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Integrated Information Decomposition
Also known as: ΦID, id, Integrated Information Decomposition framework
Facts (16)
Sources
A Synergistic Workspace for Human Consciousness Revealed by ... elifesciences.org 13 facts
referenceThe paper 'Decomposing past and future: Integrated information decomposition based on shared probability mass exclusions' was published in PLOS ONE in 2023.
claimThe Integrated Information Decomposition framework allows for the identification of information-theoretic components of integrated information, providing insights into human consciousness that were not captured by standard functional connectivity methods.
claimIntegrated Information Decomposition (ΦID) can decompose the Normalised Directed Transfer Entropy measure used by Deco et al.
claimThe authors propose the 'Synergy-Φ-Redundancy' neurocognitive architecture (SAPHIRE), which combines Integrated Information Decomposition with graph-theoretical principles to analyze the gathering and broadcasting stages of information processing.
procedureThe researchers applied Integrated Information Decomposition to groups of four variables—the past and future of region X, and the past and future of region Y—for all combinations of X and Y to determine how information is jointly conveyed.
claimThe framework of Integrated Information Decomposition provides an information-resolved approach that yields insights into human consciousness and neurocognitive architecture.
claimThe framework of integrated information decomposition (ΦID) unifies integrated information theory (IIT) and partial information decomposition (PID) to decompose information flow into interpretable, disjoint parts.
claimApplying the ΦID (Integrated Information Decomposition) framework allows researchers to distinguish between redundant, unique, and synergistic information shared with respect to future variables.
referenceIntegrated Information Decomposition (ΦID) is a framework used to decompose the constituent elements of Φ, which is the formal measure of integrated information proposed by Integrated Information Theory (IIT) to quantify consciousness.
claimThe ΦID framework identifies synergy with a system's capacity to exhibit emergent behavior.
codeMATLAB/Octave and Python code to compute measures of Integrated Information Decomposition of timeseries with the Gaussian MMI solver is available at https://github.com/Imperial-MIND-lab/integrated-info-decomp.
claimTransfer entropy can be decomposed into information-dynamic atoms using Partial Information Decomposition and Integrated Information Decomposition.
procedureThe authors developed an information-resolved approach to decompose information carried by brain dynamics and intrinsic fluctuations by applying a generalization of Partial Information Decomposition (PID) for timeseries data, known as Integrated Information Decomposition.
The Long-Term Perceived Effect of Childhood Trauma on Youth's ... rsisinternational.org 3 facts
claimSigmund Freud (1926) defines mental health as the ability to effectively balance the demands of the id, ego, and superego.
referenceSigmund Freud's psychoanalytic theory posits that the human mind is divided into the id, ego, and superego, and mental health hinges on an individual's ability to manage and balance the conflicting demands of these components.
claimSigmund Freud (1926) suggests that a well-adjusted individual can navigate the inner conflicts between the id, ego, and superego without excessive anxiety or repression.