Residual Jacobian Physics-Informed Neural Networks (Rj-Pinns) for Guaranteed Convergence

Authors: Dadesso, Dadoyi

Subject Terms: Data-Driven Modeling, Deep Learning/statistics & numerical data, Partial Differential Equations (PDEs), Physics, Computational science, Computer Simulation/statistics & numerical data, Machine Learning, Deep Learning, Engineering, Jacobian-based optimization, Artificial Intelligence, Trust-region methods for ML, Residual Jacobian Physics-Informed Neural Networks (RJ-PINNs), Computer Science, FOS: Mathematics, Physics-Informed Neural Networks (PINNs), Mathematics

Residual Jacobian Physics-Informed Neural Networks (RJ-PINNs) for improved convergence and stability

Authors: Dadesso, Dadoyi

Subject Terms: Data-Driven Modeling, Deep Learning/statistics & numerical data, Partial Differential Equations (PDEs), Physics, Computational science, Computer Simulation/statistics & numerical data, Machine Learning, Deep Learning, Engineering, Jacobian-based optimization, Artificial Intelligence, Trust-region methods for ML, Residual Jacobian Physics-Informed Neural Networks (RJ-PINNs), Computer Science, FOS: Mathematics, Physics-Informed Neural Networks (PINNs), Mathematics

Residual Jacobian Physics-Informed Neural Networks (RJ-PINNs) for improved convergence and stability ; Residual Jacobian Physics-Informed Neural Networks (RJ-PINNs): A Robust Framework for Inverse Problems in PDEs ; Guaranteed-Convergence PINNs for Parameter Estimation ; Réseaux Neuronaux à Physique Intégrée par Jacobien Résiduel (RJ-PINNs) pour une Convergence Garantie

Authors: Dadesso, Dadoyi

Contributors: Dadesso, Dadoyi

Subject Terms: Residual Jacobian Physics-Informed Neural Networks (RJ-PINNs), Trust-region methods for ML, Physics-Informed Neural Networks (PINNs), Machine Learning, Partial Differential Equations (PDEs), Data-Driven Modeling, Jacobian-based optimization, Deep Learning, Deep Learning/statistics & numerical data, Computer Simulation/statistics & numerical data, Mathematics, Physics, Engineering, Computer Science, Artificial Intelligence, Computational science

Relation: https://zenodo.org/records/16956061; oai:zenodo.org:16956061; https://doi.org/10.5281/zenodo.16956061

Availability: https://doi.org/10.5281/zenodo.16956061
https://zenodo.org/records/16956061

Residual Jacobian Physics-Informed Neural Networks (RJ-PINNs) for Guaranteed Convergence ; Residual Jacobian Physics-Informed Neural Networks (RJ-PINNs): A Robust Framework for Inverse Problems in PDEs ; Guaranteed-Convergence PINNs for Parameter Estimation ; Réseaux Neuronaux à Physique Intégrée par Jacobien Résiduel (RJ-PINNs) pour une Convergence Garantie

Authors: Dadesso, Dadoyi

Contributors: Dadesso, Dadoyi

Subject Terms: Residual Jacobian Physics-Informed Neural Networks (RJ-PINNs), Trust-region methods for ML, Physics-Informed Neural Networks (PINNs), Machine Learning, Partial Differential Equations (PDEs), Data-Driven Modeling, Jacobian-based optimization, Deep Learning, Deep Learning/statistics & numerical data, Computer Simulation/statistics & numerical data, Mathematics, Physics, Engineering, Computer Science, Artificial Intelligence, Computational science

Relation: https://zenodo.org/records/16929905; oai:zenodo.org:16929905; https://doi.org/10.5281/zenodo.16929905

Availability: https://doi.org/10.5281/zenodo.16929905
https://zenodo.org/records/16929905

An artificial intelligence model to predict hepatocellular carcinoma risk in Korean and Caucasian patients with chronic hepatitis B

