DWs in Praxis (03.02.2011)

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DWs in Praxis (03.02.2011)
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10.5446/334 (DOI)
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Technische Universität Braunschweig
Institut für Informationssysteme
Balke, Wolf-Tilo
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In this course, we examine the aspects regarding building maintaining and operating data warehouses as well as give an insight to the main knowledge discovery techniques. The course deals with basic issues like storage of the data, execution of the analytical queries and data mining procedures. Course will be tought completly in English. The general structure of the course is: Typical dw use case scenarios Basic architecture of dw Data modelling on a conceptual, logical and physical level Multidimensional E/R modelling Cubes, dimensions, measures Query processing, OLAP queries (OLAP vs OLTP), roll-up, drill down, slice, dice, pivot MOLAP, ROLAP, HOLAP SQL99 OLAP operators, MDX Snowflake, star and starflake schemas for relational storage Multimedia physical storage (linearization) DW Indexing as search optimization mean: R-Trees, UB-Trees, Bitmap indexes Other optimization procedures: data partitioning, star join optimization, materialized views ETL Association rule mining, sequence patterns, time series Classification: Decision trees, naive Bayes classifications, SVM Cluster analysis: K-means, hierarchical clustering, aglomerative clustering, outlier analysis
Software developer Flash memory Computer Information technology consulting Database Insertion loss Database Bit Information technology consulting Category of being Programmer (hardware) Data management Programmer (hardware) Personal digital assistant Logic Website
Suite (music) Enterprise architecture Link (knot theory) Disintegration Chaos (cosmogony) Mereology Information technology consulting Local Group Data management Semiconductor memory Data mining Information Area Focus (optics) Information Software developer Expert system Price index Cartesian coordinate system Measurement Inclusion map Data management Business Intelligence Order (biology) Directed graph
Pulse (signal processing) Greatest element Group action Multiplication sign Set (mathematics) Insertion loss Mereology Disk read-and-write head Mathematics Different (Kate Ryan album) Endliche Modelltheorie Physical system Mainframe computer Theory of relativity Moment (mathematics) Bit Measurement Demoscene Type theory Data management Data warehouse Quicksort Resultant Row (database) Web page Suspension (chemistry) Ocean current Point (geometry) Existence Link (knot theory) Mass Rule of inference Code Product (business) Number Prime ideal Architecture Population density Internetworking Energy level Nichtlineares Gleichungssystem Metropolitan area network Addition Default (computer science) Polygon mesh Matching (graph theory) Information Coalition Projective plane Counting Independence (probability theory) Database Incidence algebra Group action System call Word Voting Personal digital assistant Logic Computing platform Game theory Table (information) Local ring Traffic reporting
Scripting language AIX <Betriebssystem> Host Identity Protocol Matching (graph theory) INTEGRAL Java applet Database Bit Power (physics) Product (business) Business object Data management Uniform boundedness principle Sign (mathematics) Object (grammar) Phase transition Strategy game Software testing Gastropod shell Identity management
Group action Context awareness Scripting language State of matter Multiplication sign View (database) Workstation <Musikinstrument> Set (mathematics) Numbering scheme Insertion loss Mereology Dimensional analysis Data management Mathematics Semiconductor memory Different (Kate Ryan album) Negative number Pressure Physical system Scripting language Area Mapping Kolmogorov complexity Software developer Closed set Moment (mathematics) Bit Lattice (order) Measurement Degree (graph theory) Data management Message passing Arithmetic mean Process (computing) Telecommunication Phase transition Order (biology) Software testing Quicksort Row (database) Online help Distance Revision control Goodness of fit Causality Gastropod shell Software testing Nichtlineares Gleichungssystem Metropolitan area network Condition number Complex analysis Multiplication Standard deviation Focus (optics) Matching (graph theory) Polygon mesh Projective plane Physical law Java applet Mathematical analysis Planning Database System call Power (physics) Word Maize Logic Strategy game Revision control Gastropod shell Musical ensemble Pressure Table (information) Family
Dynamical system Building State of matter Multiplication sign Set (mathematics) Open set Core dump Electronic visual display Circle Process (computing) Aerodynamics Information security Physical system Source code Boss Corporation Metadata Discounts and allowances Tablet computer Arithmetic mean Shooting method Process (computing) Fluid statics Freeware Resultant Sinc function Row (database) Spacetime Point (geometry) Statistics Beat (acoustics) Real number Code Coprocessor Number Goodness of fit Causality Nichtlineares Gleichungssystem Complex analysis Noise (electronics) Matching (graph theory) Field (computer science) Database Basis <Mathematik> Cartesian coordinate system System call Personal digital assistant Musical ensemble Game theory Table (information) Local ring
Complex analysis Mapping Multiplication sign Commutator Electronic mailing list Boom (sailing) Metadata Funktionalanalysis Computer programming Arithmetic mean Network topology Telecommunication Pressure Table (information) Physical system
