Coverart for item
The Resource Spatio-Temporal Recommendation in Social Media

Spatio-Temporal Recommendation in Social Media

Label
Spatio-Temporal Recommendation in Social Media
Title
Spatio-Temporal Recommendation in Social Media
Creator
Contributor
Subject
Language
eng
Member of
Cataloging source
MiAaPQ
Literary form
non fiction
Nature of contents
dictionaries
Series statement
SpringerBriefs in Computer Science Ser
Spatio-Temporal Recommendation in Social Media
Label
Spatio-Temporal Recommendation in Social Media
Link
http://libproxy.rpi.edu/login?url=https://ebookcentral.proquest.com/lib/rpi/detail.action?docID=4530200
Publication
Copyright
Related Contributor
Related Location
Related Agents
Related Authorities
Related Subjects
Related Items
Carrier category
online resource
Carrier category code
cr
Carrier MARC source
rdacarrier
Color
multicolored
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
  • Preface -- Acknowledgments -- Contents -- 1 Introduction -- 1.1 Background -- 1.2 The Research Issues and Challenges -- 1.3 Overview of the Book -- 1.4 Literature and Research Review -- 1.4.1 Traditional Context-Aware Recommendation -- 1.4.2 Temporal Recommendation -- 1.4.3 Spatial Item Recommendation -- 1.4.4 Real-Time Recommendation -- 1.4.5 Online Recommendation Efficiency -- References -- 2 Temporal Context-Aware Recommendation -- 2.1 Introduction -- 2.2 User Rating Behavior Modeling -- 2.2.1 Notations and Definitions -- 2.2.2 Temporal Context-Aware Mixture Model -- 2.2.3 Model Inference -- 2.2.4 Discussion About TCAM -- 2.2.5 Item-Weighting for TCAM -- 2.3 Temporal Recommendation -- 2.4 Experiments -- 2.4.1 Datasets -- 2.4.2 Comparisons -- 2.4.3 Evaluation Methodology -- 2.4.4 Recommendation Effectiveness -- 2.4.5 Temporal Context Influence Study -- 2.4.6 User Profile Analysis -- 2.5 Summary -- References -- 3 Spatial Context-Aware Recommendation -- 3.1 Introduction -- 3.2 Location-Content-Aware Recommender System -- 3.2.1 Preliminary -- 3.2.2 Model Description -- 3.2.3 Model Inference -- 3.2.4 Online Recommendation -- 3.3 Experiments -- 3.3.1 Datasets -- 3.3.2 Comparative Approaches -- 3.3.3 Evaluation Methods -- 3.3.4 Recommendation Effectiveness -- 3.3.5 Local Preference Influence Study -- 3.3.6 Analysis of Latent Topic -- 3.4 Summary -- References -- 4 Location-Based and Real-Time Recommendation -- 4.1 Introduction -- 4.1.1 Joint Modeling of User Check-In Behaviors -- 4.1.2 Real-Time POI Recommendation -- 4.2 Joint Modeling of User Check-In Activities -- 4.2.1 Preliminary -- 4.2.2 Model Structure -- 4.2.3 Generative Process -- 4.2.4 Model Inference -- 4.3 Online Learning for TRM -- 4.3.1 Feasibility Analysis -- 4.3.2 Online Learning Algorithm -- 4.4 POI Recommendation Using TRM -- 4.4.1 Fast Top-k Recommendation Framework
  • 4.4.2 Addressing Cold-Start Problem -- 4.5 Experiments -- 4.5.1 Datasets -- 4.5.2 Comparative Approaches -- 4.5.3 Evaluation Methods -- 4.5.4 Recommendation Effectiveness -- 4.5.5 Impact of Different Factors -- 4.5.6 Test for Cold-Start Problem -- 4.5.7 Model Training Efficiency -- 4.6 Summary -- References -- 5 Fast Online Recommendation -- 5.1 Introduction -- 5.1.1 Parallelization -- 5.1.2 Nearest-Neighbor Search -- 5.2 Metric Tree -- 5.2.1 Branch-and-Bound Algorithm -- 5.3 TA-Based Algorithm -- 5.3.1 Discussion -- 5.4 Attribute-Pruning Algorithm -- 5.5 Experiments -- 5.5.1 Experimental Results -- 5.6 Summary -- References
http://library.link/vocab/cover_art
https://contentcafe2.btol.com/ContentCafe/Jacket.aspx?Return=1&Type=S&Value=9789811007484&userID=ebsco-test&password=ebsco-test
Dimensions
unknown
http://library.link/vocab/discovery_link
{'f': 'http://opac.lib.rpi.edu/record=b4385355'}
Extent
1 online resource (122 pages)
Form of item
online
Isbn
9789811007484
Media category
computer
Media MARC source
rdamedia
Media type code
c
Sound
unknown sound
Specific material designation
remote

Library Locations

    • Folsom LibraryBorrow it
      110 8th St, Troy, NY, 12180, US
      42.729766 -73.682577
Processing Feedback ...