Info
- Utilizzare la checkbox di selezione a fianco di ciascun documento per attivare le funzionalità di stampa, invio email, download nei formati disponibili del (i) record.
Computer modeling in bioengineering : theoretical background, examples and software / / Milos̆ Kojić [and three others]
| Computer modeling in bioengineering : theoretical background, examples and software / / Milos̆ Kojić [and three others] |
| Autore | Kojic Milos <1941-> |
| Pubbl/distr/stampa | England : , : John Wiley & Sons, , [2008] |
| Descrizione fisica | 1 online resource (472 pages) |
| Disciplina | 610.28 |
| Soggetto topico | Biomedical engineering - Computer simulation |
| ISBN |
1-281-84085-8
9786611840853 0-470-75176-2 0-470-75175-4 |
| Formato | Materiale a stampa  |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto |
Computer Modeling in Bioengineering; Contents; Contributors; Preface; Part I Theoretical Background of Computational Methods; 1 Notation - Matrices and Tensors; 2 Fundamentals of Continuum Mechanics; 3 Heat Transfer, Diffusion, Fluid Mechanics, and Fluid Flow through Porous Deformable Media; Part II Fundamentals of Computational Methods; 4 Isoparametric Formulation of Finite Elements; 5 Dynamic Finite Element Analysis; 6 Introduction to Nonlinear Finite Element Analysis; 7 Finite Element Modeling of Field Problems; 8 Discrete Particle Methods for Modeling of Solids and Fluids
Part III Computational Methods in Bioengineering9 Introduction to Bioengineering; 10 Bone Modeling; 11 Biological Soft Tissue; 12 Skeletal Muscles; 13 Blood Flow and Blood Vessels; 14 Modeling Mass Transport and Thrombosis in Arteries; 15 Cartilage Mechanics; 16 Cell Mechanics; 17 Extracellular Mechanotransduction: Modeling Ligand Concentration Dynamics in the Lateral Intercellular Space of Compressed Airway Epithelial Cells; 18 Spider Silk: Modeling Solvent Removal during Synthetic and Nephila clavipes Fiber Spinning; 19 Modeling in Cancer Nanotechnology; Index; Plates |
| Record Nr. | UNINA-9910144124503321 |
Kojic Milos <1941->
|
||
| England : , : John Wiley & Sons, , [2008] | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
| ||
Computer modeling in bioengineering : theoretical background, examples and software / / Milos Kojic ... [et al.]
| Computer modeling in bioengineering : theoretical background, examples and software / / Milos Kojic ... [et al.] |
| Edizione | [1st ed.] |
| Pubbl/distr/stampa | Chichester, England ; ; Hoboken, NJ, : John Wiley & Sons, c2008 |
| Descrizione fisica | 1 online resource (472 pages) |
| Disciplina | 610.28 |
| Altri autori (Persone) | KojicMilos <1941-> |
| Soggetto topico | Biomedical engineering - Computer simulation |
| ISBN |
1-281-84085-8
9786611840853 0-470-75176-2 0-470-75175-4 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto |
Computer Modeling in Bioengineering; Contents; Contributors; Preface; Part I Theoretical Background of Computational Methods; 1 Notation - Matrices and Tensors; 2 Fundamentals of Continuum Mechanics; 3 Heat Transfer, Diffusion, Fluid Mechanics, and Fluid Flow through Porous Deformable Media; Part II Fundamentals of Computational Methods; 4 Isoparametric Formulation of Finite Elements; 5 Dynamic Finite Element Analysis; 6 Introduction to Nonlinear Finite Element Analysis; 7 Finite Element Modeling of Field Problems; 8 Discrete Particle Methods for Modeling of Solids and Fluids
Part III Computational Methods in Bioengineering9 Introduction to Bioengineering; 10 Bone Modeling; 11 Biological Soft Tissue; 12 Skeletal Muscles; 13 Blood Flow and Blood Vessels; 14 Modeling Mass Transport and Thrombosis in Arteries; 15 Cartilage Mechanics; 16 Cell Mechanics; 17 Extracellular Mechanotransduction: Modeling Ligand Concentration Dynamics in the Lateral Intercellular Space of Compressed Airway Epithelial Cells; 18 Spider Silk: Modeling Solvent Removal during Synthetic and Nephila clavipes Fiber Spinning; 19 Modeling in Cancer Nanotechnology; Index; Plates |