Authors: Maria Buti, Pietro Lampertico, Young-Suk Lim, Jeong Hoon Lee, George V. Papatheodoridis, George N. Dalekos, Soo-Young Park, Yong Kyun Cho, Eileen L. Yoon, Jose Luis Calleja, Seung Up Kim, Dae Won Jun, Yeon Seok Seo, Spilios Manolakopoulos, Joon Yeul Nam, Harry La Janssen, Han Ah Lee, Myoung-Jin Jang, Hyung-Chul Lee, Hwi Young Kim, Joo Hyun Sohn, Thomas Berg, Soung Won Jeong, Yong Jin Jung, Eun Sun Jang, Yoon Jun Kim, Sang Bong Ahn, Hyoung Su Kim, John Goulis, Dong Hyun Sinn, Sung Eun Kim, Ramazan Idilman, Jung Hwan Yoon, Yun Bin Lee, Jae-Jun Shim, Vana Sypsa

Contributors: Hwi Young Kim, Pietro Lampertico, Joon Yeul Nam, Hyung-Chul Lee, Seung Up Kim, Dong Hyun Sinn, Yeon Seok Seo, Han Ah Lee, Soo Young Park, Young-Suk Lim, Eun Sun Jang, Eileen L Yoon, Hyoung Su Kim, Sung Eun Kim, Sang Bong Ahn, Jae-Jun Shim, Soung Won Jeong, Yong Jin Jung, Joo Hyun Sohn, Yong Kyun Cho, Dae Won Jun, George N Dalekos, Ramazan Idilman, Vana Sypsa, Thomas Berg, Maria Buti, Jose Luis Calleja, John Goulis, Spilios Manolakopoulos, Harry L A Janssen, Myoung-Jin Jang, Yun Bin Lee, Yoon Jun Kim, Jung-Hwan Yoon, George V Papatheodoridis, Jeong-Hoon Lee, Kim, Seung Up

Source: Journal of Hepatology. 76:311-318

Subject Terms: Male, 0301 basic medicine, Chronic / complications, HBV, HCC, antiviral treatment, chronic hepatitis B, deep neural networking, liver cancer, Artificial Intelligence / statistics & numerical data, Tenofovir / therapeutic use, White People / statistics & numerical data, Liver Neoplasms / physiopathology, Guanine / therapeutic use, Cohort Studies, Computer Simulation / statistics & numerical data, 0303 health sciences, Liver Neoplasms, Liver Neoplasms / complications, Middle Aged, Hepatocellular / etiology, Hepatitis B, 3. Good health, Antiviral Agents / pharmacology, Female, Hepatocellular / physiopathology, White People / ethnology, Adult, Computer Simulation / standards, Carcinoma, Hepatocellular, Guanine, Antiviral Agents / therapeutic use, Antiviral Agents, White People, 03 medical and health sciences, Hepatitis B, Chronic, Asian People, Republic of Korea / ethnology, Artificial Intelligence, Republic of Korea, Humans, Computer Simulation, Tenofovir, Tenofovir / pharmacology, Chronic / physiopathology, Carcinoma, Artificial Intelligence / standards, Guanine / analogs & derivatives, Asian People / ethnology, Asian People / statistics & numerical data, Guanine / pharmacology, Follow-Up Studies

File Description: application/pdf

Access URL: https://pubmed.ncbi.nlm.nih.gov/34606915
https://www.sciencedirect.com/science/article/pii/S0168827821020870
https://www.journal-of-hepatology.eu/article/S0168-8278(21)02087-0/fulltext

Explicit inclusion of treatment in prognostic modeling was recommended in observational and randomized settings

Authors: Groenwold, R, Moons, K, Pajouheshnia, R, Altman, D, Collins, G, Debray, T, Reitsma, J, Riley, R, Peelen, L

