商品簡介
The First Book to Describe the Technical and Practical Elements of Chemical Text Mining
Explores the development of chemical structure extraction capabilities and how to incorporate these technologies in daily research workFor scientific researchers, finding too much information on a subject, not finding enough information, or not being able to access full text documents often costs them time, money, and quality. Addressing these concerns, Chemical Information Mining: Facilitating Literature-Based Discovery presents strategic ideas for properly selecting and successfully using the best text mining tools for scientific research.
Links chemical and biological entities at the heart of life science researchThe book focuses on information extraction issues, highlights available solutions, and underscores the value of these solutions to academic and commercial scientists. After introducing the drivers behind chemical text mining, it discusses chemical semantics. The contributors describe the tools that identify and convert chemical names and images to structure-searchable information. They also explain natural language processing, name entity recognition concepts, and semantic web technologies. Following a section on current trends in the field, the book looks at where information mining approaches fit into the research needs within the life sciences.
Shaping the future of scientific information and knowledge managementBy building knowledge and competency in the growing area of literature-based discovery, this book shows how text mining of the chemical literature can increase drug discovery opportunities and enhance life science research.
目次
Preface
INTRODUCTION TO INFORMATION MINING FOR THE LIFE SCIENCESIllustrating the Power of Information in Life Science ResearchDebra L. BanvilleChemical Information Mining: A New Paradigm Debra L. Banville
CHEMICAL SEMANTICSAutomated Identification and Conversion of Chemical Names to Structure-Searchable Information Antony J. Williams and Andrey YerinIdentification of Chemical Images and Conversion to Structure-Searchable Information A. Peter Johnson and Anikó T. ValkóChemical Entity Formatting Bedrich KošataChemical XML Formatting Miloslav Nic
TRENDS IN CHEMICAL INFORMATION MININGLinking Chemical and Biological Information with Natural Language Processing Corinna Kolárik and Martin Hofmann-ApitiusSemantic Web Colin Batchelor and Richard Kidd
INVOLVING THE RESEARCHERS AND CLOSING THE LOOPThe Future of Searching for Chemical Information David J. Wild and Roger BeckmanSummary and Closing Statements Debra L. Banville
Index
