---
title: "Online reviews, e-commerce and recommender data datasets"
description: "Datasets in the category “Online reviews, e-commerce and recommender data” were mentioned in 27 papers in the last 30 days (2026-09-27 to 2026-10-26), ranking #8 of the 58 data categories mentioned."
url: https://scholar4ai.com/datasets/online-reviews-e-commerce-and-recommender-data
markdown_url: https://scholar4ai.com/datasets/online-reviews-e-commerce-and-recommender-data.md
license: CC BY-NC 4.0 (https://creativecommons.org/licenses/by-nc/4.0/)
share_text: "Datasets in the category “Online reviews, e-commerce and recommender data” were mentioned in 27 papers in the last 30 days (2026-09-27 to 2026-10-26), ranking #8 of the 58 data categories mentioned."
data_url: https://scholar4ai.com/data/rankings.json
updated: 2026-10-26T14:52:47+09:00
window: 2026-09-27 to 2026-10-26
source: OpenAlex (CC0)
---

# Online reviews, e-commerce and recommender data

Product and service reviews, ratings, purchases and user-item interactions.

- 0 papers in the last 7 days
- 7 of its 8 datasets mentioned

Back to the ranking: https://scholar4ai.com/rankings/datasets.md

## Key findings

- Datasets in the category “Online reviews, e-commerce and recommender data” were mentioned in 27 papers in the last 30 days (2026-09-27 to 2026-10-26), ranking #8 of the 58 data categories mentioned.
- The most-mentioned were Amazon reviews (8), Airbnb (5), Taobao / Tmall / JD.com (5), Location and social recommendation data (Gowalla, Foursquare, Yelp, Epinions) (3) and MovieLens (3).
- By journal category: AI (17), Management (8) and Economics (2).
- Most of them appeared in Knowledge-Based Systems (5), Expert Systems with Applications (4) and Information Processing & Management (2).

## Datasets

*Datasets in this category · 2026-09-27 – 2026-10-26 (30 days)*

| Dataset | Papers | Last 7 days | Names searched for |
|---|---:|---:|---|
| Amazon reviews | 8 | 0 | Amazon review, Amazon product review, Amazon dataset |
| Airbnb | 5 | 0 | Airbnb |
| Taobao / Tmall / JD.com | 5 | 0 | Taobao, Tmall, JD.com |
| Location and social recommendation data (Gowalla, Foursquare, Yelp, Epinions) | 3 | 0 | Gowalla, Foursquare, Epinions, Douban, Last.fm |
| MovieLens | 3 | 0 | MovieLens |
| TripAdvisor | 3 | 0 | TripAdvisor |
| Yelp | 3 | 0 | Yelp |
| Netflix Prize | 0 | 0 | Netflix Prize |