Contributors: Epi Methoden Team 2, Circulatory Health, Infection & Immunity, JC onderzoeksprogramma Methodology, Cancer, Epi Methoden, Epi Methoden Team 1, Epi Methoden Team 4, Epi Methoden Team 3

Source: Journal of Clinical Epidemiology. 78:90-100

Subject Terms: 2. Zero hunger, Models, Statistical, Epidemiology, Decision support techniques, Randomized Controlled Trials as Topic/statistics & numerical data, Computer simulation, Statistical, Prognosis, R1, Observational Studies as Topic/statistics & numerical data, Computer Simulation/statistics & numerical data, Epidemiologic Studies, Observational Studies as Topic, 03 medical and health sciences, Treatment Outcome, 0302 clinical medicine, Models, Calibration, Journal Article, Humans, Computer Simulation, Probability, Randomized Controlled Trials as Topic

File Description: application/pdf

Access URL: http://eprints.keele.ac.uk/1613/1/riley_jce_2016.pdf
https://pubmed.ncbi.nlm.nih.gov/27045189
https://eprints.keele.ac.uk/1613/1/riley_jce_2016.pdf
https://research-portal.uu.nl/en/publications/b52cc524-7716-46da-9d72-f361a24bc16c
https://doi.org/10.1016/j.jclinepi.2016.03.017
https://www.narcis.nl/publication/RecordID/oai%3Adspace.library.uu.nl%3A1874%2F343894
https://dspace.library.uu.nl/handle/1874/343894
https://www.ncbi.nlm.nih.gov/pubmed/27045189
http://europepmc.org/abstract/MED/27045189
https://www.ndorms.ox.ac.uk/publications/614806
https://ora.ox.ac.uk/objects/uuid:69ea7aad-d500-4d7e-bf06-f82cccbedd45
https://dspace.library.uu.nl/handle/1874/343894
https://ora.ox.ac.uk/objects/uuid:69ea7aad-d500-4d7e-bf06-f82cccbedd45
https://doi.org/10.1016/j.jclinepi.2016.03.017

Bootstrap standard error and confidence intervals for the correlations corrected for indirect range restriction

Authors: Cui, Y, Chan, W, Li, JCH

Source: British Journal of Mathematical and Statistical Psychology. 64:367-387

Subject Terms: Models, Statistical, 05 social sciences, Statistical, 01 natural sciences, Personnel Selection - Statistics & Numerical Data, Bias, 0504 sociology, Models, Sample Size, Bias (Epidemiology), Confidence Intervals, Humans, Computer Simulation, 0501 psychology and cognitive sciences, 0101 mathematics, Personnel Selection, Computer Simulation - Statistics & Numerical Data, Monte Carlo Method, Algorithms

Access URL: https://pubmed.ncbi.nlm.nih.gov/21973092
http://doi.wiley.com/10.1348/2044-8317.002007
https://europepmc.org/article/MED/21973092
https://hub.hku.hk/handle/10722/180516
https://bpspsychub.onlinelibrary.wiley.com/doi/abs/10.1348/2044-8317.002007
https://onlinelibrary.wiley.com/doi/abs/10.1348/2044-8317.002007
https://www.ncbi.nlm.nih.gov/pubmed/21973092
http://hdl.handle.net/10722/180516

Immediate‐early gene regulation by interplay between different post‐translational modifications on human histone H3

Authors: Kaleem, Afshan, Hoessli, Daniel, Ahmad, Ishtiaq, Walker-Nasir, Evelyne, Nasim, Anwar, Shakoori, Abdul Rauf, Nasir-ud-Din

