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Meta-Analysis of the Functional Neuroimaging Literature with Probabilistic Logic Programming
In: https://hal.archives-ouvertes.fr/hal-03590714 ; 2022 (2022)
Abstract: International audience ; Inferring reliable brain-behavior associations requires synthesizing evidence from thousands of functional neuroimaging studies through meta-analysis. However, existing meta-analysis tools are limited to investigating simple neuroscience concepts and expressing a restricted range of questions. Here, we expand the scope of neuroimaging meta-analysis by designing NeuroLang: a domain-specific language to express and test hypotheses using probabilistic first-order logic programming. By leveraging formalisms found at the crossroads of artificial intelligence and knowledge representation, NeuroLang provides the expressivity to address a larger repertoire of hypotheses in a meta-analysis, while seamlessly modelling the uncertainty inherent to neuroimaging data. We demonstrate the language's capabilities in conducting comprehensive neuroimaging meta-analysis through use-case examples that address questions of structure-function associations. Specifically, we infer the specific functional roles of three canonical brain networks, support the role of the visual word-form area in visuospatial attention, and investigate the heterogeneous organization of the fronto-parietal control network.
Keyword: [INFO.INFO-AI]Computer Science [cs]/Artificial Intelligence [cs.AI]; [INFO.INFO-LO]Computer Science [cs]/Logic in Computer Science [cs.LO]; [SDV.IB.IMA]Life Sciences [q-bio]/Bioengineering/Imaging; [SDV.NEU.SC]Life Sciences [q-bio]/Neurons and Cognition [q-bio.NC]/Cognitive Sciences; Domain-specific language; Knowledge Representation; Meta-Analysis; Neuroimaging; Neuroinformatics; Probabilistic logic programming
URL: https://hal.archives-ouvertes.fr/hal-03590714/file/Manuscript.pdf
https://hal.archives-ouvertes.fr/hal-03590714
https://hal.archives-ouvertes.fr/hal-03590714/document
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2
A gentle introduction to Girard's Transcendental Syntax for the linear logician
In: https://hal.archives-ouvertes.fr/hal-02977750 ; 2022 (2022)
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3
A Formal Model of Checked C ...
Li, Liyi; Liu, Yiyun; Postol, Deena L.. - : arXiv, 2022
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4
PACSafe: Leveraging ARM Pointer Authentication for Memory Safety in C/C++ ...
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5
Compiler-Driven Simulation of Reconfigurable Hardware Accelerators ...
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Source Matching and Rewriting ...
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7
How ISO C became unusable for operating systems development ...
Yodaiken, Victor. - : arXiv, 2022
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8
Quickstrom: Property Based Acceptance Testing with LTL Specifications ...
O'Connor, Liam; Wickström, Oskar. - : arXiv, 2022
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9
POLYCRUISE: A Cross-Language Dynamic Information Flow Analysis ...
Li, Wen. - : figshare, 2022
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POLYCRUISE: A Cross-Language Dynamic Information Flow Analysis ...
Li, Wen. - : figshare, 2022
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11
A Systematic Evaluation of Large Language Models of Code ...
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12
On Reinforcement Learning, Effect Handlers, and the State Monad ...
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13
Compilable Neural Code Generation with Compiler Feedback ...
Wang, Xin; Wang, Yasheng; Wan, Yao. - : arXiv, 2022
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14
Active Learning Activities in a Collaborative Teacher Setting in Colours, Design and Visualisation
In: Computers; Volume 11; Issue 5; Pages: 68 (2022)
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15
Are You Robert or RoBERTa? Deceiving Online Authorship Attribution Models Using Neural Text Generators
Jones, Keenan; Nurse, Jason R. C.; Li, Shujun. - : Association for the Advancement of Artificial Intelligence, 2022
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16
Formal Metatheory of Second-Order Abstract Syntax ...
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17
Eine agentenbasierte Architektur für Programmierung mit gesprochener Sprache
Weigelt, Sebastian. - : KIT Scientific Publishing, Karlsruhe, 2022
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18
Concepts et sémantique des langages de programmation 2 : constructions modulaires et objet avec OCaml, Python, C++, Ada et Java
Hardin, Thérèse; Jaume, Mathieu; Pessaux, François. - : HAL CCSD, 2021. : ISTE Editions, 2021
In: https://hal.archives-ouvertes.fr/hal-03030511 ; ISTE Editions, 2021, 9781784057022 (2021)
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19
Multiplicative Linear Logic from Logic Programs and Tilings
In: https://hal.archives-ouvertes.fr/hal-02895111 ; 2021 (2021)
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20
Language and semantics of expressions for Grafcet model synthesis in an MDE environment ; Langage et sémantique des expressions pour la synthèse de modèle Grafcet dans un environnement IDM
In: https://hal.archives-ouvertes.fr/hal-02558838 ; 2021 (2021)
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