## Papers

*Papers mentioning these datasets, newest first.*

| Date | Title | Journal | Authors | Affiliations | Datasets mentioned |
|---|---|---|---|---|---|
| 2026-10-19 | [DReX: An explainable deep learning-based multimodal recommendation framework](https://doi.org/10.1016/j.knosys.2026.117184) | [Knowledge-Based Systems](https://scholar4ai.com/journals/knowledge-based-systems.md) | Adamya Shyam, Venkateswara Rao Kagita, Bharti Rana et al. | University of Delhi; National Institute of Technology Warangal | Amazon reviews |
| 2026-10-17 | [IFCRec: interest-feature dual calibration for graph recommendation](https://doi.org/10.1007/s10489-026-07531-4) | [Applied Intelligence](https://scholar4ai.com/journals/applied-intelligence.md) | Zhenzhen Huang, Weiran Li, Shuo Xiao et al. | China University of Mining and Technology | MovieLens, Location and social recommendation data (Gowalla, Foursquare, Yelp, Epinions) |
| 2026-10-17 | [Language modeling on tabular data: a survey of foundations, techniques and evolution](https://doi.org/10.1007/s10462-026-11726-z) | [Artificial Intelligence Review](https://scholar4ai.com/journals/artificial-intelligence-review.md) | Yucheng Ruan, Xiang Lan, Jingying Ma et al. | National University of Singapore; Institute of Data Science | MovieLens |
| 2026-10-15 | [Periodic dynamic adaptive fine-tuning for adversarially robust recommender systems](https://doi.org/10.1016/j.eswa.2026.134719) | [Expert Systems with Applications](https://scholar4ai.com/journals/expert-systems-with-applications.md) | Cong Q, Wenbin Chen, Hai Chen et al. | Tsinghua University; Anhui University of Science and Technology; Anhui Science and Technology University; … | Yelp |
| 2026-10-13 | [Toward an agenda for Gen Z in Indian start-ups: a systematic literature mapping and conceptual framework](https://doi.org/10.1186/s43093-026-01022-1) | [Future Business Journal](https://scholar4ai.com/journals/future-business-journal.md) | Soumya Mukherjee, Chandrika Bhattacharyya, Mrinal Kanti Das | Swami Vivekananda University; Kanchrapara College | Airbnb |
| 2026-10-13 | [A hybrid framework of LLM-based interaction generation and adaptive sampler for recommendation enhancement](https://doi.org/10.1016/j.ipm.2026.105206) | [Information Processing & Management](https://scholar4ai.com/journals/information-processing-management.md) | Yijia Zhang, Wanyu Chen, Xiaosong Yuan et al. | National University of Defense Technology; Jilin University | MovieLens |
| 2026-10-11 | [LiteSent: a lightweight adaptive multi-scale framework for social media and review-based sentiment classification](https://doi.org/10.1016/j.knosys.2026.117207) | [Knowledge-Based Systems](https://scholar4ai.com/journals/knowledge-based-systems.md) | Dharmendra Dangi, Dheeraj Kumar Dixit, Amit Bhagat | Indian Institute of Information Technology Bhopal; Madhav Institute of Technology & Science; Maulana Azad National Institute of Technology | Amazon reviews |
| 2026-10-10 | [Can AI Solve Eco-Economic Challenges? Simulating the Impact of AI Systems on Seasonality Using Agent-Based Modelling](https://doi.org/10.1007/s10796-026-10818-z) | [Information Systems Frontiers](https://scholar4ai.com/journals/information-systems-frontiers.md) | Sara Dalir | University of Hull | TripAdvisor, Airbnb |
| 2026-10-08 | [HAPO: Hierarchical affinity aware propagation for unsupervised graph anomaly detection](https://doi.org/10.1016/j.patcog.2026.115062) | [Pattern Recognition](https://scholar4ai.com/journals/pattern-recognition.md) | Huahua Ding, Chaofan Dai, Haohao Zhou et al. | National University of Defense Technology | Amazon reviews |
| 2026-10-07 | [Discovering session-level demand patterns for reinforcement learning-based dynamic inventory allocation in live-streaming e-commerce](https://doi.org/10.1007/s10115-026-02895-y) | [Knowledge and Information Systems](https://scholar4ai.com/journals/knowledge-and-information-systems.md) | Thi-Linh Ho, Hiep Pham, Hoang Quan Dinh et al. | Ton Duc Thang University; RMIT Vietnam; University of Dubai; … | Taobao / Tmall / JD.com |
| 2026-10-07 | [Information-aware multi-behavior processing for purchase decision prediction via cascaded graph and hypergraph learning](https://doi.org/10.1016/j.ipm.2026.105221) | [Information Processing & Management](https://scholar4ai.com/journals/information-processing-management.md) | Quan Yang, Bin Yu | Hunan Normal University | Taobao / Tmall / JD.com |
| 2026-10-05 | [Emotional interaction and conversion value in live streaming E-commerce](https://doi.org/10.1016/j.jretconser.2026.105141) | [Journal of Retailing and Consumer Services](https://scholar4ai.com/journals/journal-of-retailing-and-consumer-services.md) | Miao Feng, Yang Li, Yu Yang et al. | Shandong Management University; Shandong Normal University; Taiyuan University of Technology | Taobao / Tmall / JD.com |
| 2026-10-04 | [The role of deontological morality in shaping demand within the sharing economy](https://doi.org/10.1016/j.jretconser.2026.105129) | [Journal of Retailing and Consumer Services](https://scholar4ai.com/journals/journal-of-retailing-and-consumer-services.md) | Min-Gyeong Kim, Francis Joseph Costello, Seunghee Yoo et al. | Dong-A University; NOVA School of Business and Economics; Universidade Nova de Lisboa; … | Airbnb |
| 2026-10-01 | [Relation-aware preference modeling with multimodal fusion for click-through rate prediction](https://doi.org/10.1016/j.eswa.2026.134791) | [Expert Systems with Applications](https://scholar4ai.com/journals/expert-systems-with-applications.md) | Aniqa Nawaz, Jianfeng Lu | Nanjing University of Science and Technology | Amazon reviews |
