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Showing 1 to 3 of 3 for “"information decomposition"”.

  1. Analyzing Multimodal Interactions through Improved Partial Information Decomposition Estimation

    … to build comprehensive models by integrating information from diverse sensory inputs such as text, audio, and vision. However, significant challenges remain in understanding how these different modalities interact and contribute to downstream tasks. In particular, we seek to characterize how …

    mit Repository record for Analyzing Multimodal Interactions through Improved Partial Information Decomposition Estimation (opens in a new tab)

  2. Complex, yet Resolved: Time-, Frequency-, and Information-resolved Approaches to Brain Function and Human Consciousness

    … the human connectome. This “connectome harmonic decomposition” of brain activity reveals a generalisable neural signature of loss of consciousness, whether due to anaesthesia or brain injury. A mirror-reverse of this harmonic signature characterises the altered state induced by LSD or ketamine. …

    cambridge Repository record for Complex, yet Resolved: Time-, Frequency-, and Information-resolved Approaches to Brain Function and Human Consciousness (opens in a new tab)

  3. Causal history analysis of complex system dynamics

    … multivariate interactions. To achieve that, an information-theoretic formulation is developed to characterize the joint influence from the entire causal history to the present state of each variable using a directed acyclic graph representation. The proposed framework builds on the …

    uiuc Repository record for Causal history analysis of complex system dynamics (opens in a new tab)