Collaborative similarity analysis of multilayer developer-project bipartite network
نویسندگان
چکیده
To understand the multiple relations between developers and projects on GitHub as a whole, we model them as a multilayer bipartite network and analyze the degree distributions, the nearest neighbors’ degree distributions and their correlations with degree, and the collaborative similarity distributions and their correlations with degree. Our results show that all degree distributions have a power-law form, especially, the degree distribution of projects in watching layer has double power-law form. Negative correlations between nearest neighbors’ degree and degree for both developers and projects are observed in both layers, exhibiting a disassortative mixing pattern. The collaborative similarity of both developers and projects negatively correlates with degree in watching layer, while a positive correlations is observed for developers in forking layer and no obvious correlation is observed for projects in forking layer.
منابع مشابه
A Novel Collaborative Filtering Algorithm Based on Bipartite Network Projection
In this paper, we present a collaborative filtering algorithm based on the bipartite network projection. First, we project the bipartite network to a weighted directed one-mode network in order to retain original information and extract hidden information. The weight of an edge denotes how important the ending vertex is to the starting one. Then, we implement the algorithm using projection netw...
متن کاملEmergence of New Project Teams from Open Source Software Developer Networks: Impact of Prior Collaboration Ties
Software development has traditionally been regarded as an activity that can only be effectively conducted and managed within a firm setting. However, contrary to such assertions, the open source software development (OSSD) approach, in which software developers in Internet-based communities coordinate to voluntarily contribute programming code, has recently emerged as a promising alternative t...
متن کاملExplaining Post-Implementation Employee System Use and Job Performance: Impacts of the Content and Source of Social Network Ties
Forman et al. 2008 ISR Network of reviewers with shared geographical location Online product sales; Helpfulness rating; Subsequent reviewer disclosure of identity descriptive information Hahn et al. 2008 ISR Collaborative network New project team formation (Developer joining of a project within the first two months of its initiation; Number of developers joining a project; Joining a particular ...
متن کاملAn MDL Approach to Efficiently Discover Communities in Bipartite Network
Bipartite network is a branch of complex network. It is widely used in many applications such as social network analysis, collaborative filtering and information retrieval. Partitioning a bipartite network into smaller modules helps to get insight of the structure of the bipartite network. The main contributions of this paper include: (1) proposing an MDL 21 criterion for identifying a good par...
متن کاملAn MDL Approach to Efficiently Discover Communities in Bipartite Network1
Bipartite network is a branch of complex network. It is widely used in many applications such as social network analysis, collaborative filtering and information retrieval. Partitioning a bipartite network into smaller modules helps to get insight of the structure of the bipartite network. The main contributions of this paper include: (1) proposing an MDL 21 criterion for identifying a good par...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید
ثبت ناماگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید
ورودعنوان ژورنال:
- CoRR
دوره abs/1703.03093 شماره
صفحات -
تاریخ انتشار 2017