| 2026-10-01 | [RALLM-STAR: Spatial-Temporal Aligned Retrieval-Augmented LLM for zero-shot next POI recommendation](https://doi.org/10.1016/j.knosys.2026.117234) | [Knowledge-Based Systems](https://scholar4ai.com/journals/knowledge-based-systems.md) | Kunrong Li, Kwan Hui Lim | Singapore University of Technology and Design; Singapore University of Social Sciences | Location and social recommendation data (Gowalla, Foursquare, Yelp, Epinions) |
| 2026-10-01 | [MELRec: a modular End-to-End framework for large language model based sequential recommendation](https://doi.org/10.1007/s00521-026-12532-y) | [Neural Computing and Applications](https://scholar4ai.com/journals/neural-computing-and-applications.md) | Yuqiang Li, Rui Zhu, Lin Li | Wuhan University of Technology | Amazon reviews |
| 2026-10-01 | [RPGCN: A relation-preserving graph convolutional network for enhanced node feature prediction in recommender systems](https://doi.org/10.1007/s00521-026-12480-7) | [Neural Computing and Applications](https://scholar4ai.com/journals/neural-computing-and-applications.md) | Sang-Woong Lee, Saqib Ali, Amir Masoud Rahmani et al. | Gachon University; Sultan Qaboos University; National Yunlin University of Science and Technology; … | Location and social recommendation data (Gowalla, Foursquare, Yelp, Epinions) |
| 2026-10-01 | [Value creation in digital platform: A critical review](https://doi.org/10.1016/j.jengtecman.2026.102020) | [Journal of Engineering and Technology Management](https://scholar4ai.com/journals/journal-of-engineering-and-technology-management.md) | Sam Boran Li, Hanh H. Pham, Omar Al‐Tabbaa | University of Leeds; Liverpool Hope University | Airbnb |
| 2026-10-01 | [Applying transformer with ensemble matrix and factorization for multi-modal recommender systems](https://doi.org/10.1016/j.knosys.2026.117162) | [Knowledge-Based Systems](https://scholar4ai.com/journals/knowledge-based-systems.md) | Albert Christian, R.J. Kuo | National Taiwan University of Science and Technology | Amazon reviews |
| 2026-10-01 | [A comprehensive survey on multimodal sentiment analysis: Approaches, challenges and open issues](https://doi.org/10.1016/j.ijinfomgt.2026.103138) | [International Journal of Information Management](https://scholar4ai.com/journals/international-journal-of-information-management.md) | Fatemeh Hemmatian, Arash Sabbaghi, Mohammad Karim Sohrabi | Islamic Azad University Semnan | Amazon reviews |
| 2026-10-01 | [Tourism in Balance and public investments in Italian regions](https://doi.org/10.1007/s00168-026-01568-6) | [The Annals of Regional Science](https://scholar4ai.com/journals/the-annals-of-regional-science.md) | Martina Aronica, Maria Francesca Cracolici, Davide Piacentino et al. | University of Palermo | TripAdvisor |
| 2026-10-01 | [Research on multi-behavior recommendation model via relational graph attention networks based on knowledge graph](https://doi.org/10.1016/j.eswa.2026.134607) | [Expert Systems with Applications](https://scholar4ai.com/journals/expert-systems-with-applications.md) | Erping Zhao, Jiayao Zhang | Xizang Minzu University | Yelp, Taobao / Tmall / JD.com |
| 2026-10-01 | [Between the lines or behind the lens? Examining the content and helpfulness of airline reviews](https://doi.org/10.1016/j.im.2026.104440) | [Information & Management](https://scholar4ai.com/journals/information-management.md) | Masoud Shayganmehr, Indranil Bose | Lyon 1 Université; Clinique Claude-Bernard; NEOMA Business School | TripAdvisor |
| 2026-10-01 | [Computing and Learning Stationary Mean Field Equilibria with Low-Dimensional Interactions: Algorithms and Applications](https://doi.org/10.1016/j.jedc.2026.105441) | [Journal of Economic Dynamics and Control](https://scholar4ai.com/journals/journal-of-economic-dynamics-and-control.md) | Bar Light | National University of Singapore; Institute of Operations Research and Analytics | Airbnb |
| 2026-09-28 | [Social value in online reviews: the role of sentiment and social language in consumer engagement](https://doi.org/10.1057/s41270-026-00543-6) | [Journal of Marketing Analytics](https://scholar4ai.com/journals/journal-of-marketing-analytics.md) | Prashanth Ravula, Shimi Naurin Ahmad | Morgan State University | Yelp |
| 2026-09-28 | [ST-AHM: a soft-threshold sparse-attention hypergraph model with contrastive learning for session-based recommendation](https://doi.org/10.1016/j.eswa.2026.134574) | [Expert Systems with Applications](https://scholar4ai.com/journals/expert-systems-with-applications.md) | Rongyuan Chen, Jiebin Wen, Yeyu He et al. | Hunan University of Technology and Business; Hunan University; Department of Science and Technology of Hunan Province; … | Taobao / Tmall / JD.com |
| 2026-09-28 | [Sensory-aware sequential recommendation via review-distilled representations](https://doi.org/10.1016/j.knosys.2026.117071) | [Knowledge-Based Systems](https://scholar4ai.com/journals/knowledge-based-systems.md) | Yeo Chan Yoon, Chanjun Park, KyuHan Koh | Jeju National University; Soongsil University; California State University, Stanislaus | Amazon reviews |

## Cite this page

Scholar4AI. (2026). Online reviews, e-commerce and recommender data. Journal Research Rankings. Retrieved October 26, 2026, from https://scholar4ai.com/datasets/online-reviews-e-commerce-and-recommender-data

```bibtex
@misc{scholar4ai-datasets-online-reviews-e-commerce-and-recommender-data,
  author = {{Scholar4AI}},
  title = {Online reviews, e-commerce and recommender data},
  year = {2026},
  howpublished = {\url{https://scholar4ai.com/datasets/online-reviews-e-commerce-and-recommender-data}},
  urldate = {2026-10-26},
  note = {Journal Research Rankings; data from OpenAlex (CC0); licensed CC BY-NC 4.0}
}
```

License: CC BY-NC 4.0 (https://creativecommons.org/licenses/by-nc/4.0/).