| Record Nr. | UNINA-9910807975303321 |
| Chichester, England ; ; Hoboken, NJ, : John Wiley & Sons, c2008 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
| ||
Differential equation analysis in biomedical science and engineering : partial differential equation applications with R / / William E. Schiesser
| Differential equation analysis in biomedical science and engineering : partial differential equation applications with R / / William E. Schiesser |
| Autore | Schiesser W. E. |
| Pubbl/distr/stampa | Hoboken, New Jersey : , : Wiley, , 2014 |
| Descrizione fisica | 1 online resource (344 p.) |
| Disciplina | 610.280285 |
| Soggetto topico |
Biomedical engineering - Computer simulation
Developmental biology - Simulation methods Chemotaxis - Data processing Differential equations |
| Soggetto genere / forma | Electronic books. |
| ISBN |
1-118-70516-5
1-118-70529-7 1-118-70532-7 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto | Introduction to partial differential equation analysis chemotaxis -- Pattern formation -- Belousov-Zhabotinskii reaction system -- Hodgkin-Huxley and Fitzhugh-Nagumo models -- Anesthesia spatiotemporal distribution -- Influenza with vaccination and diffusion -- Drug release tracking -- Temperature distributions in cryosurgery. |
| Record Nr. | UNISA-996215838403316 |
|
Schiesser W. E.
|
||
| Hoboken, New Jersey : , : Wiley, , 2014 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. di Salerno | ||
| ||
Differential equation analysis in biomedical science and engineering : partial differential equation applications with R / / William E. Schiesser
| Differential equation analysis in biomedical science and engineering : partial differential equation applications with R / / William E. Schiesser |
| Autore | Schiesser W. E. |
| Pubbl/distr/stampa | Hoboken, New Jersey : , : Wiley, , 2014 |
| Descrizione fisica | 1 online resource (344 p.) |
| Disciplina | 610.280285 |
| Soggetto topico |
Biomedical engineering - Computer simulation
Developmental biology - Simulation methods Chemotaxis - Data processing Differential equations |
| ISBN |
1-118-70516-5
1-118-70529-7 1-118-70532-7 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto | Introduction to partial differential equation analysis chemotaxis -- Pattern formation -- Belousov-Zhabotinskii reaction system -- Hodgkin-Huxley and Fitzhugh-Nagumo models -- Anesthesia spatiotemporal distribution -- Influenza with vaccination and diffusion -- Drug release tracking -- Temperature distributions in cryosurgery. |
| Record Nr. | UNINA-9910139142003321 |
|
Schiesser W. E.
|
||
| Hoboken, New Jersey : , : Wiley, , 2014 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
| ||
Differential equation analysis in biomedical science and engineering : partial differential equation applications with R / / William E. Schiesser
| Differential equation analysis in biomedical science and engineering : partial differential equation applications with R / / William E. Schiesser |
| Autore | Schiesser W. E. |
| Pubbl/distr/stampa | Hoboken, New Jersey : , : Wiley, , 2014 |
| Descrizione fisica | 1 online resource (344 p.) |
| Disciplina | 610.280285 |
| Soggetto topico |
Biomedical engineering - Computer simulation
Developmental biology - Simulation methods Chemotaxis - Data processing Differential equations |
| ISBN |
1-118-70516-5
1-118-70529-7 1-118-70532-7 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto | Introduction to partial differential equation analysis chemotaxis -- Pattern formation -- Belousov-Zhabotinskii reaction system -- Hodgkin-Huxley and Fitzhugh-Nagumo models -- Anesthesia spatiotemporal distribution -- Influenza with vaccination and diffusion -- Drug release tracking -- Temperature distributions in cryosurgery. |
| Record Nr. | UNINA-9910818691003321 |
|
Schiesser W. E.
