Keywords:
Artificial intelligence--Medical applications--Congresses.
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Expert systems (Computer science).
;
Expert Systems.
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Knowledge Bases.
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Computational Biology--methods.
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Medical Informatics Computing.
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Electronic books.
Description / Table of Contents:
This book reviews research on knowledge-based systems in biomedicine and computational life science, including such topics as personalized stress diagnosis system; image analysis system for breast cancer diagnosis; analysis of neuronal cell images and more.
Type of Medium:
Online Resource
Pages:
1 online resource (220 pages)
Edition:
1st ed.
ISBN:
9783642330155
Series Statement:
Studies in Computational Intelligence Series ; v.450
URL:
https://ebookcentral.proquest.com/lib/geomar/detail.action?docID=3071009
Language:
English
Note:
Title page -- Preface -- Contents -- Physiological Sensor Signals Analysis to Represent Casesin a Case-Based Diagnostic System -- Introduction -- Application Domain: Stress -- Physiological Parameters to Measure Stress -- Methods and Approaches -- Case-Based Reasoning -- Fuzzy Logic -- Fast Fourier Transformation -- Sensitivity and Specificity Analysis -- Knowledge-Based Stress Diagnostic System -- Data Collection -- Feature Extraction -- Feature Extraction from Finger Temperature Sensor Signals -- Evaluation -- Conclusions -- References -- Breast Cancer Histological Image Classification with Multiple Features and Random Subspace Classifier Ensemble -- Introduction -- Image Dataset -- Feature Extraction -- Curvelet Transform for Breast Cancer Histological Image -- Features Extracted from Gray Level Co-occurrence Matrix -- Completed Local Binary Patterns for Texture Description -- Combined Feature -- Random Subspace Ensemble of Neural Networks -- Random Subspace Ensemble and Multi-layer Perceptron -- Theoretical Analysis of the Ensemble Classifier -- Experiments and Results -- Evaluation of Individual Classifiers -- Evaluation of MLP Random Subspace Ensemble -- Conclusion -- Image Processing and Reconstruction of Cultured Neuron Skeletons -- Introduction -- Segmentation of Cultured Neurons Using Logical Analysis of Grey and Distance Difference -- Neuronal Cell Culture and Image Acquisition -- Logical Level Technique -- Logical Level Technique with Difference Analysis of Grey Region -- Use of Filtering Window with Constrained Condition -- Experiment Results -- Discussion -- Reconstruction and Extraction of Neuron Skeletons -- Smoothing of Neuron Skeletons -- Reconstruction of Neuron Skeletons -- Analysis and Calculation of Reconstructed Neuron Skeletons -- Experiments and Conclusion -- Protein Structure Prediction: Are We There Yet? -- Introduction.
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CASP -- Protein Modelling Algorithms -- ab-initio Approach -- Comparative Modelling -- Predicting New Folds -- Applications -- Future Research Directions -- Conclusion -- References -- Text Mining for Neuroscience: A Co-morbidity Case Study -- Introduction -- Background Literature -- Methodology -- Results and Discussion -- Feasibility- Application across Three Neuroscience Domains -- Alcoholism and Schizophrenia Co-morbidity -- Conclusions -- References -- Robust Algorithmic Detection of Cardiac Pathologies from Short Periods of RR Data -- Introduction -- Importance and Challenges of HRV-Based Cardiac Diagnostics from Short RR Time Series -- Generic Framework for the Discovery of Robust Multi-component Indicators -- Meta-indicators for HRV-Based Diagnostics -- Meta-classifiers for Multiple Abnormality Detection -- Diagnostics of Complex and Rare Events -- Conclusions -- Studies on Five Senses Treatment -- Introduction -- Experiment Method -- Experiment 1 -- Experiment 2 -- Analysis Method -- Chaos Analysis of Time Series -- Recurrence Quantitative Analysis -- Results -- Results of Chaos Analysis of Voice -- Results of RQA Analysis -- Chaos and Power Spectrum in Scalp EEG -- Lyapunov Exponent Distribution over Scalp EEG -- Changes of Plethysmogram in Relation to EEG -- Case Study -- Method of Five Senses Therapy -- Patients and Study Design -- Result of Therapy -- Discussion and Conclusion -- References -- Fuzzy Knowledge-Based Subspace Clustering for Life Science Data Analysis -- Introduction -- Soft Subspace Clustering -- FWSC Algorithms -- EWSC Algorithms -- Non-additive Measures and Choquet Integral -- Fuzzy Measures -- Signed Fuzzy Measures -- The Choquet Integral -- Subspace Clustering-Based Choquet Integral -- Framework for FISC -- Framework for PFISC -- Experimental Results -- Analysis of Feature Interaction -- Performance Evaluation.
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Conclusions -- Author Index.
