| 000 -LEADER |
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| fixed length control field |
07335nam a2200709 i 4500 |
| 001 - CONTROL NUMBER |
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| control field |
7503459 |
| 003 - CONTROL NUMBER IDENTIFIER |
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| control field |
IEEE |
| 005 - DATE AND TIME OF LATEST TRANSACTION |
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| control field |
20200413152922.0 |
| 006 - FIXED-LENGTH DATA ELEMENTS--ADDITIONAL MATERIAL CHARACTERISTICS |
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| fixed length control field |
m eo d |
| 007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION |
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| fixed length control field |
cr cn |||m|||a |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
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| fixed length control field |
160618s2016 caua foab 000 0 eng d |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| International Standard Book Number |
9781627055260 |
| Qualifying information |
ebook |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| Canceled/invalid ISBN |
9781627055253 |
| Qualifying information |
print |
| 024 7# - OTHER STANDARD IDENTIFIER |
|---|
| Standard number or code |
10.2200/S00718ED1V01Y201605ICR049 |
| Source of number or code |
doi |
| 035 ## - SYSTEM CONTROL NUMBER |
|---|
| System control number |
(CaBNVSL)swl00406601 |
| 035 ## - SYSTEM CONTROL NUMBER |
|---|
| System control number |
(OCoLC)951864853 |
| 040 ## - CATALOGING SOURCE |
|---|
| Original cataloging agency |
CaBNVSL |
| Language of cataloging |
eng |
| Description conventions |
rda |
| Transcribing agency |
CaBNVSL |
| Modifying agency |
CaBNVSL |
| 050 #4 - LIBRARY OF CONGRESS CALL NUMBER |
|---|
| Classification number |
ZA3075 |
| Item number |
.Y253 2016 |
| 082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER |
|---|
| Classification number |
028.7071 |
| Edition number |
23 |
| 100 1# - MAIN ENTRY--PERSONAL NAME |
|---|
| Personal name |
Yang, Grace Hui., |
| Relator term |
author. |
| 245 10 - TITLE STATEMENT |
|---|
| Title |
Dynamic information retrieval modeling / |
| Statement of responsibility, etc. |
Grace Hui Yang, Marc Sloan, Jun Wang. |
| 264 #1 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE |
|---|
| Place of production, publication, distribution, manufacture |
[San Rafael, California] : |
| Name of producer, publisher, distributor, manufacturer |
Morgan & Claypool, |
| Date of production, publication, distribution, manufacture, or copyright notice |
2016. |
| 300 ## - PHYSICAL DESCRIPTION |
|---|
| Extent |
1 PDF (xvii, 126 pages) : |
| Other physical details |
illustrations. |
| 336 ## - CONTENT TYPE |
|---|
| Content type term |
text |
| Source |
rdacontent |
| 337 ## - MEDIA TYPE |
|---|
| Media type term |
electronic |
| Source |
isbdmedia |
| 338 ## - CARRIER TYPE |
|---|
| Carrier type term |
online resource |
| Source |
rdacarrier |
| 490 1# - SERIES STATEMENT |
|---|
| Series statement |
Synthesis lectures on information concepts, retrieval, and services, |
| International Standard Serial Number |
1947-9468 ; |
| Volume/sequential designation |
# 49 |
| 538 ## - SYSTEM DETAILS NOTE |
|---|
| System details note |
Mode of access: World Wide Web. |
| 538 ## - SYSTEM DETAILS NOTE |
|---|
| System details note |
System requirements: Adobe Acrobat Reader. |
| 500 ## - GENERAL NOTE |
|---|
| General note |
Part of: Synthesis digital library of engineering and computer science. |
| 504 ## - BIBLIOGRAPHY, ETC. NOTE |
|---|
| Bibliography, etc. note |
Includes bibliographical references (pages 101-123). |
| 505 0# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
1. Introduction -- 1.1 Dynamics in information retrieval -- 1.2 Challenges -- 1.3 Overview of dynamic IR -- 1.4 Aims of this book -- 1.5 Structure -- |
| 505 8# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
2. Information retrieval frameworks -- 2.1 Case study: multi-page search -- 2.2 Static information retrievaL -- 2.2.1 The ranking problem -- 2.2.2 The diversification problem -- 2.3 Interactive information retrieval -- 2.3.1 The Rocchio algorithm -- 2.3.2 Interactive probability ranking principle -- 2.4 Dynamic information retrieval -- 2.4.1 Reinforcement learning vs. dynamic IR modeling -- 2.4.2 Markov decision process -- 2.4.3 Partially observable Markov decision process -- 2.4.4 Bandits models -- 2.5 Modeling dynamic IR -- |
| 505 8# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
3. Dynamic IR for a single query -- 3.1 Information filtering -- 3.1.1 Relevance feedback -- 3.1.2 Active learning -- 3.1.3 Multi-page search -- 3.2 Multi-armed bandits -- 3.2.1 Exploration vs. exploitation -- 3.2.2 Multi-armed bandit variations -- 3.3 Related work -- |
| 505 8# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
4. Dynamic IR for sessions -- 4.1 Session search -- 4.1.1 Query change: a strong signal from the user -- 4.1.2 Markov chains in sessions -- 4.1.3 Two-way communication in sessions -- 4.2 Modeling sessions in the dynamic IR framework -- 4.2.1 States -- 4.2.2 Actions -- 4.2.3 Rewards -- 4.3 Dual-agent stochastic game: putting users into retrieval models -- 4.3.1 Framework formulation -- 4.3.2 Observation functions -- 4.3.3 Belief updates -- 4.4 Retrieval for sessions -- 4.4.1 Obtaining the policies by heuristics -- 4.4.2 Obtaining the policies by joint optimization -- 4.5 Related work -- |
| 505 8# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
