Models II

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Models II
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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
Information retrieval Goodness of fit Mathematical model Observational study Weight Forest Physical law Gradient Selectivity (electronic) Term (mathematics)
Web page Weight Natural language Combinational logic Insertion loss Mereology Element (mathematics) Number Similarity (geometry) Mathematical model Degree (graph theory) Revision control Database normalization Performance appraisal Different (Kate Ryan album) Natural language Object (grammar) Pairwise comparison Bounded variation Library (computing) Physical system
Scheduling (computing) Service (economics) Natural language Multiplication sign Insertion loss Distance Mathematical model Event horizon Number Information retrieval Mathematics Internet forum Hypermedia Term (mathematics) Semiconductor memory Personal digital assistant Vector space Vector graphics Query language Matrix (mathematics) Electronic visual display Spacetime Series (mathematics) Fuzzy logic Netzwerkdatenbanksystem Extension (kinesiology) Condition number Boolean algebra Domain name Boss Corporation Matching (graph theory) Polygon mesh Mathematical model View (database) Theory Term (mathematics) Mathematical model Word Estimation Fuzzy logic Website Right angle Natural language Resultant Sinc function Spacetime Library (computing)
Distribution (mathematics) Multiplication Statistics Distribution (mathematics) Natural language Independence (probability theory) Sound effect Statistics Sequence Mathematical model Number Mathematical model Sequence Independence (probability theory) Word Frequency Word Bit rate Average Single-precision floating-point format Right angle Natural language
State observer Distribution (mathematics) Functional (mathematics) Electric generator Distribution (mathematics) Natural language Multiplication sign Mathematical model Number Mathematical model Single-precision floating-point format Word Frequency Word Frequency Natural language
Web crawler Distribution (mathematics) Distribution (mathematics) Natural language Moment (mathematics) Range (statistics) Mathematical model Mathematical model Information retrieval Frequency Word Frequency Average Different (Kate Ryan album) Order (biology) Query language Natural language Position operator
Distribution (mathematics) Functional (mathematics) Smoothing Distribution (mathematics) Natural language Software developer Multiplication sign 1 (number) Mathematical model Mathematical model Information retrieval Word Frequency CAN bus Word Spreadsheet Different (Kate Ryan album) Personal digital assistant Function (mathematics) Query language Zustandsgröße Natural language Smoothing Quicksort
Point (geometry) Functional (mathematics) Computer file Length Natural language Multiplication sign Curve Water vapor Open set Mereology Approximation Number Word Sign (mathematics) Type theory Different (Kate Ryan album) Smoothing Identity management Mobile Web Boss Corporation Weight Uniqueness quantification Point (geometry) Moment (mathematics) Length Planning Division (mathematics) Term (mathematics) Measurement System call Mathematical model Number Word Order (biology) Website Natural language Summierbarkeit Resultant
Group action Interpolation Smoothing Natural language Parameter (computer programming) Parameter (computer programming) Lattice (order) Mereology Mathematical model Word Frequency Mixture model Programmer (hardware) Word Process (computing) Frequency Mixture model Natural language Summierbarkeit Smoothing Interpolation Metropolitan area network Local ring Linear map
Natural language Parameter (computer programming) Mathematical model System call Mathematical model Word Word Frequency Different (Kate Ryan album) Mixture model Natural language Smoothing Quicksort Interpolation Freeware Linear map
Web page Purchasing Functional (mathematics) Randomization Natural language Transport Layer Security Sheaf (mathematics) Matching (graph theory) Parameter (computer programming) Distance Mereology Rule of inference Product (business) Sound effect Frequency Mathematics Different (Kate Ryan album) Term (mathematics) Natural number Information Physical system Condition number Modal logic Algorithm Distribution (mathematics) Matching (graph theory) Polygon mesh Information MUD Weight Structural load Physical law Basis <Mathematik> Division (mathematics) Term (mathematics) Surface of revolution Measurement Mathematical model Performance appraisal Divergence Word Voting Frequency Function (mathematics) System programming Natural language Game theory Quicksort
Distribution (mathematics) Matching (graph theory) Distribution (mathematics) Natural language Weight Theory Parameter (computer programming) Mathematical model Mathematical model Frequency Word Personal digital assistant Mixture model Smoothing Interpolation Reading (process) Linear map