|
||
| Hoboken, New Jersey : , : Wiley, , 2014 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
| ||
Digital human modeling : second international conference, ICDHM 2009, held as part of HCI International 2009, San Diego, CA, USA, July 19-24, 2009, proceedings / / edited by Vincent G. Duffy
| Digital human modeling : second international conference, ICDHM 2009, held as part of HCI International 2009, San Diego, CA, USA, July 19-24, 2009, proceedings / / edited by Vincent G. Duffy |
| Edizione | [1st ed. 2009.] |
| Pubbl/distr/stampa | Berlin, Germany ; ; New York, New York : , : Springer, , [2009] |
| Descrizione fisica | 1 online resource (774 p.) |
| Disciplina | 005.437 |
| Collana | Information Systems and Applications, incl. Internet/Web, and HCI |
| Soggetto topico |
Medicine - Computer simulation
Industrial engineering - Computer simulation Human mechanics - Computer simulation Human engineering - Computer simulation Human body - Computer simulation Biomedical engineering - Computer simulation Digital computer simulation Human-machine systems |
| ISBN |
1-282-29804-6
9786612298042 3-642-02809-8 |
| Classificazione |
DAT 610f
DAT 815f MED 230f SS 4800 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto | Face, Head and Body Modeling -- Modeling Motion -- Modeling Behavior, Emotion and Cognition -- Human Modeling in Transport Applications -- Human Modeling Applications in Health and Rehabilitation -- Ergonomic and Industrial Applications -- Advances in Digital Human Modeling. |
| Record Nr. | UNINA-9910484396203321 |
| Berlin, Germany ; ; New York, New York : , : Springer, , [2009] | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
| ||
Digital human modeling : second international conference, ICDHM 2009, held as part of HCI International 2009, San Diego, CA, USA, July 19-24, 2009, proceedings / / edited by Vincent G. Duffy
| Digital human modeling : second international conference, ICDHM 2009, held as part of HCI International 2009, San Diego, CA, USA, July 19-24, 2009, proceedings / / edited by Vincent G. Duffy |
| Edizione | [1st ed. 2009.] |
| Pubbl/distr/stampa | Berlin, Germany ; ; New York, New York : , : Springer, , [2009] |
| Descrizione fisica | 1 online resource (774 p.) |
| Disciplina | 005.437 |
| Collana | Information Systems and Applications, incl. Internet/Web, and HCI |
| Soggetto topico |
Medicine - Computer simulation
Industrial engineering - Computer simulation Human mechanics - Computer simulation Human engineering - Computer simulation Human body - Computer simulation Biomedical engineering - Computer simulation Digital computer simulation Human-machine systems |
| ISBN |
1-282-29804-6
9786612298042 3-642-02809-8 |
| Classificazione |
DAT 610f
DAT 815f MED 230f SS 4800 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto | Face, Head and Body Modeling -- Modeling Motion -- Modeling Behavior, Emotion and Cognition -- Human Modeling in Transport Applications -- Human Modeling Applications in Health and Rehabilitation -- Ergonomic and Industrial Applications -- Advances in Digital Human Modeling. |
| Record Nr. | UNISA-996465598403316 |
| Berlin, Germany ; ; New York, New York : , : Springer, , [2009] | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. di Salerno | ||
| ||
Multiscale computer modeling in biomechanics and biomedical engineering / / Amit Gefen, editor
| Multiscale computer modeling in biomechanics and biomedical engineering / / Amit Gefen, editor |
| Edizione | [1st ed. 2013.] |
| Pubbl/distr/stampa | New York, : Springer, c2013 |
| Descrizione fisica | 1 online resource (VIII, 396 p.) |
| Disciplina | 610.28 |
| Altri autori (Persone) | GefenAmit |
| Collana | Studies in mechanobiology, tissue engineering and biomaterials |
| Soggetto topico |
Multiscale modeling
Biomechanics - Computer simulation Biomedical engineering - Computer simulation |
