[HTML][HTML] A review of mathematical modeling of addiction regarding both (neuro-) psychological processes and the social contagion perspectives

MWJ Van den Ende, S Epskamp, MH Lees… - Addictive …, 2022 - Elsevier
Addiction is a complex biopsychosocial phenomenon, impacted by biological
predispositions, psychological processes, and the social environment. Using mathematical …

[图书][B] Computational neuroscience of drug addiction

B Gutkin, SH Ahmed - 2011 - books.google.com
Drug addiction remains one of the most important public health problems in western
societies and is a rising concern for developing nations. Over the past 3 decades …

Linking social context and addiction neuroscience: a computational psychiatry approach

A Reiter, A Heinz, L Deserno - Nature Reviews Neuroscience, 2017 - nature.com
In their recent article (Time to connect: bringing social context into addiction neuroscience
(Nat. Rev. Neurosci. 17, 592–599 (2016)) 1, Heilig et al. suggest that the lack of progress …

Computational models of behavioral addictions: State of the art and future directions

A Kato, K Shimomura, D Ognibene, MA Parvaz… - Addictive …, 2023 - Elsevier
Non-pharmacological behavioral addictions, such as pathological gambling, videogaming,
social networking, or internet use, are becoming major public health concerns. It is not yet …

Computational models of drug use and addiction: A review.

JA Mollick, H Kober - Journal of abnormal psychology, 2020 - psycnet.apa.org
In this brief review, we describe current computational models of drug-use and addiction that
fall into 2 broad categories: mathematically based models that rely on computational …

Drug Addiction: A Computational Multiscale Model Combining Neuropsychology, Cognition and Behavior

YZ Levy, D Levy, JS Meyer… - … Conference on Bio …, 2009 - scitepress.org
According to the United Nations, approximately 24.7 million people used amphetamines, 16
million used cocaine, and 12 million used heroin in 2006/07 (Costa, 2008). Full recovery …

Computational mechanisms of addiction: recent evidence and its relevance to addiction medicine

R Smith, S Taylor, E Bilek - Current Addiction Reports, 2021 - Springer
Abstract Purpose of Review In this article, we provide a brief review of recent computational
modelling studies of substance use disorders (SUDs), with a focus on work published within …

[HTML][HTML] Theory-driven computational models of drug addiction in humans: Fruitful or futile?

TV Lim, KD Ersche - Addiction Neuroscience, 2023 - Elsevier
Maladaptive behavior in drug addiction is widely regarded as a result of neurocognitive
dysfunctions. Recently, there has been a growing trend to adopt computational methods to …

[HTML][HTML] The utility of a latent-cause framework for understanding addiction phenomena

S Pisupati, AJ Langdon, AB Konova, Y Niv - Addiction Neuroscience, 2024 - Elsevier
Computational models of addiction often rely on a model-free reinforcement learning (RL)
formulation, owing to the close associations between model-free RL, habitual behavior and …

[HTML][HTML] A computational hypothesis for allostasis: delineation of substance dependence, conventional therapies, and alternative treatments

YZ Levy, DJ Levy, AG Barto, JS Meyer - Frontiers in psychiatry, 2013 - frontiersin.org
The allostatic theory of drug abuse describes the brain's reward system alterations as
substance misuse progresses. Neural adaptations arising from the reward system itself and …