Representation III: Weighting (Gewichtung) 1

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Representation III: Weighting (Gewichtung) 1
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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
Dependent and independent variables State of matter Multiplication sign Price index Term (mathematics) System call Measurement Measurement Information retrieval Word 4 (number) Frequency Word Frequency Network topology Representation (politics) Endliche Modelltheorie Process (computing) Endliche Modelltheorie Representation (politics) Reading (process) Social class
State of matter Weight Decision theory Real number Physical law Price index Special unitary group Number Word Bit rate Query language Finitary relation Ranking Endliche Modelltheorie Arithmetic progression Reading (process) Resultant Metropolitan area network
Group action Multiplication Dialect Weight Term (mathematics) System call Product (business) Medical imaging Vector space Query language Heuristic Spacetime Endliche Modelltheorie Quicksort
Weight Multiplication sign Ultraviolet photoelectron spectroscopy Water vapor Mereology Regular graph Number Word Frequency Goodness of fit Population density Causality Term (mathematics) Natural number Integer Traffic reporting Linear map Physical system Area Dialect Information Weight Physical law Term (mathematics) Word Wave Well-formed formula Frequency Personal digital assistant Function (mathematics) Network topology Right angle
Functional (mathematics) Group action Service (economics) Weight Multiplication sign Price index Field (computer science) 4 (number) Query language Finitary relation Ranking Position operator Metropolitan area network Dependent and independent variables Dialect Regulator gene Information Chemical equation Physical law Electronic mailing list Division (mathematics) Basis <Mathematik> Word Message passing Arithmetic mean Figurate number Quicksort Whiteboard PRINCE2 Spacetime
Point (geometry) Boss Corporation Process (computing) Causality Logarithm Query language Sampling (statistics) Summierbarkeit Resultant Reading (process) Number
Point (geometry) Matching (graph theory) Weight Closed set View (database) Physical law Numbering scheme Rule of inference Word Query language Game theory Figurate number Summierbarkeit Reading (process)
Computer virus Frequency Term (mathematics) Weight Multiplication sign Query language 1 (number) Term (mathematics) Position operator
Information Weight Logarithm Weight Moment (mathematics) Ultraviolet photoelectron spectroscopy Term (mathematics) Word Frequency Term (mathematics) Personal digital assistant Query language Summierbarkeit
Area Standard deviation Matching (graph theory) Key (cryptography) Weight Transport Layer Security Multiplication sign Moment (mathematics) Term (mathematics) Frequency Operator (mathematics) Query language Quicksort Whiteboard Game theory Table (information) Metropolitan area network
Ferry Corsten Multiplication sign Rule of inference Number Different (Kate Ryan album) Query language Metropolitan area network Position operator Area Distribution (mathematics) Information Electronic mailing list Extreme programming 19 (number) RAID Vector potential Word Personal digital assistant Information retrieval Mixed reality Video game Natural language Right angle Whiteboard Figurate number Musical ensemble Resultant
Distribution (mathematics) Weight Multiplication sign Set (mathematics) Content (media) Number Word Frequency Order (biology) Dedekind cut Term (mathematics) Physical law Endliche Modelltheorie Mathematical optimization Multiplication Polygon mesh Image resolution Sound effect Zipf's law Line (geometry) Term (mathematics) Flow separation Power (physics) Demoscene Word Process (computing) Frequency Network topology Order (biology) Video game Endliche Modelltheorie Metric system Row (database)
Suite (music) Information Set (mathematics) Inverse element Parameter (computer programming) Term (mathematics) System call Power (physics) Power (physics) Number Frequency Number Frequency Well-formed formula Identical particles
Point (geometry) Group action Multiplication sign Physical law Virtual machine Inverse element Parameter (computer programming) Bit Term (mathematics) Power (physics) Frequency Number Arithmetic mean Frequency Well-formed formula Term (mathematics) Different (Kate Ryan album) Personal digital assistant Googol Calculation Right angle Identity management World Wide Web Consortium
Military base Multiplication sign Structural load State of matter Inverse element Term (mathematics) Digital object identifier Revision control Frequency Frequency Different (Kate Ryan album) Googol Calculation Order (biology) Musical ensemble Resultant World Wide Web Consortium
Weight Multiplication sign Modal logic Closed set State of matter Numbering scheme Inverse element Parameter (computer programming) Line (geometry) Term (mathematics) Cartesian coordinate system Digital object identifier Number Frequency Well-formed formula Right angle Extension (kinesiology) Metropolitan area network Electric current Stability theory
Point (geometry) Medical imaging Logarithm Multiplication sign Real number Website Summierbarkeit
Point (geometry) Ocean current Mobile app Group action Weight Real number Multiplication sign Inverse element Parameter (computer programming) Term (mathematics) Digital object identifier Number Number Googol Frequency Well-formed formula Googol Query language Hydraulic jump World Wide Web Consortium
Web page Point (geometry) Logarithm Functional (mathematics) Distribution (mathematics) Image resolution Weight Multiplication sign Magneto-optical drive Numbering scheme Zipf's law Term (mathematics) Flow separation Power (physics) Product (business) Word Order (biology) Frequency Dedekind cut Different (Kate Ryan album) Physical law Summierbarkeit
Logarithm Algorithm Logarithm Multiplication sign State of matter Inverse element Parameter (computer programming) Open set Term (mathematics) Content (media) Digital object identifier Number Frequency Well-formed formula Langevin-Gleichung Personal digital assistant Energy level Game theory Electric current
Frequency Number Matching (graph theory) Information Different (Kate Ryan album) Logarithm Multiplication sign Term (mathematics) Traffic reporting Product (business) Physical system
Point (geometry) Area Information Link (knot theory) Length Weight Multiplication sign Equaliser (mathematics) View (database) Length Insertion loss Term (mathematics) Distance Number Frequency Word Process (computing) Frequency Personal digital assistant Term (mathematics) Different (Kate Ryan album) Figurate number Matrix (mathematics) Resultant
Database normalization Bit rate Length Weight Multiplication sign Vector space Length Division (mathematics) Parallel port Video game Term (mathematics)
Weight Transport Layer Security Weight Point (geometry) Length Parallel port Maxima and minima Term (mathematics) Average Database normalization Process (computing) Different (Kate Ryan album) Information Divisor Game theory Quicksort
Suite (music) Observational study Divisor View (database) Multiplication sign Physical law Workstation <Musikinstrument> Length Parameter (computer programming) Water vapor Open set Average Regular graph Database normalization Bridging (networking) Personal digital assistant Average Authorization Video game Divisor Game theory Quicksort
Link (knot theory) Length Length Parameter (computer programming) Average Cartesian coordinate system Rule of inference Database normalization Labour Party (Malta) Personal digital assistant Factory (trading post) Website Divisor Resultant
Point (geometry) Trail State of matter Length Average Rule of inference Database normalization Oval Divisor Series (mathematics) Game theory Resultant Freezing
Weight Point (geometry) Moment (mathematics) Length Token ring Numbering scheme Parameter (computer programming) Parameter (computer programming) Average Term (mathematics) 6 (number) Database normalization Frequency Number Frequency Type theory Calculation Query language Divisor Information Endliche Modelltheorie Kolmogorov complexity Position operator Physical system
Point (geometry) Greatest element Divisor Weight Real number Multiplication sign View (database) Disk read-and-write head Frequency Vector graphics Vector space Query language Ideal (ethics) Information systems Length Electronic mailing list Parameter (computer programming) Term (mathematics) Frequency Personal digital assistant Right angle Musical ensemble Game theory Representation (politics) Matrix (mathematics) Resultant
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