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    ROSE: Role-based Signed Network Embedding

    , Article 29th International World Wide Web Conference, WWW 2020, 20 April 2020 through 24 April 2020 ; 2020 , Pages 2782-2788 Javari, A ; Derr, T ; Esmailian, P ; Tang, J ; Kevin Chen-C. C ; Chunghwa Telecom; et al.; Microsoft; Quanta Computer; Taiwan Mobile; ZOOM ; Sharif University of Technology
    Association for Computing Machinery, Inc  2020
    Abstract
    In real-world networks, nodes might have more than one type of relationship. Signed networks are an important class of such networks consisting of two types of relations: positive and negative. Recently, embedding signed networks has attracted increasing attention and is more challenging than classic networks since nodes are connected by paths with multi-types of links. Existing works capture the complex relationships by relying on social theories. However, this approach has major drawbacks, including the incompleteness/inaccurateness of such theories. Thus, we propose network transformation based embedding to address these shortcomings. The core idea is that rather than directly finding the... 

    Using independent component analysis to monitor 2-D geometric specifications

    , Article Quality and Reliability Engineering International ; Volume 33, Issue 8 , 2017 , Pages 2075-2087 ; 07488017 (ISSN) Fathizadan, S ; Niaki, S. T. A ; Noorossana, R ; Sharif University of Technology
    Abstract
    Functional data and profiles are characterized by complex relationships between a response and several predictor variables. Fortunately, statistical process control methods provide a solid ground for monitoring the stability of these relationships over time. This study focuses on the monitoring of 2-dimensional geometric specifications. Although the existing approaches deploy regression models with spatial autoregressive error terms combined with control charts to monitor the parameters, they are designed based on some idealistic assumptions that can be easily violated in practice. In this paper, the independent component analysis (ICA) is used in combination with a statistical process...