State of matter Mereology Programmer (hardware) Mathematics Personal digital assistant Process (computing) Endliche Modelltheorie System identification Physical system Rhombus Chi-squared distribution Area Source code Link (knot theory) Decision theory Valuation (algebra) Cycle (graph theory) Closed set Bit Measurement Product (business) Hierarchy Latent heat Data management Arithmetic mean Process (computing) Quantum Physical system Row (database) Point (geometry) Codierung <Programmierung> Feedback Calculation Mathematical analysis Rule of inference Centralizer and normalizer Population density Causality Ring (mathematics) Loop (music) Information management Shift operator Physical law Counting Planning Database Cartesian coordinate system Number Word Voting Personal digital assistant Object (grammar)
Point (geometry) Pulse (signal processing) Statistics Sequel State of matter Insertion loss Open set Field (computer science) Product (business) Mathematics Semiconductor memory Forest Integrated development environment Process (computing) Information Endliche Modelltheorie Extension (kinesiology) Conditional-access module Traffic reporting Information security Physical system Self-organization Data type Rule of inference Multiplication Scaling (geometry) Polygon mesh Information Outlier Web page Planning Sound effect Maxima and minima Database System call Measurement Hand fan Sign (mathematics) Uniform boundedness principle Message passing Arithmetic mean Personal digital assistant Statement (computer science) Musical ensemble Quicksort Information security Table (information) Data profiling
Standard deviation State of matter Texture mapping File format Complete metric space Database transaction Dimensional analysis Type theory Phase transition Information Process (computing) Physical system Source code Cycle (graph theory) Data analysis Parameter (computer programming) Lattice (order) Term (mathematics) Process modeling Data management Computer configuration Frequency Phase transition System programming Inference Project <Programm> Software framework Software testing Cycle (graph theory) Volume Physical system Task (computing) Dataflow Feedback Disintegration Video game Complex analysis Scalability Product (business) Planning Architecture Energy level Extrapolation Metropolitan area network Default (computer science) Login Group action System call Template (C++) Subset Mathematics Explosion Synchronization Video game Office suite Address space
Standard deviation Computer file Distribution (mathematics) Software developer Texture mapping Disintegration File format Maxima and minima Mathematical analysis Average Formal language Product (business) Data model Phase transition Repository (publishing) Logic Pattern language Process (computing) Information Endliche Modelltheorie Source code Mapping Information Outlier Suite (music) Software developer Discrete group Metadata Code Data analysis Attribute grammar Term (mathematics) Transformation (genetics) Element (mathematics) Process modeling Perspective (visual) Data management Arithmetic mean Frequency Series (mathematics) Phase transition Information security Table (information) Product requirements document Angeordneter Körper Task (computing) Traffic reporting
Group action INTEGRAL Disintegration Execution unit Insertion loss Mathematical analysis Mereology Complex analysis Scalability Architecture Goodness of fit Human migration Causality Software Damping Process (computing) Source code Execution unit Axiom of choice Variety (linguistics) Broadcast programming Decision theory Closed set Software developer Projective plane Electronic mailing list Code Database Lattice (order) Term (mathematics) Scalability System call Product (business) Serializability Component-based software engineering Process (computing) Frequency Oval Personal digital assistant Computer hardware Phase transition Video game Object (grammar) Cycle (graph theory) Information security Task (computing) Electric current
Point (geometry) Table (information) Disintegration Mass Plastikkarte Mereology Complex analysis Front and back ends Strategy game Phase transition Hausdorff dimension Universe (mathematics) Software testing Configuration space Process (computing) Office suite Endliche Modelltheorie Physical system Execution unit Axiom of choice Broadcast programming Software developer Projective plane Metadata Code Process modeling Product (business) Hierarchy Explosion Personal digital assistant Data warehouse Connectivity (graph theory) Software testing Task (computing) Data integrity Traffic reporting
Point (geometry) State of matter Texture mapping Multiplication sign Connectivity (graph theory) Disintegration Complete metric space Mereology Product (business) Independence (probability theory) Expected value Data management Human migration Causality Phase transition Personal digital assistant Integrated development environment Process (computing) Endliche Modelltheorie Data conversion Validity (statistics) Normal (geometry) Physical system Data integrity Boss Corporation Standard deviation Axiom of choice Software developer Code Planning Database Total S.A. Motion capture System call Data model Root Data warehouse Phase transition Strategy game Computing platform Software testing Condition number Exception handling Scheduling (computing) Resultant
Context awareness State of matter INTEGRAL Multiplication sign Correspondence (mathematics) Relational database Set (mathematics) Numbering scheme Database Mereology Software maintenance Neuroinformatik Data model Mathematics Human migration Different (Kate Ryan album) Process (computing) Endliche Modelltheorie Formal grammar Physical system Scripting language Service (economics) Decision theory Software developer Digitizing Physicalism Bit Numbering scheme Control flow Statistics Process modeling Type theory Message passing Data management Arithmetic mean Data model Data warehouse Telecommunication Website Quicksort Information security Data structure Data integrity Point (geometry) Enterprise architecture Dependent and independent variables Software developer Disintegration Channel capacity Virtual machine Product (business) Wave packet Planning Architecture Goodness of fit Authorization Integrated development environment Implementation Self-organization Execution unit Matching (graph theory) Projective plane Physical law Code Independence (probability theory) Database Template (C++) Vector potential Perspective (visual) Mathematics Subject indexing Explosion Voting Personal digital assistant Network topology Strategy game Revision control Game theory Object (grammar) Identity management Force Traffic reporting
