Biomedical and other applications of soft computing / / Hoang Phuong Nguyen, Vladik Kreinovich, editors |
Pubbl/distr/stampa | Cham, Switzerland : , : Springer, , [2023] |
Descrizione fisica | 1 online resource (277 pages) |
Disciplina | 610.28 |
Collana | Studies in computational intelligence |
Soggetto topico |
Biomedical engineering
Soft computing |
ISBN | 3-031-08580-9 |
Formato | Materiale a stampa |
Livello bibliografico | Monografia |
Lingua di pubblicazione | eng |
Nota di contenuto |
Intro -- Preface -- Contents -- Question-Answering System over Knowledge Graphs Using Analogical-Problem-Solving Approach -- 1 Introduction -- 2 Background -- 2.1 RDF Knowledge Graphs and RDF Query Language -- 2.2 Dependency Parser -- 3 LingTeQA: An Analogical-Problem-Solving QA System -- 3.1 LingTeQA: Representing Questions -- 3.2 LingTeQA: Generating Templates -- 4 LingTeQA: Answering Questions -- 4.1 LingTeQA: Answering Question Containing Linguistic Terms -- 4.2 LingTeQA: Answering Questions by Generating Linguistic Summaries -- 4.3 LingTeQA: Defining Linguistic Terms with a User-friendly Web Interface -- 5 Related Work -- 5.1 Question Answering -- 5.2 Linguistic Summarization of Numeric Data -- 6 Result and Conclusion -- References -- Fuzzy Transform on 1-D Manifolds -- 1 Introduction -- 2 Preliminaries -- 2.1 Fuzzy Partition -- 2.2 Topological Manifold -- 2.3 Properties of Manifold upper MM -- 3 Fuzzy Partition of a Manifold -- 4 Hilbert Space on a Manifold -- 4.1 Subspace upper L 2 Superscript m Baseline left parenthesis ModifyingAbove upper A With quotation dash Subscript i Baseline right parenthesisL2m(overlineAi) -- 5 upper F Superscript mFm-transform -- 5.1 upper F Superscript 0F0-transform and its Inverse -- 6 Conclusion -- References -- A Systematic Review of Privacy-Preserving Blockchain in e-Medicine -- 1 Introduction -- 2 Blockchain and the Electronic Health Records Model -- 2.1 Conventional Electronic Health Records Model -- 2.2 Blockchain-Based Privacy-Preserving Models in Electric Health Records -- 3 Privacy-Preserving Identity Management Systems and Platforms in Blockchain -- 4 Future Research Directions -- 5 Conclusions -- References -- Why Rectified Linear Neurons: Two Convexity-Related Explanations -- 1 Formulation of the Problem -- 2 Why Convexity -- 3 First Convexity-Related Explanation.
4 Second Convexity-Related Explanation -- References -- How to Work? How to Study? Shall We Cram for the Exams? and How Is This Related to Life on Earth? -- 1 When to Switch Activities: Formulation of the Problem -- 2 Let Us Formulate This Problem in Precise Terms -- 3 Analysis of the Problem -- 4 Resulting Recommendations -- 5 How Is This Related to Life on Earth? -- References -- Why Quantum Techniques Are a Good First Approximation to Social and Economic Phenomena, and What Next -- 1 Formulation of the Problem -- 2 Where Can Such an Explanation Come from: General Analysis -- 3 First Explanation: Quantum Formulas Provide a Good Description for Many Phenomena in General -- 4 Second Explanation: Quantum Formulas Are the Computationally Fastest Way to Describe Nonlinear Phenomena -- 5 Third Explanation: Quantum Physics Has Many Solved Problems -- 6 Beyond Quantum -- References -- How the Pavement's Lifetime Depends on the Stress Level and on the Dry Density: An Explanation of Empirical Formulas -- 1 First Problem: Dependence on Stress -- 2 Analysis of the Problem -- 3 