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User. Warehouse. Data Warehouse. DBMS A. DBMS B. DBMS C. Database. Database. Database. Data warehouse example. User. Data Mining Tools. Warehouse. Data Warehouse Manager. DBMS C. DBMS A. DBMS B. Database. Database. Database.

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  1. User Warehouse Data Warehouse DBMS A DBMS B DBMS C Database Database Database Data warehouse example

  2. User Data Mining Tools Warehouse Data Warehouse Manager DBMS C DBMS A DBMS B Database Database Database Data mining versus data warehousing

  3. Data Miner Warehouse Data for Mining Database Data for Mining Data Warehouse Data for Warehousing Database Management Systems Database systems, data warehousing, and mining

  4. User Warehouse Warehouse Miner: Integrated Data Warehouse and Data Miner DBMS B DBMS C DBMS A Database Database Database Integrated data warehousing and data mining

  5. User Data Mining Tools Warehouse Data Warehouse Manager DBMS A DBMS B DBMS C Database Database Database Data mining versus data warehousing

  6. Data Miner Warehouse Data For Mining Database Data For Mining Data Warehouse Data for Warehousing Database Management Systems Database systems, data warehousing, and mining

  7. User Warehouse Miner, Integrated Data Warehouse And Data Miner Warehouse DBMS A DBMS B DBMS C Database Database Database Integrated data warehousing and data mining

  8. Statistical Reasoning Warehouse Data For Mining Data Warehouse Database Data For Mining Data for Warehousing Database Management Systems Statistical packages operating on databases

  9. Data Mining Tool Database Database Management System Loose integration between a DBMS and a data miner

  10. Database Management System+ Data Mining Tool Database Tight integration between a DBMS and a data miner

  11. Relational Database Relation Extractor Object Database Data Miner Patterns Mining object databases

  12. Data Mining Tools Audit Database Mining an audit database

  13. Visualization Tool Data To Visualize Request Data Database Management Systems Database and visualization

  14. Query Processor Transaction Processor Metadata Manager Storage Manager Mining DBMS Integrity Manager Security Manager Data Miner Functions of a mining DBMS

  15. Query + Data Processor Miner Metadata Manager Storage Manager Mining DBMS Integrity Manager Security Manager Data mining as part of query processing

  16. Warehousing Data Management Machine Learning Mining Human Computer Interaction Knowledge Management Statistics Decision support technologies

  17. Results from Mining Decision Support System Data Miner Warehouse Data For Mining Database Data For Mining Data Warehouse Data for Warehousing Database Management System Decision support and multimedia data mining

  18. Machine Learning Warehouse Data For Mining Data Warehouse Database Data For Mining Data for Warehousing Database Management Systems Machine learning and data mining

  19. Decision Support Multimedia Data Miner Multimedia Data Warehouse Multimedia Database System Multimedia Communication, Network, Operating System Pyramid for multimedia mining

  20. Database System B Database System A Middleware Data Warehouse Multimedia Data Miner Revisiting the data mining architecture

  21. Data • Relational • and Object Databases • Multimedia Databases • Distributed, Heterogenous, and • Legacy Databases Techniques • Warehouse • Machine Learning • Statistical Reasoning • Security • Metadata • Visualization • Parallel Processing Integration: Middleware, Web Support Three-dimensional view

  22. Server Database System Client 1 Client 2 Network Server Warehouse Server Data Miner Client-server-based data mining

  23. Server Database System Client Object Object Object Request Broker Server Data Miner Object Server Data Warehouse Object Data mining through an ORB

  24. Book Object References Introduction Set of Sections Data model for text

  25. Query Processor Browser/ Editor Metadata Manager Update Processor Security/ Integrity Manager Functional Architecture for a text processing system

  26. Data Mining Tool Structured Data Unstructured Data Converting unstructured data to structured data for mining

  27. Determine Data Sets Develop Training Examples Build Models Classify New Data based on the Models and Examples Identify Patterns Operation of data mining techniques

  28. Data Mining Tool Information Retrieval System Data Source Augmenting an information retrieval system

  29. Data Mining Tool Unstructured Data Mining directly on unstructured data

  30. TrueText Mining System Extracting Structured Data from Text Text Retrieval with Simple Mining Intelligent Text Retrieval Text Understanding System Text Retrieval System Taxonomy for text mining

  31. Image Object Right Part of Image Left Part of Image Center Part of Image Data model for an image

  32. Query Processor Browser/ Editor Metadata Manager Security/ Integrity Manager Update Processor Functional architecture for an image processing system

  33. Unusual Pattern IMAGE MINING

  34. True Image Mining System Extracting Structured Data from Images Image Retrieval with Simple Mining Intelligent Image Retrieval Image Understanding System Image Retrieval System Taxonomy for image mining

  35. Video Object Future Attractions Advertisements Main Film Data model for video

  36. Query Processor Browser/ Editor Metadata Manager Security/ Integrity Manager Update Processor Functional architecture for a video processing system

  37. Video Frames Summary Reports Patterns and Results Text Miner Mining text extracted from video

  38. Video Scripts/Patterns As Metadata Video Database Video Mining Video Information Retrieval Patterns and Trends Direct video mining

  39. True Text Mining System Extracting Structured Data from Text Text Retrieval with Simple Mining Intelligent Text Retrieval Schema Text Understanding System Text Retrieval System Taxonomy for video mining

  40. Audio Object Questions Speech Applause Data model for audio

  41. Query Processor Browser/ Editor Metadata Manager Security/ Integrity Manager Update Processor Functional architecture for an audio processing system

  42. Audio Frames Speech Transcription: Text Data Patterns And Results Text Miner Mining text extracted from audio

  43. Audio Scripts/Patterns as Metadata Audio/Speech Processing System Audio Mining Audio Database Patterns and Trends Direct audio mining

  44. True Audio Mining System Extracting Structured Data from Audio Audio Retrieval with Simple Mining Intelligent Audio Retrieval Audio Understanding System Audio Retrieval System Taxonomy for audio mining

  45. Multimedia Data Miner Integrated View of Multimedia Database DMP DMP DMP Text DBMS Video DBMS Audio DBMS Text Database Video Database Audio Database Integration and then mining

  46. Integrating the Results DMP DMP DMP Video Miner Audio Miner Text Miner Video DBMS Audio DBMS Text DBMS Video Database Text Database Audio Database Integrating the results of various data miners

  47. Mining Tool C Mining Tool D Internet Access Module for C Internet Access Module for D INTERNET Internet Access Module for A Internet Access Module for B DBMS Vendor B DBMS Vendor A Database A Database B Data mining through the Web

  48. Pattern Discovery Knowledge Discovery Knowledge Mining Data Mining Data Dredging Data Archeology The process of discovering meaningful new correlations, Patterns, and trends by sifting through large amounts of stored data, using pattern recognition technologies and Statistical and mathematical techniques. Different definitions of data mining

  49. Data Mining Techniques Approaches to Data Mining Outcomes Of Data Mining How Data Mining is carried out Aspects of data mining

  50. Mining Distributed, Heterogeneous, and Legacy Databases Web Mining Multimedia Mining Data Mining Trends Metadata Mining Security and Privacy Data mining trends

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