Data mining and medical knowledge management: cases and applications
This book presents case studies on applications of various modern data mining methods in several important areas of medicine, covering classical data mining methods, elaborated approaches related to mining in electroencephalogram and electrocardiogram data, and methods related to mining in genetic d...
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Weitere Verfasser: | , , |
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Format: | Elektronisch E-Book |
Sprache: | English |
Veröffentlicht: |
Hershey ; New York
Medical Information Science Reference
[2009]
|
Schriftenreihe: | Premier reference source
|
Schlagworte: | |
Online-Zugang: | DE-706 DE-1049 DE-898 DE-1050 DE-83 Volltext |
Zusammenfassung: | This book presents case studies on applications of various modern data mining methods in several important areas of medicine, covering classical data mining methods, elaborated approaches related to mining in electroencephalogram and electrocardiogram data, and methods related to mining in genetic data. A premier resource for those involved in data mining and medical knowledge management, this book tackles ethical issues related to cost-sensitive learning in medicine and produces theoretical contributions concerning general problems of data, information, knowledge, and ontologies |
Beschreibung: | Includes bibliographical references (p. 398-425) and index |
Beschreibung: | 1 Online-Ressource (xxiii, 440 Seiten) |
ISBN: | 9781605662190 |
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245 | 1 | 0 | |a Data mining and medical knowledge management |b cases and applications |c Petr Berka (University of Economics, Prague, Czech Republic), Jan Rauch (University of Economics, Prague, Czech Republic), Djamel Abdelkader Zighed (University of Lumiere Lyon 2, France) |
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505 | 8 | |a 1. Data, information and knowledge / Jana Zv arov a, Arno st Vesel y -- 2. Ontologies in the health field / Michel Simonet, Radja Messai, Gayo Diallo -- 3. Cost-sensitive learning in medicine / Alberto Freitas, Pavel Brazdil, Altamiro Costa-Pereira -- 4. Classification and prediction with neural networks / Arno st Vesel y -- 5. Preprocessing perceptrons and multivariate decision limits / Patrik Eklund, Lena Kallin Westin -- 6. Image registration for biomedical information integration / Xiu Wang, Dagan Feng -- 7. ECG processing / Lenka Lhotsk a, V aclav Chud acek, Michal Huptych -- 8. EEG data mining using PCA / Lenka Lhotsk a, Vladim ir Krajca, Jitka Mohylov a, Svojmil Petr anek, V aclav Gerla -- 9. Generating and verifying risk prediction models using data mining / Darryl Davis, Thuy Nguyen -- 10. Management of medical website quality labels via web mining / Vangelis Karkaletsis, Konstantinos Stamatakis, Pythagoras Karampiperis, Martin Labsk a, Marek R u zi cka, Vojt ech Sv atek, Enrique Amig o Cabrera, Matti P oll a, Miquel Angel Mayer, Dagmar Villarroel Gonzales -- 11. Two case-based systems for explaining exceptions in medicine / Rainer Schmidt -- 12. Discovering knowledge from local patterns in SAGE data / Bruno Cr emilleux, Arnaud Soulet, Ji ri Kl ema, C eline H ebert, Olivier Gandrillon -- 13. Gene expression mining guided by background knowledge / Ji ri Kl ema, Filip Zelezn y, Igor Trajkovski, Filip Karel, Bruno Cr emilleux, Jakob Tolar -- | |
505 | 8 | |a 14. Mining tinnitus database for knowledge / Pamela Thompson, Xin Zhang, Wenxin Jiang, Zbigniew Ras, Pawel Jastreboff -- 15. Gaussian-stacking multiclassifiers for human embryo selection / Dinora Morales, Endika Bengoetxea, Pedro Larra naga -- 16. Mining tuberculosis data / Marisa S anchez, Sonia Uremovich, Pablo Acrogliano -- 17. Knowledge-based induction of clinical prediction rules / Mila Kwiatkowska, M. Atkins, Les Matthews, Najib Ayas, C. Ryan -- 18.Data mining in atherosclerosis risk factor data / Petr Berka, Jan Rauch, Marie Tome ckov a | |
