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Pattern recognition in industry /

"Find it hard to extract and utilise valuable knowledge from the ever-increasing data deluge?" If so, this book will help, as it explores pattern recognition technology and its concomitant role in extracting useful information to build technical and business models to gain competitive indu...

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Detalles Bibliográficos
Clasificación:Libro Electrónico
Autor principal: Bhagat, Phiroz
Formato: Electrónico eBook
Idioma:Inglés
Publicado: Amsterdam ; Boston ; London : Elsevier, 2005.
Edición:1st ed.
Temas:
Acceso en línea:Texto completo
Tabla de Contenidos:
  • Preface
  • Acknowledgments
  • About the Author
  • <CENTER>Part I Philosophy</CENTER>
  • CHAPTER 1: INTRODUCTION
  • CHAPTER 2: PATTERNS WITHIN DATA
  • CHAPTER 3: ADAPTING BIOLOGICAL PRINCIPLES FOR DEPLOYMENT IN COMPUTATIONAL SCIENCE
  • CHAPTER 4: ISSUES IN PREDICTIVE EMPIRICAL MODELING
  • <CENTER>Part II Technology</CENTER>
  • CHAPTER 5: SUPERVISED LEARNINGCORRELATIVE NEURAL NETS
  • CHAPTER 6: UNSUPERVISED LEARNING: AUTO-CLUSTERING AND SELF-ORGANIZING DATA
  • CHAPTER 7: CUSTOMIZING FOR INDUSTRIAL STRENGTH APPLICATIONS
  • CHAPTER 8: CHARACTERIZING AND CLASSIFYING TEXTUAL MATERIAL
  • CHAPTER 9: PATTERN RECOGNITION IN TIME SERIES ANALYSIS
  • CHAPTER 10: GENETIC ALGORITHMS
  • <CENTER>Part III Case Studies</CENTER>
  • CHAPTER 11: HARNESSING THE TECHNOLOGY FOR PROFITABILITY
  • CHAPTER 12: REACTOR MODELING THROUGH IN SITU ADAPTIVE LEARNING
  • CHAPTER 13: PREDICTING PLANT STACK EMISSIONS TO MEET ENVIRONMENTAL LIMITS
  • CHAPTER 14: PREDICTING FOULING/COKING IN FIRED HEATERS
  • CHAPTER 15: PREDICTING OPERATIONAL CREDITS
  • CHAPTER 16: PILOT PLANT SCALE-UP BY INTERPRETING TRACER DIAGNOSTICS
  • CHAPTER 17: PREDICTING DISTILLATION TOWER TEMPERATURES: MINING DATA FOR CAPTURING DISTINCT OPERATIONAL VARIABILITY
  • CHAPTER 18: ENABLING NEW PROCESS DESIGN BASED ON LABORATORY DATA
  • CHAPTER 19: FORECASTING PRICE CHANGES OF A COMPOSITE BASKET OF COMMODITIES
  • CHAPTER 20: CORPORATE DEMOGRAPHIC TREND ANALYSIS
  • EPILOGUE
  • <CENTER>Appendices</CENTER>
  • APPENDIX A1: THERMODYNAMICS AND INFORMATION THEORY
  • APPENDIX A2: MODELING.