Group action Personal digital assistant Cellular automaton Forest Multiplication sign Universe (mathematics) Planning Independence (probability theory) Process (computing) Mereology Field (computer science) Position operator
Point (geometry) Group action Statistics Motif (narrative) Link (knot theory) State of matter Connectivity (graph theory) Insertion loss Online help Mass Plastikkarte Perspective (visual) Neuroinformatik Data management Goodness of fit Network socket Energy level E-learning Information Chief information officer Endliche Modelltheorie Mathematical optimization Metropolitan area network Rhombus Metre Graph (mathematics) Matching (graph theory) Software developer Physical law Virtualization Food energy Computer System call Degree (graph theory) Digital signal processing Type theory Process (computing) Personal digital assistant Network topology Telecommunication Chain Quicksort Directed graph
Group action Enterprise architecture Disintegration Interactive television Data management Word Architecture Data model Operator (mathematics) Information Multiplication Physical system Reference data Data recovery Software developer Computer program Core dump Computer network Formal language Type theory Software development kit Message passing Explosion Process (computing) Business Intelligence Resultant
Group action State of matter Mobile Web Disintegration Numbering scheme Insertion loss Mathematical analysis Mass Focus (optics) Dimensional analysis Data management Architecture Hypermedia Energy level Information Process (computing) Position operator Metropolitan area network Pairwise comparison Dialect Polygon mesh Kolmogorov complexity Physical law Database Measurement Subject indexing Word Business Intelligence Personal digital assistant Data warehouse Network topology Quicksort Table (information) Exception handling Row (database) Traffic reporting
Web page Point (geometry) Group action State of matter Disintegration Mobile Web Caustic (optics) Focus (optics) Dimensional analysis 2 (number) Architecture Data model Data management Programmer (hardware) Causality Hypermedia Semiconductor memory Process (computing) Information Nichtlineares Gleichungssystem Formal grammar Noise (electronics) Matching (graph theory) Inheritance (object-oriented programming) Kolmogorov complexity Database System call Process (computing) Personal digital assistant Data warehouse Statement (computer science) Freeware Table (information) Exception handling Resultant Row (database) Spacetime Traffic reporting
Enterprise architecture Motif (narrative) Multiplication sign Interactive television Disintegration MIDI Database Plastikkarte Neuroinformatik Data management Mathematics Pearson product-moment correlation coefficient Information Chief information officer Multiplication Window Metre Executive information system Point (geometry) Computer program Sampling (statistics) Basis <Mathematik> Food energy System call Formal language Business Intelligence Personal digital assistant Fingerprint Row (database) Traffic reporting
Default (computer science) Execution unit Statistics Server (computing) Metre Observational study State of matter Physical law Plastikkarte Port scanner Demoscene Digital signal processing Hypermedia Personal digital assistant Local ring Social class
Enterprise architecture Mobile Web Virtual machine Mass Plastikkarte Field (computer science) Data management Semiconductor memory Motion blur Circle Chief information officer Information Metre State of matter Database Digital signal processing Business Intelligence Personal digital assistant Telecommunication Dew point Case modding Statement (computer science) MiniDisc Remote procedure call Convex set
Axiom of choice Presentation of a group Context awareness Group action INTEGRAL State of matter Code Multiplication sign Mereology Information technology consulting Computer programming Data management Data model Coefficient of determination Mathematics Infinite conjugacy class property Strategy game Hypermedia Semiconductor memory Single-precision floating-point format Query language Aerodynamics Information Process (computing) Office suite Endliche Modelltheorie 5 (number) Formal grammar Stability theory Reference data Mapping Closed set Data storage device Sound effect Thermal expansion Measurement Data management Process (computing) Programmer (hardware) Data warehouse Phase transition Mathematical singularity Website File viewer Right angle Quicksort Writing Point (geometry) Software developer Disintegration Mathematical analysis Mass Focus (optics) Event horizon Product (business) Local Group Architecture Goodness of fit Internetworking E-learning Software testing OSI model Summierbarkeit Metropolitan area network Self-organization Dialect Axiom of choice Scaling (geometry) Matching (graph theory) Polygon mesh Information Projective plane Expression Computer program Database System call Approximation Vector potential Business Intelligence Personal digital assistant Network topology Universe (mathematics) Statement (computer science) Natural language Musical ensemble Exception handling Traffic reporting
Covering space Area Trail Shift operator PRINCE2 Cellular automaton Independence (probability theory) Correlation and dependence Database Measurement Neuroinformatik Arithmetic mean Personal digital assistant Operator (mathematics) Maize Information Pressure Physical system
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