Source: Journal of cellular biochemistry, Vol. 103, No 3 (2008) pp. 835-51

Subject Terms: Transcriptional Activation, 0301 basic medicine, Glycosylation, Transcription, Genetic, Amino Acid Motifs, ddc:616.07, 616.07, Protein Processing, Post-Translational/physiology, Methylation, Histones, Structure-Activity Relationship, 03 medical and health sciences, Genes, Immediate-Early/genetics, Animals, Humans, Computer Simulation, Vertebrates/genetics/metabolism, Gene Silencing, Phosphorylation, Chromatin/physiology, Histones/genetics/metabolism, Genes, Immediate-Early, Amino Acid Motifs/genetics, Transcription, Genetic/genetics, Invertebrates/genetics/metabolism, Gene Silencing/physiology, Invertebrates, Chromatin, Nucleosomes, Protein Structure, Tertiary, Computer Simulation/statistics & numerical data, Gene Expression Regulation, Nucleosomes/genetics/metabolism, Protein Processing, Post-Translational, Sequence Alignment

File Description: application/pdf

Access URL: https://pubmed.ncbi.nlm.nih.gov/17668447
https://www.ncbi.nlm.nih.gov/pubmed/17668447
https://europepmc.org/article/MED/17668447
https://onlinelibrary.wiley.com/doi/10.1002/jcb.21454
https://core.ac.uk/display/60846121
https://pubmed.ncbi.nlm.nih.gov/17668447/
https://archive-ouverte.unige.ch/unige:2490
https://archive-ouverte.unige.ch/unige:2490
https://doi.org/10.1002/jcb.21454
https://archive-ouverte.unige.ch/unige:2490

Two Simulation Methods for Constructing Confidence Bands Under the Additive Risk Model

Authors: Yin, G, Hu, J

Source: Journal of Biopharmaceutical Statistics. 14:389-402

Subject Terms: Failure time data, Estimating equation, Proportional hazards, Computer Simulation, 0101 mathematics, Confidence band, Computer Simulation - Statistics & Numerical Data, Monte Carlo Method, 01 natural sciences, Proportional Hazards Models

Access URL: https://pubmed.ncbi.nlm.nih.gov/15206535
https://www.tandfonline.com/doi/full/10.1081/BIP-120037188
https://europepmc.org/article/MED/15206535
http://hub.hku.hk/handle/10722/146570
https://pubmed.ncbi.nlm.nih.gov/15206535/
https://mdanderson.elsevierpure.com/en/publications/two-simulation-methods-for-constructing-confidence-bands-under-th
http://www.ncbi.nlm.nih.gov/pubmed/15206535
http://hdl.handle.net/10722/146570

Genetic Structure Adds Power to Detect Schizophrenia Susceptibility at SLIT3 in the Chinese Han Population

Authors: La, Y, Duan, Y, Gao, B, Gu, N, Zhu, S, Liu, H, Salter, H, He, L, Shi, Y, Zhao, X, Yu, L, Xu, Y, Feng, G, Tao, R, Tang, J

Source: Genome Research. 14:1345-1349

Subject Terms: Adult, Male, 0301 basic medicine, Genetic Testing/statistics & numerical data, Schizophrenia/epidemiology/*genetics, Polymorphism, Single Nucleotide, Chromosomes, 03 medical and health sciences, Asian People, Genetics, Genetics, Population/methods/statistics & numerical data, Cluster Analysis, Humans, Computer Simulation, Genetic Predisposition to Disease, Genetic Testing, Polymorphism, Genetic Predisposition to Disease/epidemiology/*genetics, 0303 health sciences, Population/methods/statistics & numerical data, Asian Continental Ancestry Group/*ethnology/*genetics/statistics & numerical data, Genetic Variation, Chromosomes, Human, Pair 5/genetics, Polymorphism, Single Nucleotide/genetics, Computer Simulation/statistics & numerical data, Genetics, Population, Genetic Variation/genetics, Schizophrenia, Chromosomes, Human, Pair 5, Pair 5/genetics, Female, Single Nucleotide/genetics, Human

Access URL: http://genome.cshlp.org/content/14/7/1345.full.pdf
https://pubmed.ncbi.nlm.nih.gov/15231749
https://core.ac.uk/display/3492201
https://europepmc.org/article/MED/15231749
https://www.ncbi.nlm.nih.gov/pmc/articles/PMC442150
http://hdl.handle.net/10722/208438