Pattern recognition Functional (mathematics) Distribution (mathematics) Algorithm Natural language Weight Multiplication sign Mereology Mathematical model Number Causality Natural number Forest Netzwerkdatenbanksystem Genetic programming Social class Vulnerability (computing) Family Rule of inference Algorithm Matching (graph theory) Complex (psychology) Theory Computer network Mathematical model Word Software Personal digital assistant Computer science Video game Natural language Game theory Spacetime
Sine Sigma-algebra Execution unit Bit error rate Computer network Mathematical model Coprocessor Symbol table Number Frequency Message passing Arithmetic mean Process (computing) Software Natural number Different (Kate Ryan album) Befehlsprozessor Information retrieval Single-precision floating-point format Statement (computer science) Energy level Process (computing) Maß <Mathematik>
Point (geometry) State of matter Weight Multiplication sign Correspondence (mathematics) Execution unit Calculation Parameter (computer programming) Disk read-and-write head Computer 2 (number) Mathematics Bit rate Read-only memory Semiconductor memory Different (Kate Ryan album) Videoconferencing Energy level output Summierbarkeit Condition number Weight Feedback Parameter (computer programming) Computer network Division (mathematics) Term (mathematics) Product (business) Mathematical model Arithmetic mean Software output Game theory Electric current
Group action INTEGRAL Multiplication sign View (database) Range (statistics) Execution unit Set (mathematics) Insertion loss Image registration Disk read-and-write head Mathematics Special functions Kolmogorov complexity Physical system Area Algorithm Closed set Logistic distribution Computer simulation Perturbation theory Message passing Arithmetic mean Process (computing) Order (biology) output Right angle Summierbarkeit Quicksort Point (geometry) Functional (mathematics) Service (economics) Rule of inference Bridging (networking) Selectivity (electronic) output Metropolitan area network Condition number Standard deviation Host Identity Protocol Information Cellular automaton Physical law Computer network Division (mathematics) Symbol table Voting Software Function (mathematics) Network topology Video game Game theory
Classical physics Group action State of matter Multiplication sign Open set Distance Mereology Rule of inference Data transmission Element (mathematics) Prime ideal Frequency Mathematics Bit rate Term (mathematics) Semiconductor memory Different (Kate Ryan album) Forest Query language Matrix (mathematics) EasyJet Vulnerability (computing) Execution unit Theory of relativity Computer network Division (mathematics) Electric power transmission Flow separation Word Software Personal digital assistant Website Object (grammar) Quicksort Game theory Adjacency matrix Bounded variation Identical particles
Point (geometry) Software Term (mathematics) Cycle (graph theory) Disintegration Thermal expansion Insertion loss Data transmission Mathematical model
Functional (mathematics) Computer file Cycle (graph theory) Multiplication sign Disintegration Thermal expansion Computer network Thermal expansion Term (mathematics) Flow separation Mathematical model Subset Mathematical model Information retrieval Type theory Software Term (mathematics) Massendaten Sheaf (mathematics) Interpreter (computing)
Trail Execution unit Multiplication sign Thermal expansion Computer network Term (mathematics) Dimensional analysis Wave packet Mathematical model Information retrieval Spring (hydrology) Software Massendaten Sheaf (mathematics) Query language Software testing Resultant Physical system
Group action Multiplication sign Insertion loss Mathematical model Vector space model Number Goodness of fit Strategy game Videoconferencing Matrix (mathematics) Heuristic Ranking Software testing Extension (kinesiology) Physical system Area Information Weight Physical law Parallel port Computer network Term (mathematics) Limit (category theory) Measurement Mathematical model Data mining Software System programming Orientation (vector space) Website Pattern language Natural language Ranking Row (database) Spacetime
Addition Time zone Trail Implementation Simulation Mathematical model Interactive television Sound effect Parameter (computer programming) Mathematical model Sound effect Performance appraisal Network topology System programming Orientation (vector space) Heuristic Ranking Heuristic Mathematical optimization Physical system
Rounding Greatest element Computer file Divisor Length Weight Multiplication sign Real number Calculation Number Word Frequency Query language Linear map Multiplication sign Execution unit Link (knot theory) Binary file Number Word Hausdorff space Frequency Personal digital assistant Natural language Whiteboard Interpolation Resultant
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