MapRat: Meaningful Explanation, Interactive Exploration and Geo-Visualization of Collaborative Ratings
Summary: MapRat exposes demography-driven aggregates to explain collaborative ratings, beyond global averages. It blends interactive exploration with explainable analytics and geo-visualization to reveal cohort-specific rating patterns for items (e.g., movies). (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Saravanan Thirumuruganathan
- 2. Mahashweta Das
- 3. Shrikant Desai
- 4. Sihem Amer-Yahia
- 5. Gautam Das
- 6. Cong Yu
Incoming Citations (Sorted by Pagerank)
Showing 6 of 6 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,105 | Data X-Ray: A Diagnostic Tool for Data Errors | 2015 | SIGMOD | 7.5568954e-05 |
| 4,361 | The Complexity of Resilience and Responsibility for Self-Join-Free Conjunctive Queries | 2016 | VLDB | 6.2559141e-05 |
| 5,445 | QFix: Diagnosing Errors through Query Histories | 2017 | SIGMOD | 5.5020909e-05 |
| 6,475 | Explain3D: Explaining Disagreements in Disjoint Datasets | 2019 | VLDB | 5.0497183e-05 |
| 8,388 | FEDEX: An Explainability Framework for Data Exploration Steps | 2022 | VLDB | 4.5297787e-05 |
| 12,064 | Mobility and Social Networking: A Data Management Perspective | 2013 | VLDB | 4.1945683e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 1 of 1 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 2,852 | MRI: Meaningful Interpretations of Collaborative Ratings | 2011 | VLDB | 8.0151391e-05 |
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| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 4,479 | Optimal Crowd-Powered Rating and Filtering Algorithms | 2014 | VLDB | 6.149053e-05 |
| 4,614 | Interactive Summarization and Exploration of Top Aggregate Query Answers | 2018 | VLDB | 6.0467204e-05 |
| 7,314 | Efficient Evaluation of Object-Centric Exploration Queries for Visualization | 2015 | VLDB | 4.7648346e-05 |
| 11,707 | A Rating-Ranking Method for Crowdsourced Top-k Computation | 2018 | SIGMOD | 4.1945683e-05 |
| 7,565 | ExRank: An Exploratory Ranking Interface | 2016 | VLDB | 4.7091711e-05 |
| 12,084 | Fast Cartography for Data Explorers | 2013 | VLDB | 4.1945683e-05 |
| 11,649 | Interactive Visualization for Big Spatial Data | 2019 | SIGMOD | 4.1945683e-05 |
| 8,923 | Towards Personalized Maps: Mining User Preferences from Geo-textual Data | 2016 | VLDB | 4.427232e-05 |
| 11,474 | Exploring Ratings in Subjective Databases | 2021 | SIGMOD | 4.1945683e-05 |
| 2,852 | MRI: Meaningful Interpretations of Collaborative Ratings | 2011 | VLDB | 8.0151391e-05 |