Causal Inference

Breakthrough in Alzheimer’s Disease Research! MR-SPI Crushes IVW with ‘Voting Rules’

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Breakthrough in Alzheimer's Disease Research! MR-SPI Crushes IVW with 'Voting Rules'

1 Introduction This introduction discusses the pathological complexity of Alzheimer’s Disease (AD) and the limitations of traditional research methods, gradually leading to the technical innovations and scientific significance of the study. 1.1 Disease Background and Clinical Needs • Epidemiological Data: AD accounts for 60%-70% of global dementia cases, with an estimated 152 million patients by … Read more

DeepSeek Causal Inference Module: Intervention Effect Estimation and Counterfactual Analysis

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DeepSeek Causal Inference Module: Intervention Effect Estimation and Counterfactual Analysis

DeepSeek Causal Inference Module: Revealing How AI Makes Decisions Across Time and Space In today’s rapidly developing artificial intelligence landscape, can machines really trace the causes and effects of events like detectives? Today, let’s discuss DeepSeek’s causal inference module, a black technology hailed as AI’s “time and space traversing” artifact! What is Causal Inference? Imagine … Read more