mlsanityData to 7 Oct 2026

Using Temporal Data for Making Recommendations

arXiv 1301.2320 ↗First posted 10 Jan 2013cs.IR cs.AI cs.LGcited by 20

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Abstract (arXiv)

We treat collaborative filtering as a univariate time series estimation problem: given a user's previous votes, predict the next vote. We describe two families of methods for transforming data to encode time order in ways amenable to off-the-shelf classification and density estimation tools, and examine the results of using these approaches on several real-world data sets. The improvements in predictive accuracy we realize recommend the use of other predictive algorithms that exploit the temporal order of data.

Key facts. Cited by 20 papers in the map (data through 7 Oct 2026). First posted on arXiv 10 Jan 2013.

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2021: 4; 2022: 6; 2023: 4; 2024: 3; 2025: 1; 2026: 2.

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  1. 2023DiffuRec: A Diffusion Model for Sequential Recommendationcited by 91
  2. 2022Decoupled Side Information Fusion for Sequential Recommendationcited by 30
  3. 2021A Case Study on Sampling Strategies for Evaluating Neural Sequential Item Recommendation Modelscited by 24
  4. 2022Effective and Efficient Training for Sequential Recommendation using Recency Samplingcited by 13
  5. 2021Improving Sequential Recommendation Consistency with Self-Supervised Imitationcited by 7
  6. 2024player2vec: A Language Modeling Approach to Understand Player Behavior in Gamescited by 4
  7. 2021Breaking the Softmax Bottleneck for Sequential Recommender Systems with Dropout and Decouplingcited by 3
  8. 2023Self Contrastive Learning for Session-based Recommendationcited by 3
  9. 2022G3SR: Global Graph Guided Session-based Recommendationcited by 2
  10. 2022Heterogeneous Information Crossing on Graphs for Session-based Recommender Systemscited by 2
  11. 2022Graph Spring Network and Informative Anchor Selection for Session-based Recommendationcited by 1
  12. 2024BiVRec: Bidirectional View-based Multimodal Sequential Recommendationcited by 1
8 more
  1. 2024Understanding Players as if They Are Talking to the Game in a Customized Language: A Pilot Studycited by 1
  2. 2021Sequential Recommendation in Online Games with Multiple Sequences, Tasks and User Levelscited by 0
  3. 2022Hierarchical Multi-Interest Co-Network For Coarse-Grained Rankingcited by 0
  4. 2023COUPA: An Industrial Recommender System for Online to Offline Service Platformscited by 0
  5. 2023Contrastive Multi-Level Graph Neural Networks for Session-based Recommendationcited by 0
  6. 2025BiCoRec: Bias-Mitigated Context-Aware Sequential Recommendation Modelcited by 0
  7. 2026Do Recommendation Algorithms Work When Users Are LLM Agents? A Case Study on Moltbookcited by 0
  8. 2026Residual Dominance as a Structural Account of Last-Item Reliance in Causal Self-Attention Recommenderscited by 0