Invariance Requirement -- 4 Resulting Explanation -- 5 Second Problem: Dependence on Dry Density -- References -- Freedom of Will, Physics, and Human Intelligence: An Idea -- 1 Three Fundamental Challenges -- 2 How We Can Solve These Challenges: An Idea -- 3 Let Us Summarize Our Findings -- References -- Why Normalized Difference Vegetation Index (NDVI)? -- 1 Formulation of the Problem -- 2 Towards an Explanation: General Analysis of the Problem -- 3 First Result: Characterizing All Natural Functions of Two Variables -- 4 Scale Invariance -- References -- Binary Image Classification Using Convolutional Neural Network for V2V Communication Systems -- 1 Introduction -- 2 Related Work -- 2.1 Traditional Approaches -- 2.2 Deep Learning Approaches -- 3 Preliminaries of VOCC Systems. 4 Proposed Algorithm -- 5 Experiment Analyses -- 5.1 Dataset -- 5.2 Evaluation metrics -- 5.3 Result -- 6 Conclusion -- References -- Topic Model-Machine Learning Classifier Integrations on Geocoded Twitter Data -- 1 Introduction -- 2 Related Literature -- 3 Data -- 4 Methods -- 4.1 Topic Models Formulation -- 4.2 From Topic Models to Machine Learning Classifiers -- 4.3 Artificial Neural Networks -- 5 Results -- 5.1 Topic Models -- 5.2 Machine Learning Classifiers -- 5.3 Artificial Neural Networks -- 6 Conclusion -- 7 Appendix -- References -- Shop Product Tracking and Early Fire Detection Using Edge Devices -- 1 Introduction -- 2 Related Work -- 2.1 Real World Applications -- 2.2 Technologies -- 3 Method -- 3.1 Architecture -- 3.2 Product Recognition Module -- 3.3 Fire Detection Module -- 3.4 Product Tracking Module -- 4 Experiments -- 4.1 Datasets -- 4.2 Choosing Algorithms -- 4.3 Application Testing -- 5 Conclusions -- References -- SDNs Delay Prediction Using Machine Learning Algorithms -- 1 Introduction -- 2 Related Work -- 2.1 Machine Learning Algorithms -- 2.2 Evaluation Metrics -- 3 Method -- 3.1 Data Collection -- 3.2 Data Preprocessing -- 3.3 Training and Evaluation -- 4 Experiments -- 4.1 Datasets and Data Preprocessing -- 4.2 Comparison Between Different Approaches -- 5 Conclusions -- References -- A Linear Neural Network Approach for Solving Partial Differential Equations on Porous Domains -- 1 Introduction -- 2 The Proposed Radial Basis Function Network Technique -- 2.1 Integrated RBF Network Discretisation for Extended Domain -- 3 Numerical Solutions -- 3.1 Elliptic Partial Differential Equation -- 3.2 Parabolic Partial Differential Equation -- 4 Concluding Remarks -- References -- Accuracy Measures and the Convexity of ROC Curves for Binary Classification Problems -- 1 Introduction -- 2 Convexity of the ROC Curves. 3 Inequalities Relating Different Measures of Accuracy -- References -- Stochastic Simulations of Airborne Particles in a Fibre Matrix -- 1 Introduction -- 2 Langevin Equation -- 3 SDE Solver -- 3.1 Euler Method -- 3.2 Milstein Method -- 4 Langevin Equation for Particles' Zig-Zac Motion -- 5 Conclusion -- References -- Disease Diagnosis Based on Symptoms Description -- 1 Introduction -- 2 Overview of Related Works -- 3 Methodology -- 3.1 Background -- 3.2 Datasets, Input Pre-processing, Model Selection and Training -- 3.3 The Proposed Architecture for Diagnosis Based Symptom Descriptions -- 4 Results -- 4.1 Evaluation and Comparison with Prediction Performance of Bi-RNN -- 4.2 Practical Testing -- 5 Conclusion and Future Works -- References -- Chest X-Ray Image Analysis