BNPMDA: Bipartite Network Projection for MiRNA–Disease Association prediction

نویسندگان
چکیده

برای دانلود باید عضویت طلایی داشته باشید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Bipartite network projection and personal recommendation.

One-mode projecting is extensively used to compress bipartite networks. Since one-mode projection is always less informative than the bipartite representation, a proper weighting method is required to better retain the original information. In this article, inspired by the network-based resource-allocation dynamics, we raise a weighting method which can be directly applied in extracting the hid...

متن کامل

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 کامل

Link Prediction in a Semi-bipartite Network for Recommendation

There is an increasing trend amongst users to consume information from websites and social media. With the huge influx of content it becomes challenging for the consumers to navigate to topics or articles that interest them. Particularly in health care, the content consumed by a user is controlled by various factors such as demographics and lifestyle. In this paper, we use a semi-bipartite netw...

متن کامل

Bayesian one-mode projection for dynamic bipartite graphs

We propose a Bayesian methodology for one-mode projecting a bipartite network that is being observed across a series of discrete time steps. The resulting one mode network captures the uncertainty over the presence/absence of each link and provides a probability distribution over its possible weight values. Additionally, the incorporation of prior knowledge over previous states makes the result...

متن کامل

Discovering Latent Association Structure via Bayesian one-mode Projection of Temporal Bipartite Graphs

We propose an extension to the notion of one-mode projection, for the case of temporal bipartite graphs. Through a Bayesian iterative update scheme, our method produces an estimate of the one-mode network at each step, by describing each link via probability distributions over i) its presence/absence and ii) weight. Our approach models the statistical significance of each link in the projected ...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

ژورنال

عنوان ژورنال: Bioinformatics

سال: 2018

ISSN: 1367-4803,1460-2059

DOI: 10.1093/bioinformatics/bty333