520 | |a This book presents case studies on applications of various modern data mining methods in several important areas of medicine, covering classical data mining methods, elaborated approaches related to mining in electroencephalogram and electrocardiogram data, and methods related to mining in genetic data. A premier resource for those involved in data mining and medical knowledge management, this book tackles ethical issues related to cost-sensitive learning in medicine and produces theoretical contributions concerning general problems of data, information, knowledge, and ontologies | ||
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contents | 1. Data, information and knowledge / Jana Zv arov a, Arno st Vesel y -- 2. Ontologies in the health field / Michel Simonet, Radja Messai, Gayo Diallo -- 3. Cost-sensitive learning in medicine / Alberto Freitas, Pavel Brazdil, Altamiro Costa-Pereira -- 4. Classification and prediction with neural networks / Arno st Vesel y -- 5. Preprocessing perceptrons and multivariate decision limits / Patrik Eklund, Lena Kallin Westin -- 6. Image registration for biomedical information integration / Xiu Wang, Dagan Feng -- 7. ECG processing / Lenka Lhotsk a, V aclav Chud acek, Michal Huptych -- 8. EEG data mining using PCA / Lenka Lhotsk a, Vladim ir Krajca, Jitka Mohylov a, Svojmil Petr anek, V aclav Gerla -- 9. Generating and verifying risk prediction models using data mining / Darryl Davis, Thuy Nguyen -- 10. Management of medical website quality labels via web mining / Vangelis Karkaletsis, Konstantinos Stamatakis, Pythagoras Karampiperis, Martin Labsk a, Marek R u zi cka, Vojt ech Sv atek, Enrique Amig o Cabrera, Matti P oll a, Miquel Angel Mayer, Dagmar Villarroel Gonzales -- 11. Two case-based systems for explaining exceptions in medicine / Rainer Schmidt -- 12. Discovering knowledge from local patterns in SAGE data / Bruno Cr emilleux, Arnaud Soulet, Ji ri Kl ema, C eline H ebert, Olivier Gandrillon -- 13. Gene expression mining guided by background knowledge / Ji ri Kl ema, Filip Zelezn y, Igor Trajkovski, Filip Karel, Bruno Cr emilleux, Jakob Tolar -- 14. Mining tinnitus database for knowledge / Pamela Thompson, Xin Zhang, Wenxin Jiang, Zbigniew Ras, Pawel Jastreboff -- 15. Gaussian-stacking multiclassifiers for human embryo selection / Dinora Morales, Endika Bengoetxea, Pedro Larra naga -- 16. Mining tuberculosis data / Marisa S anchez, Sonia Uremovich, Pablo Acrogliano -- 17. Knowledge-based induction of clinical prediction rules / Mila Kwiatkowska, M. Atkins, Les Matthews, Najib Ayas, C. Ryan -- 18.Data mining in atherosclerosis risk factor data / Petr Berka, Jan Rauch, Marie Tome ckov a |
ctrlnum | (OCoLC)1015863469 (DE-599)BVBBV044251842 |
discipline | Informatik |
format | Electronic eBook |
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record_format | marc |
series2 | Premier reference source |
spelling | Data mining and medical knowledge management cases and applications Petr Berka (University of Economics, Prague, Czech Republic), Jan Rauch (University of Economics, Prague, Czech Republic), Djamel Abdelkader Zighed (University of Lumiere Lyon 2, France) Hershey ; New York Medical Information Science Reference [2009] © 2009 1 Online-Ressource (xxiii, 440 Seiten) txt rdacontent c rdamedia cr rdacarrier Premier reference source Includes bibliographical references (p. 398-425) and index 1. Data, information and knowledge / Jana Zv arov a, Arno st Vesel