Raising the Level of Abstraction for Time-State Analytics With the Timeline Framework
Summary: Proposes a Timeline abstraction to express context-sensitive, stateful time-state analytics (e.g., total buffering time) as a first-class primitive, reducing development complexity. Demonstrates improved cost-performance and feasibility in a production-scale video analytics deployment. (summarized by gpt-5-mini on Feb 09 2026)
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Authors
- 1. Henry Milner
- 2. Yihua Cheng
- 3. Jibin Zhan
- 4. Hui Zhang
- 5. Vyas Sekar
- 6. Junchen Jiang
- 7. Ion Stoica
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Outgoing Citations (Sorted by Pagerank)
Showing 9 of 9 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 66 | Spark SQL: Relational Data Processing in Spark | 2015 | SIGMOD | 0.00061707583 |
| 211 | Gorilla: A Fast, Scalable, In-Memory Time Series Database | 2015 | VLDB | 0.0003401421 |
| 536 | The Dataflow Model: A Practical Approach to Balancing Correctness, Latency, and Cost in Massive-Scale, Unbounded, Out-of-Order Data Processing | 2015 | VLDB | 0.00020651621 |
| 945 | Cayuga: A General Purpose Event Monitoring System | 2007 | CIDR | 0.0001512921 |
| 1,799 | Towards a Streaming SQL Standard | 2008 | VLDB | 0.0001049736 |
| 2,341 | SASE: Complex Event Processing over Streams | 2007 | CIDR | 9.0009661e-05 |
| 3,253 | The Case for a Signal-Oriented Data Stream Management System | 2007 | CIDR | 7.3175849e-05 |
| 7,371 | Hazelcast Jet: Low-latency Stream Processing at the 99.99th Percentile | 2021 | VLDB | 4.744863e-05 |
| 8,925 | Enabling Signal Processing over Data Streams | 2017 | SIGMOD | 4.4229886e-05 |
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