Concepedia

Hierarchical Session Modeling

Hierarchical Session Modeling is a session-based recommendation framework that structures user interactions into multiple levels of abstraction to capture both short-term and long-term patterns within and across sessions, distinguishing itself from flat or non-hierarchical approaches by explicitly modeling the temporal and structural dependencies in a layered manner.

8

Publications

173

Citations

27

Authors

14

Institutions

Publications per year

2017–2026

8

Parents

Publications

8

Research directions in session-based and sequential recommendation

Dietmar Jannach, Bamshad Mobasher, Shlomo Berkovsky · User Modeling and User-Adapted Interaction · 2020 · 41 citations · Full text

, , +12

A cross-domain hierarchical recurrent model for personalized session-based recommendations

Yaqing Wang, Caili Guo, Yunfei Chu et al. · Neurocomputing · 2019 · 27 citations

, , +13

Hierarchical Social Similarity-guided Model with Dual-mode Attention for session-based recommendation

Chaoqun Feng, Chongyang Shi, Shufeng Hao et al. · Knowledge-Based Systems · 2021 · 21 citations

, , +13

Learning a Hierarchical Intent Model for Next-Item Recommendation

Nengjun Zhu, Jian Cao, Xinjiang Lu et al. · ACM Transactions on Information Systems · 2021 · 20 citations

, , +11

Contextual Re-Ranking with Behavior Aware Transformers

Chen Qu, Chenyan Xiong, Yizhe Zhang et al. · 2020 · 19 citations

, , +15

1–5 of 8

Authors

27

  1. CQ
    Chen Qu

    Emory University, United States

    1 publications · 19 citations

    1

    h-index

  2. CG
    Caili Guo

    Beijing University of Posts and Telecommunications, China

    1 publications · 27 citations

    1

    h-index

  3. DJ
    Dietmar Jannach

    University of Klagenfurt, Austria

    1 publications · 41 citations

    1

    h-index

  4. WX
    Wu-Dong Xi

    Sun Yat-sen University, China

    1 publications · 13 citations

    1

    h-index

  5. CF
    Chunyan Feng

    Beijing University of Posts and Telecommunications, China

    1 publications · 27 citations

    1

    h-index

1–5 of 27

Institutions

14

  1. Rutgers, The State University of New Jersey

    New Brunswick, United States

    1 h-index

    1 publications

    20 citations

  2. University of Washington

    Seattle, United States

    1 h-index

    1 publications

    27 citations

  3. Sun Yat-sen University

    Guangzhou, China

    1 h-index

    3 publications

    39 citations

  4. University of Massachusetts Amherst

    Amherst Center, United States

    1 h-index

    2 publications

    38 citations

  5. Baidu (China)

    Beijing, China

    1 h-index

    1 publications

    20 citations

  6. Beijing University of Posts and Telecommunications

    Beijing, China

    1 h-index

    4 publications

    108 citations

  7. Microsoft (United States)

    Redmond, United States

    1 h-index

    4 publications

    76 citations

  8. Seattle University

    Seattle, United States

    1 h-index

    1 publications

    27 citations

1–8 of 14

Venues

  1. ACM Transactions on Information Systems

    2 publications · 38 citations

    2

    h-index

  2. User Modeling and User-Adapted Interaction

    1 publications · 41 citations

    1

    h-index

  3. Neurocomputing

    1 publications · 27 citations

    1

    h-index

  4. Knowledge-Based Systems

    1 publications · 21 citations

    1

    h-index

  5. 2022 IEEE International Conference on Big Data (Big Data)

    Conference · 1 publications · 14 citations

1–5