Data mining in biomedical imaging, signaling, and systems / Edited by Sumeet Dua and Rajendra Acharya U.

Format:

Book

Contributor:

Dua, Sumeet, editor.

Acharya U, Rajendra, editor.

Language:

English

Subjects (All):

Data mining.

Medical informatics.

Bioinformatics.

Data Mining.

Decision Support Systems, Clinical.

Image Interpretation, Computer-Assisted--methods.

Signal Processing, Computer-Assisted.

Medical Subjects:

Data Mining.

Decision Support Systems, Clinical.

Image Interpretation, Computer-Assisted--methods.

Signal Processing, Computer-Assisted.

Physical Description:

xv, 424 pages : illustrations ; 24 cm

Place of Publication:

Boca Raton, FL : Auerbach Publications, [2011]

Summary:

"Data mining has rapidly emerged as an enabling, robust, and scalable technique to analyze data for novel patterns, trends, anomalies, structures, and features that can be employed for a variety of biomedical and clinical domains. Approaching the techniques and challenges of image mining from a multidisciplinary perspective, this book presents data mining techniques, methodologies, algorithms, and strategies to analyze biomedical signals and images. Written by experts, the text addresses data mining paradigms for the development of biomedical systems. It also includes special coverage of knowledge discovery in mammograms and emphasizes both the diagnostic and therapeutic fields of eye imaging"--Provided by publisher.

Contents:

1 Feature Extraction Methods in Biomedical Signaling and Imaging / Xian Du Du, Xian, Sumeet Dua Dua, Sumeet 1

2 Supervised and Unsupervised Learning Methods in Biomedical Signaling and Imaging / Xian Du Du, Xian, Sumeet Dua Dua, Sumeet 23

3 Data Mining of Acoustical Properties of Speech as Indicators of Depression / Ananthakrishna T. T., Ananthakrishna, Kumara Shama Shama, Kumara, Venkataraya P. Bhandary Bhandary, Venkataraya P., Kumar K. B. B., Kumar K., Niranjan U. C. C., Niranjan U. 47

4 Typicality Measure and the Creation of Predictive Models in Biomedicine / Mila Kwiatkowska Kwiatkowska, Mila, Krzysztof Kielan Kielan, Krzysztof, Najib T. Ayas Ayas, Najib T., C. Frank Ryan Ryan, C. Frank 69

5 Gaussian Mixture Model-Based Clustering Technique for Electrocardiogram Analysis / Roshan Joy Martis Martis, Roshan Joy, Chandan Chakraborty Chakraborty, Chandan, Ajoy Kumar Ray Ray, Ajoy Kumar 101

6 Pattern Recognition Algorithms for Seizure Applications / Alan Chiu Chiu, Alan 119

7 Application of Parametric and Nonparametric Methods in Arrhythmia Classification / Haseena H. H., Haseena, K. Paul Joseph Joseph, K. Paul, Abraham T. Mathew Mathew, Abraham T. 145

8 Supervised and Unsupervised Metabonomic Techniques in Clinical Diagnosis: Classification of 677-MTHFR Mutations in Migraine Sufferers / Filippo Molinari Molinari, Filippo, Pierangela Giustetto Giustetto, Pierangela, William Liboni Liboni, William, Maria Cristina Valerio Valerio, Maria Cristina, Nicola Culeddu Culeddu, Nicola, Matilde Chessa Chessa, Matilde, Cesare Manetti Manetti, Cesare 171

9 Automatic Grading of Adult Depression Using a Backpropagation Neural Network Classifier / Subhagata Chattopadhyay Chattopadhyay, Subhagata, Preetisha Kaur Kaur, Preetisha, Fethi Rabhi Rabhi, Fethi, Rajendra Acharya U. U., Rajendra Acharya 191

10 Alignment-Based Clustering of Gene Expression Time-Series Data / Numanul Subhani Subhani, Numanul, Luis Rueda Rueda, Luis, Alioune Ngom Ngom, Alioune, Conrad Burden Burden, Conrad 227

11 Mining of Imaging Biomarkers for Quantitative Evaluation of Osteoarthritis / Xian Du Du, Xian 263

12 Supervised Classification of Digital Mammograms / Harpreet Singh Singh, Harpreet, Sumeet Dua Dua, Sumeet 285

13 Biofilm Image Analysis: Automatic Segmentation Methods and Applications / Dario Rojas Rojas, Dario, Luis Rueda Rueda, Luis, Homero Urrutia Urrutia, Homero, Gerardo Carcamo Carcamo, Gerardo, Alioune Ngom Ngom, Alioune 319

14 Discovering Association of Diseases in the Upper Gastrointestinal Tract Using Text Mining Techniques / S. S. Saraf Saraf, S. S., G. R. Udupi Udupi, G. R., Santosh D. Hajare Hajare, Santosh D. 351

15 Mental Health Informatics: Scopes and Challenges / Subhagata Chattopadhyay Chattopadhyay, Subhagata 373

16 Systems Engineering for Medical Informatics / Oliver Faust Faust, Oliver, Rajendra Acharya U. U., Rajendra Acharya, Chong Wee Seong Seong, Chong Wee, Teik-Cheng Lim Lim, Teik-Cheng, Subhagata Chattopadhyay Chattopadhyay, Subhagata 391.

Notes:

Includes bibliographical references and index.

ISBN:

9781439839386

1439839387

OCLC:

495781184