| ISBN | 3-642-36482-9 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto | Application of neural network and finite element method for multiscale prediction of bone fatigue crack growth in cancellous bone -- Multiscale approach to understand the multiphysics phenomena in bone adaptation -- Multiscale elastic models of collagen bio-structures: from cross-linked molecules to soft tissues -- Multiscale modeling of ligaments and tendons -- Multiscale modeling of lymphatic drainage -- A model of electromechanical coupling in the small intestine -- Multi-scale computational modeling in vascular biology: from molecular mechanisms to tissue-level structure and function -- Multiscale modeling in vascular disease and tissue engineering -- Translational research: Multi-scale models of the pulmonary circulation in health and disease -- A multilevel finite element approach to study pressure ulcer aetiology -- Discrete and continuum multiscale behaviour in bacterial communication -- Wound healing: Multi-scale modeling -- Modeling multiscale necrotic and calcified tissue biomechanics in cancer patients: application to ductal carcinoma in situ (DCIS) -- Integration of molecular signaling into multiscale modeling of cancer. |
| Record Nr. | UNINA-9910739469203321 |
| New York, : Springer, c2013 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
| ||
Multiscale Modelling in Biomedical Engineering / / Antonis I. Sakellarios, Vassiliki T. Potsika, and Dimitrios I. Fotiadis
| Multiscale Modelling in Biomedical Engineering / / Antonis I. Sakellarios, Vassiliki T. Potsika, and Dimitrios I. Fotiadis |
| Autore | Sakellarios Antonis I. |
| Pubbl/distr/stampa | Hoboken, New Jersey : , : John Wiley & Sons, Inc., , [2023] |
| Descrizione fisica | 1 online resource (402 pages) |
| Disciplina | 610.28 |
| Collana | IEEE Press Series on Biomedical Engineering Series |
| Soggetto topico |
Biomedical engineering - Mathematical models
Biomedical engineering - Computer simulation Biomedical engineering - Mathematics |
| ISBN |
1-119-81902-4
1-119-51730-3 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto |
Cover -- Title Page -- Copyright Page -- Contents -- Author Biographies -- Preface -- List of Abbreviations -- List of Terms -- Chapter 1 Systems Biology and Multiscale Modeling -- 1.1 Introduction -- 1.2 Systems Biology -- 1.3 Systems Biology Modeling Goals -- 1.4 Systems Biology Modeling Approach -- 1.5 Application of Multiscale Methods in Systems Biology -- 1.5.1 Introduction -- 1.6 The Use of Systems Biology and Multiscale Modeling in Biomedical and Medical Science -- 1.7 Application of Computational Methods in Biomedical Engineering -- 1.7.1 Fundamental Principles -- 1.7.2 Finite Element Method -- 1.7.3 Boundary Element Method -- 1.7.4 Finite Differences Method -- 1.8 Challenges -- References -- Chapter 2 Biomedical Imaging -- 2.1 Introduction -- 2.2 X-ray Radiography -- 2.2.1 X-ray Interaction with Tissues -- 2.2.2 Medical Applications of X-rays -- 2.3 Computed Tomography -- 2.3.1 The Principle of CT Imaging -- 2.3.2 The Evolution of CT Scanners -- 2.3.3 Medical Applications of CT Imaging -- 2.3.3.1 Application of CT Imaging in Cancer -- 2.3.3.2 Application of CT Imaging in Lungs -- 2.3.3.3 Application of CT Imaging in Cardiovascular Disease -- 2.3.3.4 Application of CT Imaging in Other Fields -- 2.3.4 Radiation of CT Imaging -- 2.4 Diagnostic Ultrasound -- 2.4.1 The Principle of US -- 2.4.2 Medical Applications of US -- 2.5 Magnetic Resonance Imaging -- 2.5.1 MRI Principle -- 2.5.2 Medical Applications of MRI -- 2.6 Positron Emission Tomography (PET) -- 2.6.1 The Principle of PET -- 2.6.2 Medical Applications of PET -- 2.7 Single Photon Emission Computed Tomography -- 2.7.1 The Principle of SPECT -- 2.7.2 Medical Applications of SPECT -- 2.8 Endoscopy -- 2.8.1 Medical Applications of Endoscopy -- 2.9 Elastography -- 2.9.1 Elastographic Techniques -- 2.9.2 Elastographic Medical Applications -- 2.10 Conclusions and Future Trends.
