Graphical Modeling of Macro Behavioral Targeting in Social Networks

نویسندگان

  • Ankit Agrawal
  • Zhengzhang Chen
  • Yu Cheng
  • Alok N. Choudhary
  • Haotian Liu
  • Md. Mostofa Ali Patwary
  • Yusheng Xie
  • Kunpeng Zhang
چکیده

We investigate a class of emerging online marketing challenges in social networks; macro behavioral targeting (MBT) is introduced as non-personalized broadcasting efforts to massive populations. We propose a new probabilistic graphical model for MBT. Further, a linear-time approximation method is proposed to circumvent an intractable parametric representation of user behaviors. We compare the proposed model with the existing state-of-the-art method on real datasets from social networks. Our model outperforms in all categories by comfortable margins.

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

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Rule-based joint fuzzy and probabilistic networks

One of the important challenges in Graphical models is the problem of dealing with the uncertainties in the problem. Among graphical networks, fuzzy cognitive map is only capable of modeling fuzzy uncertainty and the Bayesian network is only capable of modeling probabilistic uncertainty. In many real issues, we are faced with both fuzzy and probabilistic uncertainties. In these cases, the propo...

متن کامل

Modeling, Designing and Evaluating A Social Network in the Field of Health

Background and Aim: Social networks that provide users with health data not only educate them but also play an active role in the health decision-making process. Health social networks, in addition to being a good tool for better patient communication with health care providers, can play an effective role in connecting similar patients with each other to receive social support. Social networkin...

متن کامل

Modeling structural relationships of mind theory with tendency to virtual networks through mediating of social adjustment in gifted students

Introduction: Cyberspace covers many aspects of human life and this tendency to cyberspace can be influenced by cognitive and emotional dimensions. So the aim of this study was modeling structural relationships of mind theory with tendency to virtual networks through mediating of social adjustment in Gifted students. Methods: The research method was descriptive-correlation and in particular str...

متن کامل

Modeling Dynamic Social Networks with Vertex Evolution via Latent Graphical Models

We here consider the problem of modeling network evolution with joint edge and vertex dynamics. It is natural to expect that the accuracy of vertex prediction strongly affect the ability to predict dynamic network evolution accurately. A latent graphical model is here employed to model vertex evolution. This model family can incorporate dependence in vertex co-presence, of the form found in man...

متن کامل

Assessing the Predictors of Intention and Behavior in Using Virtual Social Networks Among Students of the Yazd University of Medical Sciences Based on the Theory of Planned Behavior

Introduction: Nowadays, use of virtual socail networks is increasing . However, few studies have been conducted  about  factors influencing the use of social networks by using theories of health education  among students.  The present study was to determine predictive factors of virtual social networks among students of Yazd university of medical sciences based on the constr...

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

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

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2013