Semiparametric Efficient Inference for the Probability of Necessary and Sufficient Causation
Sign Up to like & getrecommendations! Published in 2024 at "Statistics in Medicine"
DOI: 10.1002/sim.70242
Abstract: Causal attribution, which seeks to explain the reasons behind events or behaviors, plays a critical role in causal inference and deepens our understanding of cause‐and‐effect relationships in scientific research. The probabilities of necessary causation (PN)… read more here.
Keywords: efficient inference; semiparametric efficient; inference; causation ... See more keywords
Efficient Inference in Stochastic Block Models With Vertex Labels
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DOI: 10.1109/tnse.2019.2913949
Abstract: We study the stochastic block model with two communities where vertices contain side information in the form of a vertex label. These vertex labels may have arbitrary label distributions, depending on the community memberships. We… read more here.
Keywords: vertex labels; inference stochastic; efficient inference; block models ... See more keywords
Efficient Inference for Pruned CNN Models on Mobile Devices With Holistic Sparsity Alignment
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DOI: 10.1109/tpds.2024.3462092
Abstract: Many artificial intelligence applications based on convolutional neural networks are directly deployed on mobile devices to avoid network unavailability and user privacy leakage. However, the significant increase in model parameter volumes makes it difficult to… read more here.
Keywords: efficient inference; alignment; inference; sparsity ... See more keywords
Efficient AI Inference Offloading for UAVs via Distributed Auctions in Dynamic Edge Environments
Sign Up to like & getrecommendations! Published in 2025 at "Journal of Circuits, Systems and Computers"
DOI: 10.1142/s0218126626440020
Abstract: Unmanned aerial vehicles (UAVs) are increasingly utilized in applications such as traffic monitoring, environmental sensing, and disaster response, all of which demand real-time Artificial Intelligence (AI) inference for timely and effective anaysis and decision-making. However,… read more here.
Keywords: efficient inference; uavs via; inference; via distributed ... See more keywords