with ResNet50, SMOTE and SafeSMOTE -- 1 Introduction -- 2 Related Work -- 3 The Method -- 4 Experiments -- 5 Conclusions -- References -- Weakly Supervised Localization of the Abnormal Regions in Breast Cancer X-Ray Images Using Patches Classification -- 1 Introduction -- 2 Related Works -- 3 A Method of Weakly-Supervised Localization of the Cancer Regions in Breast Cancer X-Ray Images -- 3.1 Data Pre-processing -- 3.2 Generating Patches -- 3.3 Patch Augmentation -- 3.4 Patch Training -- 3.5 Heatmaps Calculation -- 4 Conclusions -- References -- Effects Evaluation of Data Augmentation Techniques on Common Seafood Types Classification Tasks -- 1 Introduction -- 2 Related Work -- 3 Method -- 3.1 Data Collection -- 3.2 Data Preprocessing and Augmentation Techniques -- 3.3 Split Data for the Evaluation -- 3.4 Building a Classification Model Using MobileNetV2 -- 4 Experimental Results -- 4.1 Hyper-parameters Fine-Tuning -- 4.2 Effect of Data Augmentation Techniques on Seafood Types Classification -- 5 Conclusion -- References. Image Caption Generator with a Combination Between Convolutional Neural Network and Long Short-Term Memory -- 1 Introduction -- 2 Related Work -- 3 Methodology -- 3.1 Preprocessing -- 3.2 Training with Deep Learning Approaches -- 4 Experimental Results -- 4.1 Dataset Description -- 4.2 Performance Comparison -- 4.3 Conclusion -- References -- Clothing Classification Using Shallow Convolutional Neural Networks -- 1 Introduction -- 2 Related Work -- 3 Dataset -- 4 Method -- 4.1 Overview -- 4.2 CNN-1 -- 4.3 CNN-2 -- 5 Experimental Results -- 6 Discussion -- 7 Conclusion -- References -- Similar Vietnamese Document Detection in Online Assignment Submission System -- 1 Introduction -- 2 Related Work -- 3 The Proposed Method -- 3.1 Data Preprocessing and Cosine Similarity Computation -- 3.2 The Semantic Similarity Between Sentences -- 3.3 Calculate the Similarity Between the Documents -- 4 Experimental Results -- 4.1 Data Description -- 4.2 Performance Evaluation -- 4.3 Similarity Between Sentences -- 4.4 Similarity Between Documents -- 4.5 The Application to Assignment Submission System -- 5 Conclusion -- References -- A Study of Causal Modeling with Time Delay for Frost Forecast Using Machine Learning from Data -- 1 Introduction -- 2 Causal Modeling with Time Delay -- 3 Input Variable Granulation -- 4 Implementation and Experiments -- 4.1 Datasets -- 4.2 Input and Output -- 4.3 Model Implementation -- 5 Experiments -- 5.1 Granulation for Air Temperature and Vapor Pressure -- 6 Conclusion and Future Work -- 6.1 Conclusion -- 6.2 Future Work -- References. |
Record Nr. | UNINA-9910733714703321 |
Cham, Switzerland : , : Springer, , [2023] | ||
Materiale a stampa | ||
Lo trovi qui: Univ. Federico II | ||
|
Soft computing : biomedical and related applications / / Nguyen Hoang Phuong and Vladik Kreinovich, editors |
Pubbl/distr/stampa | Cham, Switzerland : , : Springer, , [2021] |
Descrizione fisica | 1 online resource (319 pages) |
Disciplina | 610.28563 |
Collana | Studies in Computational Intelligence |
Soggetto topico |
Artificial intelligence - Medical applications
Soft computing |
ISBN | 3-030-76620-9 |
Formato | Materiale a stampa |
Livello bibliografico | Monografia |
Lingua di pubblicazione | eng |
Record Nr. | UNINA-9910733718303321 |
Cham, Switzerland : , : Springer, , [2021] | ||
Materiale a stampa | ||
Lo trovi qui: Univ. Federico II | ||
|