y -- 2. Ontologies in the health field / Michel Simonet, Radja Messai, Gayo Diallo -- 3. Cost-sensitive learning in medicine / Alberto Freitas, Pavel Brazdil, Altamiro Costa-Pereira -- 4. Classification and prediction with neural networks / Arno st Vesel y -- 5. Preprocessing perceptrons and multivariate decision limits / Patrik Eklund, Lena Kallin Westin -- 6. Image registration for biomedical information integration / Xiu Wang, Dagan Feng -- 7. ECG processing / Lenka Lhotsk a, V aclav Chud acek, Michal Huptych -- 8. EEG data mining using PCA / Lenka Lhotsk a, Vladim ir Krajca, Jitka Mohylov a, Svojmil Petr anek, V aclav Gerla -- 9. Generating and verifying risk prediction models using data mining / Darryl Davis, Thuy Nguyen -- 10. Management of medical website quality labels via web mining / Vangelis Karkaletsis, Konstantinos Stamatakis, Pythagoras Karampiperis, Martin Labsk a, Marek R u zi cka, Vojt ech Sv atek, Enrique Amig o Cabrera, Matti P oll a, Miquel Angel Mayer, Dagmar Villarroel Gonzales -- 11. Two case-based systems for explaining exceptions in medicine / Rainer Schmidt -- 12. Discovering knowledge from local patterns in SAGE data / Bruno Cr emilleux, Arnaud Soulet, Ji ri Kl ema, C eline H ebert, Olivier Gandrillon -- 13. Gene expression mining guided by background knowledge / Ji ri Kl ema, Filip Zelezn y, Igor Trajkovski, Filip Karel, Bruno Cr emilleux, Jakob Tolar -- 14. Mining tinnitus database for knowledge / Pamela Thompson, Xin Zhang, Wenxin Jiang, Zbigniew Ras, Pawel Jastreboff -- 15. Gaussian-stacking multiclassifiers for human embryo selection / Dinora Morales, Endika Bengoetxea, Pedro Larra naga -- 16. Mining tuberculosis data / Marisa S anchez, Sonia Uremovich, Pablo Acrogliano -- 17. Knowledge-based induction of clinical prediction rules / Mila Kwiatkowska, M. Atkins, Les Matthews, Najib Ayas, C. Ryan -- 18.Data mining in atherosclerosis risk factor data / Petr Berka, Jan Rauch, Marie Tome ckov a This book presents case studies on applications of various modern data mining methods in several important areas of medicine, covering classical data mining methods, elaborated approaches related to mining in electroencephalogram and electrocardiogram data, and methods related to mining in genetic data. A premier resource for those involved in data mining and medical knowledge management, this book tackles ethical issues related to cost-sensitive learning in medicine and produces theoretical contributions concerning general problems of data, information, knowledge, and ontologies Datenverarbeitung Medizin Medicine / Data processing / Case studies Data mining / Case studies Wissensmanagement (DE-588)4561842-2 gnd rswk-swf Medizin (DE-588)4038243-6 gnd rswk-swf Data Mining (DE-588)4428654-5 gnd rswk-swf (DE-588)4522595-3 Fallstudiensammlung gnd-content Data Mining (DE-588)4428654-5 s Medizin (DE-588)4038243-6 s DE-604 Wissensmanagement (DE-588)4561842-2 s Berka, Petr edt Rauch, Jan edt Zighed, Djamel A. 1955- (DE-588)122270363 edt Erscheint auch als Druck-Ausgabe 978-1-60566-218-3 Erscheint auch als Druck-Augabe 1-60566-218-6 Erscheint auch als Druck-Augabe 978-1-61692-600-7 http://services.igi-global.com/resolvedoi/resolve.aspx?doi=10.4018/978-1-60566-218-3 Verlag URL des Erstveröffentlichers Volltext |