References -- Chapter 3 Computational Modeling at Molecular Level -- 3.1 Introduction -- 3.2 Introduction to Molecular Mechanics -- 3.2.1 Chemical Formulas -- 3.2.2 Molecular Structure and Polarity -- 3.2.2.1 Mathematical Modeling of Polarizing Biochemical Systems -- 3.3 Molecular Bioengineering in Areas Critical to Human Health -- 3.3.1 Cell Biology -- 3.3.1.1 Biology of Growth Factor Systems -- 3.3.2 Diagnostic Medicine -- 3.3.2.1 Lab-on-a-Chip Devices -- 3.3.2.2 Biosensors -- 3.3.3 Preventive Medicine -- 3.3.4 Therapeutic Medicine -- 3.3.4.1 Drug Delivery -- 3.3.4.2 Tissue Engineering -- References -- Chapter 4 Computational Modeling at Cell Level -- 4.1 Introduction -- 4.2 Introduction to Cell Mechanics -- 4.2.1 Cell Material Properties -- 4.2.2 Cell Composition and Structure -- 4.3 Cellular Bioengineering in Areas Critical to Human Health -- 4.3.1 Biology -- 4.3.2 Diagnostic Medicine -- 4.3.2.1 Organ Chip Technology -- 4.3.2.2 Mechanosensors -- 4.3.3 Therapeutic Medicine -- 4.3.3.1 Drug Delivery -- 4.3.3.2 Tissue Engineering -- 4.3.4 P4 Medicine -- References -- Chapter 5 Computational Modeling at Tissue Level -- 5.1 Introduction -- 5.2 Epithelial Tissue -- 5.2.1 Composition and Properties of Epithelial Tissue -- 5.2.2 Computational Modeling of Epithelial Tissue -- 5.3 Connective Tissue -- 5.3.1 Composition and Properties of Connective Tissue -- 5.3.2 Computational Modeling of Connective Tissue -- 5.4 Muscle Tissue -- 5.4.1 Composition and Properties of Muscle Tissue -- 5.4.2 Computational Modeling of Muscle Tissue -- 5.4.2.1 Computational Modeling of Skeletal Muscle Tissue -- 5.4.2.2 Computational Modeling of Smooth Muscle Tissue -- 5.4.2.3 Computational Modeling of Cardiac Muscle Tissue -- 5.4.2.4 Musculotendon Models -- 5.5 Nervous Tissue -- 5.5.1 Computational Modeling of Brain Tissue -- 5.5.2 Computational Modeling of the Spinal Cord Tissue. 5.5.3 Computational Modeling of Peripheral Nerves -- 5.6 Conclusion -- References -- Chapter 6 Macroscale Modeling at the Organ Level -- 6.1 Introduction -- 6.2 The Respiratory System -- 6.2.1 Computational Modeling of the Respiratory System -- 6.3 The Digestive System -- 6.3.1 Computational Modeling of the Digestive System -- 6.4 The Cardiovascular System -- 6.4.1 Computational Modeling of the Cardiovascular System -- 6.5 The Urinary System -- 6.5.1 Computational Modeling of the Urinary System -- 6.6 The Integumentary System -- 6.6.1 Computational Modeling of the Integumentary System -- 6.7 The Musculoskeletal System -- 6.7.1 Introduction to the Skeletal System -- 6.7.2 Introduction to the Muscular System -- 6.7.3 Computational Modeling of the Muscular-Skeletal System -- 6.8 The Endocrine System -- 6.8.1 Computational Modeling of the Endocrine System -- 6.9 The Lymphatic System -- 6.9.1 Computational Modeling of the Lymphatic System -- 6.10 The Nervous System -- 6.10.1 Computational Modeling of the Nervous System -- 6.11 The Reproductive System -- 6.11.1 Computational Modeling of the Reproductive System -- 6.12 Conclusion -- References -- Chapter 7 Mechanotransduction Perspective, Recent Progress and Future Challenges -- 7.1 Introduction -- 7.2 Methods for Studying Mechanotransduction -- 7.2.1 How Mechanical Forces Are Detected -- 7.2.2 Transmission of Mechanical Forces -- 7.2.3 Conversion of Mechanical Forces to Signals -- 7.3 Mathematical Models of Mechanotransduction -- 7.3.1 ODE Based Computational Model -- 7.3.2 PDE Based Computational Model -- 7.3.2.1 Mechanical Factors that Affect Cell Differentiation and Proliferation -- 7.3.2.2 A Case Example of Multi-Scale Modeling Cell