Representation II: Automatic Indexing

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Representation II: Automatic Indexing
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This lecture gives an overview on Information Retrieval. It explains why documents are ranked the way they are. The lecture explains the most relevant ways for content representation: Automatic indexing and manual indexing. For automatic indexing, the frequencey of word is of special relevance and their influence on the weighting of term are discussed. The most relevant models are introduced. The session on evaluation discusses new metrics like the Normalized Discounted Cumulative Gain. The session of information behavior provides a brief overview and explains the relation to IR. The session on optimization mainly introduces term expansion and fusion methods. The session on Web retrieval is concerned with the quality aspects and gives a basic insight to the PageRank algorithm.
Keywords Information Retrieval Search Engine Technology Information Behavior Automatic Indexing Academic Lecture Retrieval models Web Retrieval Evaluation of Retrieval Systems
Context awareness State of matter Multiplication sign Equaliser (mathematics) Virtual machine Open set Event horizon Computer programming Number Revision control Fraction (mathematics) Web 2.0 Expected value Information retrieval Programmer (hardware) Medical imaging Mathematics Different (Kate Ryan album) Term (mathematics) Object (grammar) Software Subject indexing Representation (politics) Software testing Selectivity (electronic) Metropolitan area network Social class Physical system Pairwise comparison Matching (graph theory) Scaling (geometry) Structural load Software developer Term (mathematics) Cartesian coordinate system Demoscene Word Arithmetic mean Film editing Personal digital assistant Mixed reality Order (biology) Social class Right angle Representation (politics) Resultant
Email Pattern recognition Context awareness Natural language Decision theory Multiplication sign Bit rate Mereology Semantics (computer science) Web 2.0 Word Data model Uniformer Raum Different (Kate Ryan album) Data acquisition Finite-state machine Pattern language Information Endliche Modelltheorie Position operator Physical system Social class Source code Metropolitan area network Real number Fitness function Bit Term (mathematics) Process modeling Web application Arithmetic mean Wave Software testing Endliche Modelltheorie Ranking Representation (politics) Task (computing) Physical system Resultant Electronic mailing list Mass Content (media) Number Revision control Term (mathematics) Googol Energy level Representation (politics) World Wide Web Consortium Search theory Context awareness Matching (graph theory) Sine Login Density of states Semantics (computer science) Markov chain Number Word Film editing Search engine (computing) Personal digital assistant Game theory Videoconferencing Family Library (computing)
Point (geometry) Group action State of matter View (database) Decision theory Insertion loss Mass Mereology Disk read-and-write head Distance Computer 2 (number) Revision control Medical imaging Frequency Finite element method Mathematics Uniformer Raum Causality Term (mathematics) Negative number Process (computing) Dialect Octahedron Mathematical analysis Semantics (computer science) Cartesian coordinate system Flow separation Word Process (computing) Personal digital assistant Logic Mixed reality Massendaten Interpreter (computing) Video game Natural language Musical ensemble Quicksort Representation (politics) Exception handling Freezing Electric current Spacetime
View (database) Multiplication sign Lattice (order) Mereology Cartesian coordinate system Flow separation Number Word Word Mathematics Causality Pi Different (Kate Ryan album) Charge carrier Website Right angle Process (computing) Physical system Spacetime
Point (geometry) Web page Algorithm Multiplication sign View (database) Chaos (cosmogony) Mathematical analysis Electronic mailing list Mereology Computer programming Bookmark (World Wide Web) Word Programmer (hardware) Frequency Crash (computing) Causality Term (mathematics) Subject indexing Process (computing) System identification Multiplication Position operator Exception handling Physical system Standard deviation Multiplication Information Division (mathematics) Term (mathematics) Group action Single-precision floating-point format Word Process (computing) Pi Right angle Quicksort Game theory Whiteboard
Pattern recognition Algorithm Multiplication sign Decision theory Numbering scheme Electronic mailing list Mathematical analysis Computer programming Local Group Word Database normalization Frequency Personal digital assistant Process (computing) Information System identification Multiplication Physical system Physical law Binary file Particle system Preprocessor Pi Personal digital assistant Clef Fingerprint