spellingShingle | Data mining and medical knowledge management cases and applications 1. Data, information and knowledge / Jana Zv arov a, Arno st Vesel y -- 2. Ontologies in the health field / Michel Simonet, Radja Messai, Gayo Diallo -- 3. Cost-sensitive learning in medicine / Alberto Freitas, Pavel Brazdil, Altamiro Costa-Pereira -- 4. Classification and prediction with neural networks / Arno st Vesel y -- 5. Preprocessing perceptrons and multivariate decision limits / Patrik Eklund, Lena Kallin Westin -- 6. Image registration for biomedical information integration / Xiu Wang, Dagan Feng -- 7. ECG processing / Lenka Lhotsk a, V aclav Chud acek, Michal Huptych -- 8. EEG data mining using PCA / Lenka Lhotsk a, Vladim ir Krajca, Jitka Mohylov a, Svojmil Petr anek, V aclav Gerla -- 9. Generating and verifying risk prediction models using data mining / Darryl Davis, Thuy Nguyen -- 10. Management of medical website quality labels via web mining / Vangelis Karkaletsis, Konstantinos Stamatakis, Pythagoras Karampiperis, Martin Labsk a, Marek R u zi cka, Vojt ech Sv atek, Enrique Amig o Cabrera, Matti P oll a, Miquel Angel Mayer, Dagmar Villarroel Gonzales -- 11. Two case-based systems for explaining exceptions in medicine / Rainer Schmidt -- 12. Discovering knowledge from local patterns in SAGE data / Bruno Cr emilleux, Arnaud Soulet, Ji ri Kl ema, C eline H ebert, Olivier Gandrillon -- 13. Gene expression mining guided by background knowledge / Ji ri Kl ema, Filip Zelezn y, Igor Trajkovski, Filip Karel, Bruno Cr emilleux, Jakob Tolar -- 14. Mining tinnitus database for knowledge / Pamela Thompson, Xin Zhang, Wenxin Jiang, Zbigniew Ras, Pawel Jastreboff -- 15. Gaussian-stacking multiclassifiers for human embryo selection / Dinora Morales, Endika Bengoetxea, Pedro Larra naga -- 16. Mining tuberculosis data / Marisa S anchez, Sonia Uremovich, Pablo Acrogliano -- 17. Knowledge-based induction of clinical prediction rules / Mila Kwiatkowska, M. Atkins, Les Matthews, Najib Ayas, C. Ryan -- 18.Data mining in atherosclerosis risk factor data / Petr Berka, Jan Rauch, Marie Tome ckov a Datenverarbeitung Medizin Medicine / Data processing / Case studies Data mining / Case studies Wissensmanagement (DE-588)4561842-2 gnd Medizin (DE-588)4038243-6 gnd Data Mining (DE-588)4428654-5 gnd |
subject_GND | (DE-588)4561842-2 (DE-588)4038243-6 (DE-588)4428654-5 (DE-588)4522595-3 |
title | Data mining and medical knowledge management cases and applications |
title_auth | Data mining and medical knowledge management cases and applications |
title_exact_search | Data mining and medical knowledge management cases and applications |
title_full | Data mining and medical knowledge management cases and applications Petr Berka (University of Economics, Prague, Czech Republic), Jan Rauch (University of Economics, Prague, Czech Republic), Djamel Abdelkader Zighed (University of Lumiere Lyon 2, France) |
title_fullStr | Data mining and medical knowledge management cases and applications Petr Berka (University of Economics, Prague, Czech Republic), Jan Rauch (University of Economics, Prague, Czech Republic), Djamel Abdelkader Zighed (University of Lumiere Lyon 2, France) |
title_full_unstemmed | Data mining and medical knowledge management cases and applications Petr Berka (University of Economics, Prague, Czech Republic), Jan Rauch (University of Economics, Prague, Czech Republic), Djamel Abdelkader Zighed (University of Lumiere Lyon 2, France) |
title_short | Data mining and medical knowledge management |
title_sort | data mining and medical knowledge management cases and applications |
title_sub | cases and applications |
topic | Datenverarbeitung Medizin Medicine / Data processing / Case studies Data mining / Case studies Wissensmanagement (DE-588)4561842-2 gnd Medizin (DE-588)4038243-6 gnd Data Mining (DE-588)4428654-5 gnd |
topic_facet | Datenverarbeitung Medizin Medicine / Data processing / Case studies Data mining / Case studies Wissensmanagement Data Mining Fallstudiensammlung |
url | http://services.igi-global.com/resolvedoi/resolve.aspx?doi=10.4018/978-1-60566-218-3 |
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