einstein Entropy

Author

Wang, Jianjia, Wilson, Richard C., Hancock, Edwin R., Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Robles-Kelly, Antonio, editor, Loog, Marco, editor, Biggio, Battista, editor, Escolano, Francisco, editor, and Wilson, Richard, editor

Published
2016
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90. Commute Times in Dense Graphs

Author

Escolano, Francisco, Curado, Manuel, Hancock, Edwin R., Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Robles-Kelly, Antonio, editor, Loog, Marco, editor, Biggio, Battista, editor, Escolano, Francisco, editor, and Wilson, Richard, editor

Published
2016
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91. Thermodynamic Network Analysis with Quantum Spin Statistics

Author

Wang, Jianjia, Wilson, Richard C., Hancock, Edwin R., Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Robles-Kelly, Antonio, editor, Loog, Marco, editor, Biggio, Battista, editor, Escolano, Francisco, editor, and Wilson, Richard, editor

Published
2016
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92. Graph Entropy from Closed Walk and Cycle Functionals

Author

Aziz, Furqan, Hancock, Edwin R., Wilson, Richard C., Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Robles-Kelly, Antonio, editor, Loog, Marco, editor, Biggio, Battista, editor, Escolano, Francisco, editor, and Wilson, Richard, editor

Published
2016
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93. Correlation Network Evolution Using Mean Reversion Autoregression

Author

Ye, Cheng, Wilson, Richard C., Hancock, Edwin R., Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Robles-Kelly, Antonio, editor, Loog, Marco, editor, Biggio, Battista, editor, Escolano, Francisco, editor, and Wilson, Richard, editor

Published
2016
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94. Thermodynamic Characterization of Temporal Networks

Author

Minello, Giorgia, Torsello, Andrea, Hancock, Edwin R., Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Robles-Kelly, Antonio, editor, Loog, Marco, editor, Biggio, Battista, editor, Escolano, Francisco, editor, and Wilson, Richard, editor

Published
2016
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95. P2P Lending Analysis Using the Most Relevant Graph-Based Features

Author

Cui, Lixin, Bai, Lu, Wang, Yue, Bai, Xiao, Zhang, Zhihong, Hancock, Edwin R., Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Robles-Kelly, Antonio, editor, Loog, Marco, editor, Biggio, Battista, editor, Escolano, Francisco, editor, and Wilson, Richard, editor

Published
2016
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96. Collaborative Knowledge Graph Fusion by Exploiting the Open Corpus

Author

Wang, Yue, Wan, Yao, Bai, Lu, Cui, Lixin, Xu, Zhuo, Li, Ming, Yu, Philip S., and Hancock, Edwin R.

Abstract

To ease the process of building Knowledge Graphs (KGs) from scratch, a cost-effective method is required to enrich a KG using the triples extracted from a corpus. However, it is challenging to enrich a KG with newly extracted triples since they contain noisy information. This paper proposes to refine a KG by leveraging information extracted from a corpus. In particular, we first formulate the task of building KGs as two coupled sub-tasks, namely join event extraction and knowledge graph fusion. We then propose a collaborative knowledge graph fusion framework, which is composed of an explorer and a supervisor, to allow the involved two sub-tasks to mutually assist each other in an alternative manner. More concretely, an explorer extracts triples from a corpus supervised by both the ground-truth annotation and the KG provided by the supervisor. Furthermore, a supervisor then evaluates the extracted triples and enriches the KG with those that are highly ranked. To implement this evaluation, we further propose a translated relation alignment scoring mechanism to align and translate the extracted triples to the KG. Experimental results verify that this collaboration can improve both the performance of our sub-tasks, and contribute to high-quality enriched knowledge graphs.

Published
2024
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100. Similarity Analysis from Limiting Quantum Walks

Author

Curado, Manuel, Escolano, Francisco, Hancock, Edwin R., Nourbakhsh, Farshad, Pelillo, Marcello, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Feragen, Aasa, editor, Pelillo, Marcello, editor, and Loog, Marco, editor

Published
2015
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