Advanced Methods and Tools for ECG Data Analysis - Part 3 docx

Advanced Methods and Tools for ECG Data Analysis - Part 3 docx

Advanced Methods and Tools for ECG Data Analysis - Part 3 docx

... pp. 433 – 436 . [34 ] Maglaveras, N., et al., ECG Pattern Recognition and Classification Using Non-Linear Transformations and Neural Networks: A Review,” International Journal of Medical Informatics, ... Press, 2000. [1 03] Ivanov, P. C., et al., “Scaling Behaviour of Heartbeat Intervals Obtained by Wavelet- Based Time-Series Analysis, ” Nature, Vol. 38 3, September 1996, pp. 32 3 32...
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Advanced Methods and Tools for ECG Data Analysis - Part 6 docx

Advanced Methods and Tools for ECG Data Analysis - Part 6 docx

... 1965, pp. 32 1 33 3. [19] Abarbanel, H. D. I., R. Brown, and M. B. Kennel, “Local Lyapunov Exponents Computed from Observed Data, ” Journal of Nonlinear Science, Vol. 2, No. 3, 1992, pp. 34 3 36 5. [20] ... classified TWA de- tection into preprocessing, data reduction, and analysis stages. This section focuses upon the strengths and limitations of TWA analysis methods, broadl...
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Advanced Methods and Tools for ECG Data Analysis - Part 8 docx

Advanced Methods and Tools for ECG Data Analysis - Part 8 docx

... incorporate time-domain analysis [3 5], the KLT approach [7], a combination of time-domain analysis and KLT approach [37 ], a neural network approach [17], and a combination of the KLT transform and a neural ... with standard algorithms. For the analysis of 10-second 12-lead ECG signals, this is rarely an issue. However, when very large amounts of ECG data must be processe...
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Advanced Methods and Tools for ECG Data Analysis - Part 1 ppt

Advanced Methods and Tools for ECG Data Analysis - Part 1 ppt

... Clustering 34 2 13. 3.2 k-Means Clustering 34 3 13. 3 .3 SOM 34 3 13. 3.4 Application of Unsupervised Learning in ECG Classification 34 6 13. 3.5 Advances in Clustering-Based Techniques 34 7 13. 3.6 Evaluation ... Learning for ECG Classification 33 9 13. 1 Introduction 33 9 13. 2 Basic Concepts and Methodologies 33 9 13. 3 Unsupervised Learning Techniques and Their...
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Advanced Methods and Tools for ECG Data Analysis - Part 2 doc

Advanced Methods and Tools for ECG Data Analysis - Part 2 doc

... for Generating and Managing ecgML-Based Infor- mation,” Computers in Cardiology, Vol. 31 , 2004, pp. 5 73 576. [33 ] Schneider, R., libRASCH, http://www.librasch.org/. [34 ] ANSI/AAMI-EC38, Ambulatory ... 11 :39 Chan-Horizon Azuaje˙Book 3. 3 Standard Clinical ECG Features 61 Figure 3. 6 Standard fiducial points in the ECG (P, Q, R, S, T, and U) together with clinical features (...
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Advanced Methods and Tools for ECG Data Analysis - Part 4 ppsx

Advanced Methods and Tools for ECG Data Analysis - Part 4 ppsx

... 108], compres- sion and filtering [119, 1 23] , and classification [124]. However, the required com- plexity for realistic models (particularly for ECG generation) has limited the devel- opment of ... Relationship Between π In- terval and Systolic Blood Pressure Fluctuations: A Frequency-Dependent Phenomenon,” Cardiovascular Research, Vol. 38 , 1998, pp. 33 2 33 9. [22] Mukkamal...
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Advanced Methods and Tools for ECG Data Analysis - Part 5 pdf

Advanced Methods and Tools for ECG Data Analysis - Part 5 pdf

... Filtering Methods Figure 5.8 Layout of a D-p-D auto-associative neural network. inputs and outputs; the target data vector is simply the input data vector. There- fore, no labeling of training data ... H., and H. Heinrich, Analysis of ECG Late Potentials Using Time-Frequency Methods, ” in M. Akay, (ed.), Time Frequency and Wavelets in Biomedical Signal Process- ing, Chapter...
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Advanced Methods and Tools for ECG Data Analysis - Part 7 ppt

Advanced Methods and Tools for ECG Data Analysis - Part 7 ppt

... Prin- cipal Component Analysis, ” Journal of Ambulatory Monitoring, Vol. 5, No. 2 3, 19 93, pp. 167–1 73. [18] Garc ´ ia, J., et al., “Comparative Study of Local and Karhunen-Lo ` eve-Based ST-T ... which are visually informative and accessible for analysis at any time instant. Therefore, a technique which converts such point event series into a form suitable for standard analys...
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Advanced Methods and Tools for ECG Data Analysis - Part 9 ppsx

Advanced Methods and Tools for ECG Data Analysis - Part 9 ppsx

... 200 3 1.5% F 37 1 3 0.81% 37 0 10 2.70% j 117 3 2.56% 105 10 9.52% J 40 3 7.50% 39 4 10.25% S 512 2 0 .39 % 512 3 0.58% Total 6,690 74 1. 83% 6,095 159 4.09% P1: Shashi August 24, 2006 11:56 Chan-Horizon ... across whole waveform features for a range of ECGs. P1: Shashi August 24, 2006 11:55 Chan-Horizon Azuaje˙Book 33 6 Supervised Learning Methods for ECG Classification...
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Advanced Methods and Tools for ECG Data Analysis - Part 10 pps

Advanced Methods and Tools for ECG Data Analysis - Part 10 pps

... discovery, 35 2–59 grid structure, 35 3 learning algorithm illustration, 35 4 learning dynamics, 35 3 learning process, 35 2 maps, 35 5, 35 9 performance, 35 3 properties, 35 3–54 shapes, 35 8 spread amount, 35 3 visualization ... 140, 31 1 Weighted voting approach, 33 1 WFDB, 36 annotation file, 40 database analysis, 37 –41 developments, 36 37 libraries, 39 tools, 38 ,...
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