Knowledge-based systems in biomedicine and computational life science:
Saved in:
| Other Authors: | |
|---|---|
| Format: | Book |
| Language: | English |
| Published: |
Berlin [u.a.]
Springer
2013
|
| Series: | Studies in computational intelligence
450 |
| Subjects: | |
| Online Access: | Inhaltstext Inhaltsverzeichnis |
| Physical Description: | XII, 213 S. Ill., graph. Darst. |
| ISBN: | 9783642330148 3642330142 |
Staff View
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Record in the Search Index
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IMAGE 1
CONTENTS
1 PHYSIOLOGICAL SENSOR SIGNALS ANALYSIS TO REPRESENT CASES IN A
CASE-BASED DIAGNOSTIC SYSTEM 1
SHAHINA BEGUM, M O B Y E N UDDIN AHMED, PETER F U N K 1 INTRODUCTION 1
2 APPLICATION DOMAIN: STRESS 3
2.1 PHYSIOLOGICAL PARAMETERS TO MEASURE STRESS 4
3 METHODS AND APPROACHES 7
3.1 CASE-BASED REASONING 7
3.2 FUZZY LOGIC 10
3.3 FAST FOURIER TRANSFORMATION 11
3.4 SENSITIVITY AND SPECIFICITY ANALYSIS 13
4 KNOWLEDGE-BASED STRESS DIAGNOSTIC SYSTEM 14
4.1 DATA COLLECTION 14
4.2 FEATURE EXTRACTION 15
4.3 FEATURE EXTRACTION FROM FINGER TEMPERATURE SENSOR SIGNALS 18
5 EVALUATION 19
6 CONCLUSIONS 2 2
REFERENCES 2 3
2 BREAST CANCER HISTOLOGICAL IMAGE CLASSIFICATION WITH MULTIPLE FEATURES
AND RANDOM SUBSPACE CLASSIFIER ENSEMBLE 27
YUNGANG ZHANG, BAILING ZHANG, WENJIN L U 1 INTRODUCTION 2 7
2 IMAGE DATASET 2 8
3 FEATURE EXTRACTION 2 9
3.1 CURVELET TRANSFORM FOR BREAST CANCER HISTOLOGICAL I M A G E 2 9
3.2 FEATURES EXTRACTED FROM GRAY LEVEL CO-OCCURRENCE MATRIX 3 0
HTTP://D-NB.INFO/102462935X
IMAGE 2
X
CONTENTS
3.3 COMPLETED LOCAL BINARY PATTERNS FOR TEXTURE
DESCRIPTION 3 0
3.4 COMBINED FEATURE 3 2
4 R A N D O M SUBSPACE ENSEMBLE O F NEURAL NETWORKS 3 2
4.1 RANDOM SUBSPACE ENSEMBLE AND MULTI-LAYER PERCEPTRON 3 3
4.2 THEORETICAL ANALYSIS O F THE ENSEMBLE CLASSIFIER 3 4
5 EXPERIMENTS A N D RESULTS 3 6
5.1 EVALUATION O F INDIVIDUAL CLASSIFIERS 37
5.2 EVALUATION O F M L P RANDOM SUBSPACE ENSEMBLE 3 8
6 CONCLUSION 4 0
REFERENCES 4 1
3 IMAGE PROCESSING AND RECONSTRUCTION OF CULTURED NEURON SKELETONS 43
DONGGANG YU, TUAN D. PHAM, JESSE S. JIN, SUHUAI LUO, H O N G YAN, DENIS
I. CRANE 1 INTRODUCTION 4 4
2 SEGMENTATION O F CULTURED NEURONS USING LOGICAL ANALYSIS O F GREY AND
DISTANCE DIFFERENCE 4 4
2.1 NEURONAL CELL CULTURE AND IMAGE ACQUISITION 4 8
2.2 LOGICAL LEVEL TECHNIQUE 4 8
2.3 LOGICAL LEVEL TECHNIQUE WITH DIFFERENCE ANALYSIS O F GREY REGION 4 9
2.4 USE O F FILTERING WINDOW WITH CONSTRAINED
CONDITION 5 2
2.5 EXPERIMENT RESULTS 5 4
2.6 DISCUSSION 5 5
3 RECONSTRUCTION AND EXTRACTION O F NEURON SKELETONS 6 2
3.1 SMOOTHING O F NEURON SKELETONS 6 2
3.2 RECONSTRUCTION O F NEURON SKELETONS 6 3