The degree of predictivity in pilot studies on six subjects in bioequivalence trials

Authors: Marzo, Antonio, Fibbioli, Monia, Marone, Claudio, Cerutti, Bernard

Source: Pharmacological Research, Vol. 49, No 3 (2004) pp. 283-6

Subject Terms: Male, 0301 basic medicine, Analysis of Variance, 0303 health sciences, Pilot Projects, Computer Simulation/statistics & numerical data, 03 medical and health sciences, 610/370, Therapeutic Equivalency, Predictive Value of Tests, ddc:610/370, Area Under Curve, Confidence Intervals, Humans, Computer Simulation, Female

File Description: application/pdf

Access URL: https://pubmed.ncbi.nlm.nih.gov/14726225
https://archive-ouverte.unige.ch/unige:34062
https://www.sciencedirect.com/science/article/pii/S1043661803003074
https://www.ncbi.nlm.nih.gov/pubmed/14726225
https://core.ac.uk/display/60881835
https://archive-ouverte.unige.ch/unige:34062

Gender differences among medical students in the approach to simulation / Forskelle i mandlige og kvindelige medicinstuderendes tilgang til simulation

Authors: Konge, Lars, Ali, Amir, Sörensen, Morten, Bitsch, Mikael

Source: Ugeskrift for Laeger. 173(49):3170

Dendritic integration in hippocampal dentate granule cells.

Authors: Krueppel, Roland, Remy, Stefan, Beck, Heinz

Source: Neuron 71(3), 512-528 (2011). doi:10.1016/j.neuron.2011.05.043

Subject Terms: info:eu-repo/classification/ddc/610, Action Potentials: physiology, Animals, Computer Simulation: statistics & numerical data, Dendrites: physiology, Dentate Gyrus: cytology, Dentate Gyrus: physiology, Electrophysiology: methods, Excitatory Postsynaptic Potentials: physiology, Microscopy: methods, Patch-Clamp Techniques: methods, Pyramidal Cells: physiology, Rats, Wistar, Synaptic Transmission: physiology

Subject Geographic: DE

Relation: info:eu-repo/semantics/altIdentifier/issn/0896-6273; info:eu-repo/semantics/altIdentifier/pmid/pmid:21835347; info:eu-repo/semantics/altIdentifier/issn/1097-4199; https://pub.dzne.de/record/136284

Availability: https://pub.dzne.de/record/136284
https://pub.dzne.de/search?p=id:%22DZNE-2020-02606%22

Immediate-early gene regulation by interplay between different post-translational modifications on human histone H3

Authors: Kaleem, Afshan, Hoessli, Daniel, Ahmad, Ishtiaq, Walker-Nasir, Evelyne, Nasim, Anwar, Shakoori, Abdul Rauf, Nasir-ud-Din

Source: ISSN: 1097-4644 ; Journal of cellular biochemistry, vol. 103, no. 3 (2008) p. 835-851.

Subject Terms: info:eu-repo/classification/ddc/616.07, Amino Acid Motifs/genetics, Animals, Chromatin/physiology, Computer Simulation/statistics & numerical data, Gene Expression Regulation, Gene Silencing/physiology, Genes, Immediate-Early/genetics, Glycosylation, Histones/genetics/metabolism, Humans, Invertebrates/genetics/metabolism, Methylation, Nucleosomes/genetics/metabolism, Phosphorylation, Protein Processing, Post-Translational/physiology, Protein Structure, Tertiary, Sequence Alignment, Structure-Activity Relationship, Transcription, Genetic/genetics, Transcriptional Activation, Vertebrates/genetics/metabolism

Relation: info:eu-repo/semantics/altIdentifier/pmid/17668447; unige:2490

Availability: https://archive-ouverte.unige.ch/unige:2490