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This paper deals with the representation and solution of asymmetric Bayesian decision problems. We present a formal framework, termed asymmetric influence diagrams, that is based on the influence diagram and allows an efficient…

人工智能 · 计算机科学 2013-01-18 Thomas D. Nielsen , Finn Verner Jensen

Research issues and data mining techniques for product recommendation and viral marketing have been widely studied. Existing works on seed selection in social networks do not take into account the effect of product recommendations in…

社会与信息网络 · 计算机科学 2016-02-16 Hui-Ju Hung , Hong-Han Shuai , De-Nian Yang , Liang-Hao Huang , Wang-Chien Lee , Jian Pei , Ming-Syan Chen

The well-known influence maximization problem aims at maximizing the influence of one information cascade in a social network by selecting appropriate seed users prior to the diffusion process. In its adaptive version, additional seed users…

社会与信息网络 · 计算机科学 2020-03-30 Guangmo Tong , Ruiqi Wang , Zheng Dong , Xiang Li

As a widely observable social effect, influence diffusion refers to a process where innovations, trends, awareness, etc. spread across the network via the social impact among individuals. Motivated by such social effect, the concept of…

社会与信息网络 · 计算机科学 2020-12-24 Liang Ma

Understanding how to effectively control an epidemic spreading on a network is a problem of paramount importance for the scientific community. The ongoing COVID-19 pandemic has highlighted the need for policies that mitigate the spread,…

种群与进化 · 定量生物学 2021-09-14 Carlo Cenedese , Lorenzo Zino , Michele Cucuzzella , Ming Cao

We investigate a mathematical model in crop pest controlling, considering plant biomass, pest, and the effect of farming awareness. The pest population is divided into two compartments: susceptible pests and infected pests. We assume that…

最优化与控制 · 数学 2022-01-28 Teklebirhan Abraha , Fahad Al Basir , Legesse Lemecha Obsu , Delfim F. M. Torres

Influence diagrams are widely employed to represent multi-stage decision problems in which each decision is a choice from a discrete set of alternatives, uncertain chance events have discrete outcomes, and prior decisions may influence the…

最优化与控制 · 数学 2022-01-20 Ahti Salo , Juho Andelmin , Fabricio Oliveira

This paper demonstrates a method for using belief-network algorithms to solve influence diagram problems. In particular, both exact and approximation belief-network algorithms may be applied to solve influence-diagram problems. More…

人工智能 · 计算机科学 2013-04-10 Gregory F. Cooper

In social networks, individuals' decisions are strongly influenced by recommendations from their friends and acquaintances. The influence maximization (IM) problem asks to select a seed set of users that maximizes the influence spread,…

社会与信息网络 · 计算机科学 2020-08-21 Alessio Arleo , Walter Didimo , Giuseppe Liotta , Silvia Miksch , Fabrizio Montecchiani

In this paper we compare three different architectures for the evaluation of influence diagrams: HUGIN, Shafer-Shenoy, and Lazy Evaluation architecture. The computational complexity of the architectures are compared on the LImited Memory…

人工智能 · 计算机科学 2013-01-14 Anders L. Madsen , Dennis Nilsson

We develop a marginal treatment effect based method to learn about causal effects in multiple treatment models with discrete instruments. We allow selection into treatment to be governed by a general class of threshold crossing models that…

计量经济学 · 经济学 2026-01-21 Vishal Kamat , Samuel Norris , Matthew Pecenco

Problem definition: Corporate brands, grassroots activists, and ordinary citizens all routinely employ Word-of-mouth (WoM) diffusion to promote products and instigate social change. Our work models the formation and spread of negative…

社会与信息网络 · 计算机科学 2021-05-07 Shuoguang Yang , Shatian Wang , Van-Anh Truong

This paper works through the optimization of a real world planning problem, with a combination of a generative planning tool and an influence diagram solver. The problem is taken from an existing application in the domain of oil spill…

人工智能 · 计算机科学 2013-02-18 John Mark Agosta

In a recent paper published in the Journal of Causal Inference, Philip Dawid has described a graphical causal model based on decision diagrams. This article describes how single-world intervention graphs (SWIGs) relate to these diagrams. In…

统计理论 · 数学 2023-09-11 Thomas S. Richardson , James M. Robins

Frost damage is one of the main factors leading to wheat yield reduction. Therefore, the detection of wheat frost accurately and efficiently is beneficial for growers to take corresponding measures in time to reduce economic loss. To detect…

计算机视觉与模式识别 · 计算机科学 2022-12-27 Shujian Cao , Lin Cui , Haipeng Liu

Decentralized Finance (DeFi) governance models have become increasingly complex due to the involvement of numerous independent agents, each with their own incentives and strategies. To effectively analyze these systems, we propose using…

计算机科学与博弈论 · 计算机科学 2024-10-17 Abhimanyu Nag , Samrat Gupta , Sudipan Sinha , Arka Datta

A limited-memory influence diagram (LIMID) generalizes a traditional influence diagram by relaxing the assumptions of regularity and no-forgetting, allowing a wider range of decision problems to be modeled. Algorithms for solving…

人工智能 · 计算机科学 2013-09-27 Arindam Khaled , Eric A. Hansen , Changhe Yuan

Plant diseases are responsible for substantial and sometimes devastating economic and societal costs and thus are a major limiting factor for stable and sustainable agricultural production. Diseases of crops are particular crippling in…

定量方法 · 定量生物学 2018-10-09 F. Al Basir , K. B. Blyuss , S. Ray

The influence maximization (IM) problem aims at finding a subset of seed nodes in a social network that maximize the spread of influence. In this study, we focus on a sub-class of IM problems, where whether the nodes are willing to be the…

社会与信息网络 · 计算机科学 2021-06-15 Haipeng Chen , Wei Qiu , Han-Ching Ou , Bo An , Milind Tambe

Although a number of related algorithms have been developed to evaluate influence diagrams, exploiting the conditional independence in the diagram, the exact solution has remained intractable for many important problems. In this paper we…

人工智能 · 计算机科学 2012-06-26 Debarun Bhattacharjya , Ross D. Shachter