3.3 ANALYSIS AND CALCULATION O F RECONSTRUCTED NEURON SKELETONS 6 8
4 EXPERIMENTS AND CONCLUSION 7 2
REFERENCES 77
4 PROTEIN STRUCTURE PREDICTION: ARE WE THERE YET? 79
ASHISH RUNTHALA, SHIBASISH CHOWDHURY ABBREVIATIONS 7 9
1 INTRODUCTION 8 0
2 C A S P 81
3 PROTEIN MODELLING ALGORITHMS 8 3
3.1 AB-INITIO APPROACH 8 3
3.2 COMPARATIVE MODELLING 87
IMAGE 3
CONTENTS XI
4 PREDICTING N E W FOLDS 105
5 APPLICATIONS 107
6 FUTURE RESEARCH DIRECTIONS 108
7 CONCLUSION 110
REFERENCES I L L
APPENDIX O F COMPUTATIONAL METHODS 115
5 TEXT MINING FOR NEUROSCIENCE: A CO-MORBIDITY CASE STUDY 117
CHRISTOPHER C. LAPISH, NAVEEN TIRUPATTUR, SNEHASIS MUKHOPADHYAY 1
INTRODUCTION 117
2 BACKGROUND LITERATURE 119
3 METHODOLOGY 121
4 RESULTS AND DISCUSSION 123
4.1 FEASIBILITY- APPLICATION ACROSS THREE NEUROSCIENCE DOMAINS 123
4.2 ALCOHOLISM AND SCHIZOPHRENIA CO-MORBIDITY 129
5 CONCLUSIONS 133
REFERENCES 134
6 ROBUST ALGORITHMIC DETECTION OF CARDIAC PATHOLOGIES FROM SHORT PERIODS
OF RR DATA 137
VALERIY V. GAVRISHCHAKA, OLGA V. SENYUKOVA 1 INTRODUCTION 137
2 IMPORTANCE AND CHALLENGES O F HRV-BASED CARDIAC DIAGNOSTICS FROM SHORT
R R T I M E SERIES 139
3 GENERIC FRAMEWORK FOR THE DISCOVERY O F ROBUST MULTI-COMPONENT
INDICATORS 143
4 META-INDICATORS FOR HRV-BASED DIAGNOSTICS 145
5 META-CLASSIFIERS FOR MULTIPLE ABNORMALITY DETECTION 147
6 DIAGNOSTICS O F COMPLEX AND RARE EVENTS 149
7 CONCLUSIONS 152
REFERENCES 152
7 STUDIES ON FIVE SENSES TREATMENT 155
SADAKA SATO, TIEJUN MLAO, M A Y U M I OYAMA-HIGA 1 INTRODUCTION 156
2 EXPERIMENT METHOD 157
2.1 EXPERIMENT 1 157
2.2 EXPERIMENT 2 158
3 ANALYSIS METHOD 159
3.1 CHAOS ANALYSIS O F TIME SERIES 159
3.2 RECURRENCE QUANTITATIVE ANALYSIS 160
4 RESULTS 161
4.1 RESULTS O F CHAOS ANALYSIS O F VOICE 161
4.2 RESULTS O F R Q A ANALYSIS 162
4.3 CHAOS AND POWER SPECTRUM IN SCALP E E G 163
IMAGE 4
XII CONTENTS
4.4 LYAPUNOV EXPONENT DISTRIBUTION OVER SCALP E E G 166
4.5 CHANGES O F PLETHYSMOGRAM IN RELATION TO E E G 168
5 CASE STUDY 169
5.1 METHOD O F FIVE SENSES THERAPY 169
5.2 PATIENTS AND STUDY DESIGN 171
5.3 RESULT O F THERAPY 172
6 DISCUSSION AND CONCLUSION 173
REFERENCES 174
8 FUZZY KNOWLEDGE-BASED SUBSPACE CLUSTERING FOR LIFE SCIENCE DATA
ANALYSIS 177
THEAM FOO NG, TUAN D. PHAM, XIUPING MA, D O N A L D FRASER 1
INTRODUCTION 177
2 SOFT SUBSPACE CLUSTERING 181
2.1 F W S C ALGORITHMS 182
2.2 E W S C ALGORITHMS 183
3 NON-ADDITIVE MEASURES AND CHOQUET INTEGRAL 185
3.1 FUZZY MEASURES 185
3.2 SIGNED FUZZY MEASURES 187
3.3 T H E CHOQUET INTEGRAL 187
4 SUBSPACE CLUSTERING-BASED CHOQUET INTEGRAL 188
4.1 FRAMEWORK FOR FISC 189
4.2 FRAMEWORK FOR PFISC 193
5 EXPERIMENTAL RESULTS 198
5.1 ANALYSIS O F FEATURE INTERACTION 2 0 2
