Influential nodes detection in dynamic social networks: A survey

Parallel social behavior-based algorithm for identification of influential users in social network

“…In recent years, this problem known as influence maximization (IM) problem has been widely studied. An extensive review of existing models for solving the IM problem goes beyond the scope of the current paper and the interested reader is referred to the specialized literatureis referred to the specialized literatureis referred to the specialized literature, for example, [ 4 , 5 , 10 , 11 ]. Yet, we will try to briefly classifies the existing research studies on IM problem according to the adopted methodology.…”

“…To tackle this issue, two main models were introduced to capture the dynamic of influence from seeds to other users: the independent cascade (IC) and the linear threshold (LT) models [ 8 ]. Doubtless, an extensive review of existing models goes beyond the scope of the current paper and the interested reader is referred to the specialized literature, for example, [ 4 , 5 , 10 , 11 ].…”

ComBIM: A community-based solution approach for the Budgeted Influence Maximization Problem

“…Solution methodologies can be grouped into different categories, such as 'approximation algorithms' such as CELF Leskovec et al [2007b], CELF++ Goyal et al [2011a], MIA Wang et al [2012], PMIA Wang et al [2012], TIM Tang et al [2014], IMM Tang et al [2015]; heuristic solutions such as SIMPATH Goyal et al [2011b], IRIE Jung et al [2012], LDGA Chen et al [2010b], Community-Based Solution Methodologies such as CIM Chen et al [2012,2014], ComPath Rahimkhani et al [2015], INCIM Bozorgi et al [2016], CoFIM Shang et al [2017 and many more. Please refer to Banerjee et al [2020];HAFIENE et al [2020]; Li et al [2018] (and references therein) for recent surveys.…”

Predicting Influential Blogger’s by a Novel, Hybrid and Optimized Case Based Reasoning Approach With Balanced Random Forest Using Imbalanced Data

“…The corporate companies can make use of this impact for their own benefit, thereby attracting customers for their particular brand [6]. Due to dynamic nature of OSNs, it becomes quite a task for any company to hire the most suitable and skilled an influential node such as blogger [7]. It also requires an understanding of the blogging world and an uncanny skill in identifying professional VS amateur bloggers.…”