Concepedia

Cold-start Evaluation

Cold-Start Evaluation is a methodological framework within recommendation system assessment that specifically addresses the challenge of evaluating recommender systems when insufficient historical interaction data is available for new users, items, or contexts, thereby differentiating it from general evaluation approaches that assume established user-item interaction patterns.

51

Publications

3.8K

Citations

183

Authors

81

Institutions

Publications per year

2017–2026

28

Parents

Publications

51

Methods and metrics for cold-start recommendations

Andrew I. Schein, Alexandrin Popescul, Lyle Ungar et al. · 2002 · 1.7K citations · Full text

, , +16

Naïve filterbots for robust cold-start recommendations

Seung-Taek Park, David M. Pennock, Omid Madani et al. · 2006 · 157 citations

, , +14

Exploiting User Demographic Attributes for Solving Cold-Start Problem in Recommender System

Laila Safoury, Akram Salah · Lecture Notes on Software Engineering · 2013 · 121 citations

, , +14

Social collaborative filtering for cold-start recommendations

Suvash Sedhain, Scott Sanner, Darius Braziunas et al. · 2014 · 120 citations

, , +15

Investigation of the active sites and optimum Pd/Al of Pd/ZSM–5 passive NO adsorbers for the cold-start application: Evidence of isolated-Pd species obtained after a high-temperature thermal treatment

Jaeha Lee, YoungSeok Ryou, Sung June Cho et al. · Applied Catalysis B: Environmental · 2017 · 119 citations

, , +11

1–5 of 51

Authors

183

  1. DM
    David M. Pennock

    Yahoo (United States), United States

    3 publications · 2K citations

    3

    h-index

  2. AI
    Andrew I. Schein

    University of Pennsylvania, United States

    2 publications · 1.8K citations

    2

    h-index

  3. AP
    Alexandrin Popescul

    University of Pennsylvania, United States

    2 publications · 1.8K citations

    2

    h-index

  4. LU
    Lyle Ungar

    University of Pennsylvania, United States

    2 publications · 1.8K citations

    2

    h-index

  5. ME
    Mehdi Elahi

    Free University of Bozen-Bolzano, Italy

    2 publications · 77 citations

    2

    h-index

1–5 of 183

Institutions

81

  1. Free University of Bozen-Bolzano

    Bolzano, Italy

    3 h-index

    4 publications

    115 citations

  2. University of Pennsylvania

    Philadelphia, United States

    3 h-index

    7 publications

    5.5K citations

  3. Chinese Academy of Sciences

    Beijing, China

    2 h-index

    9 publications

    371 citations

  4. Princeton University

    Princeton, United States

    2 h-index

    2 publications

    1.8K citations

  5. Tencent (China)

    Shenzhen, China

    2 h-index

    13 publications

    460 citations

  6. Universidade Federal de Minas Gerais

    Belo Horizonte, Brazil

    2 h-index

    6 publications

    180 citations

  7. Politecnico di Milano

    Milan, Italy

    2 h-index

    2 publications

    111 citations

  8. South China University of Technology

    Guangzhou, China

    1 h-index

    1 publications

    14 citations

1–8 of 81

Venues

  1. arXiv (Cornell University)

    Repository · 2 publications · 39 citations

    2

    h-index

  2. Expert Systems with Applications

    2 publications · 57 citations

    2

    h-index

  3. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 1 publications · 11 citations

    1

    h-index

  4. Electronic Commerce Research and Applications

    1 publications · 14 citations

    1

    h-index

  5. Applied Intelligence

    1 publications · 23 citations

    1

    h-index

1–5