5.2 PERFORMANCE EVALUATION 2 0 6
6 CONCLUSIONS 2 0 8
REFERENCES 2 0 9
AUTHOR INDEX 215 |
| any_adam_object | 1 |
| author2 | Pham, Tuan D. |
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| author_facet | Pham, Tuan D. |
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| dewey-search | 610.285633 |
| dewey-sort | 3610.285633 |
| dewey-tens | 610 - Medicine and health |
| discipline | Informatik Medizin |
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| spelling | Knowledge-based systems in biomedicine and computational life science Tuan D. Pham ... (ed.) Knowledge based systems in biomedicine and computational life science Berlin [u.a.] Springer 2013 XII, 213 S. Ill., graph. Darst. txt rdacontent n rdamedia nc rdacarrier Studies in computational intelligence 450 Wissensbasiertes System (DE-588)4197554-6 gnd rswk-swf Biomedizin (DE-588)4647152-2 gnd rswk-swf (DE-588)4143413-4 Aufsatzsammlung gnd-content Wissensbasiertes System (DE-588)4197554-6 s Biomedizin (DE-588)4647152-2 s DE-604 Pham, Tuan D. edt Studies in computational intelligence 450 (DE-604)BV020822171 450 X:MVB text/html http://deposit.dnb.de/cgi-bin/dokserv?id=4093490&prov=M&dok_var=1&dok_ext=htm Inhaltstext DNB Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=025765871&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Knowledge-based systems in biomedicine and computational life science Studies in computational intelligence Wissensbasiertes System (DE-588)4197554-6 gnd Biomedizin (DE-588)4647152-2 gnd |
| subject_GND | (DE-588)4197554-6 (DE-588)4647152-2 (DE-588)4143413-4 |
| title | Knowledge-based systems in biomedicine and computational life science |
| title_alt | Knowledge based systems in biomedicine and computational life science |
| title_auth | Knowledge-based systems in biomedicine and computational life science |
| title_exact_search | Knowledge-based systems in biomedicine and computational life science |
| title_full | Knowledge-based systems in biomedicine and computational life science Tuan D. Pham ... (ed.) |
| title_fullStr | Knowledge-based systems in biomedicine and computational life science Tuan D. Pham ... (ed.) |
| title_full_unstemmed | Knowledge-based systems in biomedicine and computational life science Tuan D. Pham ... (ed.) |
| title_short | Knowledge-based systems in biomedicine and computational life science |
| title_sort | knowledge based systems in biomedicine and computational life science |
| topic | Wissensbasiertes System (DE-588)4197554-6 gnd Biomedizin (DE-588)4647152-2 gnd |
| topic_facet | Wissensbasiertes System Biomedizin Aufsatzsammlung |
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