Differentiation and Proliferation -- 7.3.3 Methodology of a Hybrid Multi-Scale Approach -- 7.3.3.1 The Agent-Based Model (ABM) -- 7.3.3.2 Mechanical Model -- 7.4 Challenges. References -- Chapter 8 Multiscale Modeling of the Musculoskeletal System -- 8.1 Introduction -- 8.2 Structure of the Musculoskeletal System -- 8.2.1 Structure of the Skeletal System Components -- 8.2.2 Structure of the Muscular System Components -- 8.3 Elasticity -- 8.4 Mechanical Characteristics of Muscles -- 8.5 Multiscale Modeling Approaches of the Musculoskeletal System -- 8.5.1 Multiscale Modeling of Bones -- 8.5.2 Multiscale Modeling of Articular Cartilage -- 8.5.3 Multiscale Modeling of Tendons and Ligaments -- 8.5.3.1 Advances in Multiscale Modeling of Tendons -- 8.5.3.2 Advances in Multiscale Modeling of Ligaments -- 8.5.4 Multiscale Modeling of the Skeletal Muscle -- 8.5.5 Multiscale Modeling of the Smooth Muscle -- 8.6 Conclusion -- References -- Chapter 9 Multiscale Modeling of Cardiovascular System -- 9.1 Introduction -- 9.2 Cardiovascular Mechanics -- 9.2.1 Visualization of the Cardiovascular System and 3D Arterial Reconstruction -- 9.2.2 Blood Flow Modeling -- 9.2.2.1 Steady and Pulsatile Flow of Blood -- 9.2.2.2 Computational Fluid Dynamics Modeling -- 9.2.2.3 Newtonian and Non-Newtonian Behavior of Blood -- 9.2.3 Plaque Growth Modeling -- 9.2.4 Agent-Based Modeling -- 9.2.4.1 Key Components of Agent-Based Modelling -- 9.2.4.2 Agent-Based Modelling and Simulation Approach -- 9.2.4.3 Problem Definition -- 9.2.4.4 ABM Applications in Cardiovascular Systems -- 9.2.5 Discrete Particle Dynamics -- 9.2.6 Multiscale Model of Drug Delivery/Restenosis -- 9.2.6.1 Benefits of Multiscale Model of Drug Delivery/Restenosis -- 9.3 Conclusions -- References -- Chapter 10 Risk Prediction -- 10.1 Introduction -- 10.2 Medical Data Preprocessing -- 10.2.1 Data Sharing -- 10.2.2 Data Harmonization -- 10.3 Machine Learning and Data Mining -- 10.3.1 Supervised Learning Algorithms -- 10.3.1.1 Regression Analysis -- 10.3.1.2 Support Vector Machines. 10.3.1.3 Naïve Bayes -- 10.3.1.4 Decision Trees -- 10.3.1.5 Ensemble Classifiers -- 10.3.1.6 Artificial Neural Networks -- 10.3.1.7 K-Means -- 10.3.1.8 Spectral Clustering -- 10.3.1.9 Hierarchical Clustering -- 10.4 Explainable Machine Learning -- 10.4.1 Transparency -- 10.4.2 Evaluation and Types of Explanation -- 10.5 Example of Predictive Models in Cardiovascular Disease -- 10.6 Conclusion -- References -- Chapter 11 Future Trends -- 11.1 Virtual Populations -- 11.1.1 Methods for Virtual Population Generation -- 11.1.2 A Methodological Approach for a Virtual Population -- 11.1.2.1 Multivariate Log-Normal Distribution (log-MVND) -- 11.1.2.2 Supervised Tree Ensembles -- 11.1.2.3 Unsupervised Tree Ensembles -- 11.1.2.4 Radial Basis Function-Based Artificial Neural Networks -- 11.1.2.5 Bayesian Networks -- 11.1.2.6 Performance Evaluation of the Quality of the Generated Virtual Patient Data -- 11.1.3 A Novel Approach for a Virtual Population Combining Multiscale Modeling -- 11.2 Digital Twins -- 11.2.1 Ecosystem of the Digital Twin for Health -- 11.2.2 An Example Workflow of a Digital Twin -- 11.3 Integrating Multiscale Modeling and Machine Learning -- 11.3.1 Physics-Informed NN (PINN) -- 11.3.2 Deep NN Algorithms Inspired by Statistical Physics and Information Theory -- 11.4 Conclusion and Future Trends -- References -- Index -- EULA. |
| Record Nr. | UNINA-9910830080803321 |
|
Sakellarios Antonis I.
|
||
| Hoboken, New Jersey : , : John Wiley & Sons, Inc., , [2023] | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
| ||
