Cost-effective lazy-forward
Webet al. present an optimization in selecting new seeds, which is referred to as the “Cost-Effective Lazy Forward” (CELF) scheme. The CELF optimization uses the submodularity property of the influence maximization objective to greatly reduce the number of evaluations on the influence spread of vertices. WebAug 10, 2024 · We develop a version of Cost Effective Lazy Forward optimization with GLIE instead of simulated influence estimation, surpassing the benchmark for influence maximization, although with a computational overhead. To balance the time complexity and quality of influence, we propose two different approaches.
Cost-effective lazy-forward
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WebAug 26, 2024 · Reference presented an optimization in selecting new seeds, which is referred to as the “Cost-Effective Lazy Forward” (CELF) scheme. This CELF optimization uses the submodularity property of the influence maximization objective to greatly reduce the number of evaluations on the influence spread of vertices. WebFind 91 ways to say COSTEFFECTIVE, along with antonyms, related words, and example sentences at Thesaurus.com, the world's most trusted free thesaurus.
WebJan 22, 2024 · In this paper, we analyze the influence maximization problem in temporal social networks and present a greedy-based on the latency-aware independent cascade (GLAIC) algorithm enhanced by cost-effective lazy forward optimization based on the latency-aware independent cascade model to capture the dynamic aspect of real-world … WebAug 1, 2024 · We show the efficiency and efficacy of exploiting the Effective Distance (ED) path to accelerate the computation of standard SEIR model given a targeted administrative unit or country. 3. We show the computational complexity of TLQP, and develop an efficient and accurate heuristic based on the Cost-Effective Lazy Forward (CELF) algorithm. 4.
WebThe typical algorithm Cost-Effective Lazy Forward (CELF) [Leskovec et al., 2007] greatly reduce the number of influ-ence spread estimations and is 700 times speed-up against previous greedy algorithms. Unfortunately, these improved greedy algorithms are still inefficient due to too many Monte-Carlo simulations for influence spread estimation ... Webseeds, which was referred to as the "Cost-Effective Lazy Forward" (CELF) scheme. The CELF optimization used the submodularity property. Chen et al. proposed a scalable heuristic called LDAG for the LT model [6]. They constructed local directed acyclic graphs (DAGs) for each node and considered influence only within it.
WebMar 18, 2024 · Furthermore, the Cost-Effective Lazy Forward (CELF) strategy is used to accelerate the process of selecting the influential nodes, which avoids a large amount of model simulation time to improve ...
WebProceedings of the Fourteenth International AAAI Conference on Web and ... ... and ()=). ... monitorencursus vdsWebLeskovec et.al. first build up a method called Cost-Effective lazy Forward (CELF) for the BIM, which uses the submod-ularity property to speed up the algorithm and it is much … monitor energy usage wirelesslyWebeach round and proposed the “Cost-Effective Lazy Forward” (CELF) scheme. Experimental results demonstrate that CELF optimization could achieve as much as 700-time speed-up in selecting seeds. However, even with CELF mechanism, the number of candidate seeds is still large. Recently, Goyal et al. proposed CELF++ [6] that has been … monitor engineer job descriptionWebinfluence propagation using the Cost-Effective Lazy Forward (CELF) technique [4]. The unnecessary marginal gain re-calculation is avoided providing a more vivid and better evaluation by the improved CELF algorithm called CELF++. The greedy algorithm - Practical Partitioning and Seeding (PrPaS), is focused towards ... monitor energy usage rheem water heaterWebCost-efficient definition, cost-effective. See more. See the most commonly confused word associated with cost-effective monitoren met wifiWebCELF (cost‐effective lazy forward‐selection): A two pass greedy algorithm: • Set (solution) A: use benefit‐cost greedy • Set (solution) B: use unit cost greedy – Final solution: argmax(R(A), R(B)) How far is CELF from (unknown) … monitor en informaticaWebJun 24, 2024 · Cost efficiencies are important because they facilitate ways for a company to become more profitable. They maximize a company's capabilities, enabling it to generate … monitor en football