MUD Observational study Java applet Multiplication sign Direction (geometry) Mereology Disk read-and-write head Arm Emulation Word Different (Kate Ryan album) Googol Information Booting Physical system Area Sine Physical law Binary file Demoscene Degree (graph theory) Plane (geometry) Word Process (computing) Search engine (computing) Personal digital assistant Information retrieval Data Encryption Standard Quicksort Clef Fingerprint Resultant Pulse (signal processing)
Standard deviation Sine Natural language Decision theory Bit error rate Design by contract Login Electronic mailing list Content (media) Mereology Discrete element method Magnetic stripe card Word Moore's law Latent heat Uniformer Raum Googol Reduction of order
Meta element Freeware Regulärer Ausdruck <Textverarbeitung> Manufacturing execution system Logarithm Home page Division (mathematics) High-level programming language Machine vision Frequency Uniformer Raum Different (Kate Ryan album) Data acquisition Videoconferencing Moving average Internet Explorer Game theory World Wide Web Consortium Polygon mesh Information Interior (topology) Coma Berenices Group action Flow separation Web browser Degree (graph theory) Process (computing) Broadcasting (networking) Search engine (computing) Order (biology) Data Encryption Standard Musical ensemble Sinc function Resultant
Metropolitan area network Multiplication sign Simultaneous localization and mapping Assembly language Emulation Time domain Word Frequency Word Web service Ring (mathematics) Personal digital assistant Data acquisition Data Encryption Standard Summierbarkeit Mathematical optimization Physical system
Sine Information systems Multiplication sign Group action Junction (traffic) Mathematical morphology Arm Word Sic Personal digital assistant Hypermedia Different (Kate Ryan album) Data acquisition Internet forum Order (biology) Internet Explorer Mathematical optimization Newton's law of universal gravitation World Wide Web Consortium
Raw image format Group action Inheritance (object-oriented programming) Scripting language Sine Information systems Multiplication sign Login Perturbation theory Mathematical morphology Demoscene Product (business) Word Word Mathematics Process (computing) Uniformer Raum Hypermedia Googol Data acquisition Natural language Momentum Wide area network
Inheritance (object-oriented programming) Mathematical singularity Perturbation theory Discrete element method Computer Machine vision Mathematics Uniformer Raum Causality Googol Data acquisition Personal digital assistant Raw image format Sine Information systems Computer Login Lattice (order) Mathematical morphology Word Personal digital assistant Video game Data Encryption Standard Momentum Form (programming) Reduction of order Wide area network
Table (information) Computer file Natural language Multiplication sign Range (statistics) 1 (number) Rule of inference Computer Mathematics Different (Kate Ryan album) Exception handling Physical system Rule of inference Structural load Division (mathematics) Limit (category theory) Similarity (geometry) Word Personal digital assistant Right angle Natural language Game theory Table (information) Form (programming) Freezing
Modal logic Pattern recognition Rule of inference Group action Natural language View (database) Data storage device 3 (number) Data storage device Mathematical morphology Rule of inference Computer Hand fan Word Mathematics Word Regular graph Natural number Figurate number Exception handling Form (programming) Exception handling
Group action Multiplication sign Mathematical singularity Chaos (cosmogony) Rule of inference Word Mathematics Causality Hypermedia Reduction of order Information Position operator Form (programming) Rule of inference Physical law Bulletin board system Word Process (computing) Logic Right angle Game theory Musical ensemble Clef Resultant Row (database)
Word Error message Network topology View (database) Token ring Social class Mereology Form (programming) Adhesion Metropolitan area network
Word Process (computing) Mathematical analysis Planning Game theory Sequence Compilation album Sequence
Standard deviation Texture mapping Mathematical analysis Planning Set (mathematics) Similarity (geometry) Word Number Word Well-formed formula Operator (mathematics) Quicksort Summierbarkeit Form (programming)
Pattern recognition Texture mapping Demo (music) 3 (number) Electronic mailing list Mathematical analysis Rule of inference Number Mach's principle Word Order (biology) Inverse problem Flow separation Data acquisition Personal digital assistant Query language Subject indexing Representation (politics) Internet Explorer Process (computing) output Multiplication World Wide Web Consortium Rule of inference Source code Decision theory Expression Computer program Coma Berenices Group action Similarity (geometry) Software development kit Word Gaussian elimination Personal digital assistant Uniform resource name Representation (politics) Clef Data structure Fingerprint
Link (knot theory) Tap (transformer) Field (computer science) Correlation and dependence Mathematical analysis Term (mathematics) Web browser Word Number Preprocessor Set (mathematics) Revision control Ranking Simulation Chi-squared distribution Data type
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