university CASE STUDY OF DATA MINING Summitted by Jatin Sharma Roll no -32. Reg. no 10802192 A case study in Data Warehousing and Data mining Using the SAS System. Data Warehouses The drop in price of data storage has given companies willing to make the investment a tremendous resource: Data about their customers
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Big data is the term for a collection of data sets so large and complex that it becomes difficult to process using on-hand database management tools or traditional data processing applications. The challenges include capture‚ curation‚ storage search‚ sharing‚ transfer‚ analysis and visualization. At multiple TERABYTES in size‚ the text and images of Wikipedia are a classic example of big data. As of 2012‚ limits on the size of data sets that
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2.1. DATA AND INFORMATION Data Data is the raw materials from which information is generated. Data are raw facts or observations typically about physical phenomena or business transactions. It appears in the form of text‚ number‚ figures or any combination of these. More specifically data are objective measurements of the attributes (the characteristics) of entities (such as people‚ places‚ things and events) According to Loudon and Loudon- “Streams of raw facts representing events
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Data Preprocessing 3 Today’s real-world databases are highly susceptible to noisy‚ missing‚ and inconsistent data due to their typically huge size (often several gigabytes or more) and their likely origin from multiple‚ heterogenous sources. Low-quality data will lead to low-quality mining results. “How can the data be preprocessed in order to help improve the quality of the data and‚ consequently‚ of the mining results? How can the data be preprocessed so as to improve the efficiency and ease
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What is Data Management? What are some of the difficulties that organizations face when managing data? How can data warehousing‚ online transactional databases and data mining assist with these difficulties? May 18‚ 2014 Kendra L Thompson ITEC 6111: Information Technology in the Organization Professor Mello Star Just as cars need fuel‚ so does organizations‚ when it comes to data it serves as fuel to many organizations. Without the use of data‚ organizations would probably “go
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RESEARCH DATA ANALYST JOB PROFILE SUMMARY JOB CATEGORY: JOB TITLE: Research Support Research Data Analyst JOB CATEGORY DEFINITION: This specialty covers the design‚ implementation and evaluation of various research projects. Functions include providing support in areas such as instrumentation‚ data management‚ laboratory operations and general administration. JOB TITLE DEFINITION: The Research Data Analyst gathers and analyzes data from various databases and sources‚ performing statistical and/or
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IT433 Data Warehousing and Data Mining — Data Preprocessing — 1 Data Preprocessing • Why preprocess the data? • Descriptive data summarization • Data cleaning • Data integration and transformation • Data reduction • Discretization and concept hierarchy generation • Summary 2 Why Data Preprocessing? • Data in the real world is dirty – incomplete: lacking attribute values‚ lacking certain attributes of interest‚ or containing only aggregate data • e.g.‚ occupation=“ ”
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Fie lFile Organization Terms & Conceptscomprises a record; A computer system organizes data in a hierarchy t A computer system organizes data in a hierarchy that starts with bits and bytes and progresses to fields‚ records‚ files‚ and databases. * A bit represents the smallest unit of data a computer can handle. * A group of bits‚ called a byte‚ represents a single character‚ which can be a letter‚ a number‚ or another symbol. * A grouping of characters into a
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Database management solutions for the era of big data Manage‚ optimize and increase availability of your IBM DB2 for Linux‚ UNIX and Windows database and applications— delivering valuable intelligence to help your business users make informed decisions‚ fast Database management solutions for the era of big data 1 Introduction Accelerate development 2 Optimize performance 3 4 Increase availability 5 Give your business a competitive edge Database management solutions
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Management and organizations facing constantly changing problems‚ diverse managerial styles‚ and ever present information needs offer a challenging context for developing computer based information systems. MIS uses computer technology to provide information and decision support to managers‚ helping them becomes more effective. Developments in the young computer industry are changing corporate management style. A management information system (MIS) is a system that provides information needed to
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