5. Dynamic IR for recommender systems -- 5.1 Collaborative filtering -- 5.2 Static recommendation -- 5.2.1 User-based approaches -- 5.2.2 Probabilistic matrix factorization -- 5.3 Dynamics in recommendation -- 5.3.1 Objective function -- 5.3.2 User dynamics -- 5.3.3 Item selection via confidence bound -- 5.4 Related work -- |
| 505 8# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
6. Evaluating dynamic IR systems -- 6.1 IR evaluation -- 6.2 Text retrieval conference (TREC) -- 6.2.1 TREC interactive track -- 6.2.2 TREC session track -- 6.2.3 TREC dynamic domain (DD) track -- 6.3 The water filling model -- 6.4 The cube test -- 6.4.1 Filling up the cube -- 6.4.2 Stopping criteria -- 6.5 Plotting the dynamic progress -- 6.6 Related work -- |
| 505 8# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
7. Conclusion -- Bibliography -- Authors' biographies. |
| 506 1# - RESTRICTIONS ON ACCESS NOTE |
|---|
| Terms governing access |
Abstract freely available; full-text restricted to subscribers or individual document purchasers. |
| 510 0# - CITATION/REFERENCES NOTE |
|---|
| Name of source |
Compendex |
| 510 0# - CITATION/REFERENCES NOTE |
|---|
| Name of source |
INSPEC |
| 510 0# - CITATION/REFERENCES NOTE |
|---|
| Name of source |
Google scholar |
| 510 0# - CITATION/REFERENCES NOTE |
|---|
| Name of source |
Google book search |
| 520 3# - SUMMARY, ETC. |
|---|
| Summary, etc. |
Big data and human-computer information retrieval (HCIR) are changing IR. They capture the dynamic changes in the data and dynamic interactions of users with IR systems. A dynamic system is one which changes or adapts over time or a sequence of events. Many modern IR systems and data exhibit these characteristics which are largely ignored by conventional techniques. What is missing is an ability for the model to change over time and be responsive to stimulus. Documents, relevance, users and tasks all exhibit dynamic behavior that is captured in data sets typically collected over long time spans and models need to respond to these changes. Additionally, the size of modern datasets enforces limits on the amount of learning a system can achieve. Further to this, advances in IR interface, personalization and ad display demand models that can react to users in real time and in an intelligent, contextual way. In this book we provide a comprehensive and up-to-date introduction to Dynamic Information Retrieval Modeling, the statistical modeling of IR systems that can adapt to change. We define dynamics, what it means within the context of IR and highlight examples of problems where dynamics play an important role. We cover techniques ranging from classic relevance feedback to the latest applications of partially observable Markov decision processes (POMDPs) and a handful of useful algorithms and tools for solving IR problems incorporating dynamics. The theoretical component is based around the Markov Decision Process (MDP), a mathematical framework taken from the field of Artificial Intelligence (AI) that enables us to construct models that change according to sequential inputs. We define the framework and the algorithms commonly used to optimize over it and generalize it to the case where the inputs aren't reliable. We explore the topic of reinforcement learning more broadly and introduce another tool known as a Multi-Armed Bandit which is useful for cases where exploring model parameters is beneficial. Following this we introduce theories and algorithms which can be used to incorporate dynamics into an IR model before presenting an array of state-of-the-art research that already does, such as in the areas of session search and online advertising. Change is at the heart of modern Information Retrieval systems and this book will help equip the reader with the tools and knowledge needed to understand Dynamic Information Retrieval Modeling. |
| 530 ## - ADDITIONAL PHYSICAL FORM AVAILABLE NOTE |
|---|
| Additional physical form available note |
Also available in print. |
| 588 ## - SOURCE OF DESCRIPTION NOTE |
|---|
| Source of description note |
Title from PDF title page (viewed on June 18, 2016). |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name entry element |
Information retrieval |
| General subdivision |
Computer simulation. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name entry element |
Dynamic programming. |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
dynamic information retrieval |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
information retrieval models |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
reinforcement learning |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
Markov decision process |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
recommender systems |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
information retrieval |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
information retrieval evaluation |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Sloan, Marc., |
| Relator term |
author. |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Wang, Jun., |
| Relator term |
author. |
| 776 08 - ADDITIONAL PHYSICAL FORM ENTRY |
|---|
| Relationship information |
Print version: |
| International Standard Book Number |
9781627055253 |
| 830 #0 - SERIES ADDED ENTRY--UNIFORM TITLE |
|---|
| Uniform title |
Synthesis digital library of engineering and computer science. |
| 830 #0 - SERIES ADDED ENTRY--UNIFORM TITLE |
|---|
| Uniform title |
Synthesis lectures on information concepts, retrieval, and services ; |
| Volume/sequential designation |
# 49. |
| International Standard Serial Number |
1947-9468 |
| 856 42 - ELECTRONIC LOCATION AND ACCESS |
|---|
| Materials specified |
Abstract with links to resource |
| Uniform Resource Identifier |
http://ieeexplore.ieee.org/servlet/opac?bknumber=7503459 |
