# Campaign Assignment on IKEA

Source: [Campaign Assignment on IKEA](<https://www.sota2.com/research/sota/campaign-assignment-on-ikea>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-06-09T11:24:34.613Z

Evaluation of campaign assignment performance on the IKEA dataset, measured using metrics such as Lift, Gini, and Quality.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Campaign Assignment |
| Dataset (including any stated split) | IKEA |
| Metric | Lift |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [Lift](<https://www.sota2.com/research/sota/campaign-assignment-on-ikea.md?metric=Lift>): Higher is better; unit: SCALAR.

- [Gini](<https://www.sota2.com/research/sota/campaign-assignment-on-ikea.md?metric=Gini>): Higher is better; unit: SCALAR.

- [Quality](<https://www.sota2.com/research/sota/campaign-assignment-on-ikea.md?metric=Quality>): Higher is better; unit: SCALAR.

- [Runtime](<https://www.sota2.com/research/sota/campaign-assignment-on-ikea.md?metric=Runtime>): Lower is better; unit: TIME.

## Recorded results

| Method | Lift | Result date | Report paper |
| --- | --- | --- | --- |
| Constrained Spectral Biclustering | 2.32 | Not recorded | 6a279e9790966ade919bfd32 |
| Bandit UCB1 | 2.24 | Not recorded | 6a279e9790966ade919bfd32 |
| Bandit Thompson | 2.23 | Not recorded | 6a279e9790966ade919bfd32 |
| Greedy Local Search | 2.22 | Not recorded | 6a279e9790966ade919bfd32 |
| Simulated Annealing | 1.11 | Not recorded | 6a279e9790966ade919bfd32 |

### Constrained Spectral Biclustering

Lift: 2.32. Result ID: 6a27f65cfbc373592c25bc81.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e9790966ade919bfd32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a279e9790966ade919bfd32.md>)

Recorded evaluation configuration: {"Stochastic":"false","Runs":"1","Runtime (min)":"1.2"}. This record does not assert independent reproduction.

### Bandit UCB1

Lift: 2.24. Result ID: 6a27f65cfbc373592c25bc83.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e9790966ade919bfd32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a279e9790966ade919bfd32.md>)

Recorded evaluation configuration: {"Stochastic":"true","Runs":"10","Runtime (min)":"1.6 ± 0.1"}. This record does not assert independent reproduction.

### Bandit Thompson

Lift: 2.23. Result ID: 6a27f65cfbc373592c25bc82.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e9790966ade919bfd32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a279e9790966ade919bfd32.md>)

Recorded evaluation configuration: {"Stochastic":"true","Runs":"10","Runtime (min)":"4.5 ± 0.9"}. This record does not assert independent reproduction.

### Greedy Local Search

Lift: 2.22. Result ID: 6a27f65cfbc373592c25bc80.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e9790966ade919bfd32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a279e9790966ade919bfd32.md>)

Recorded evaluation configuration: {"Stochastic":"true","Runs":"10","Runtime (min)":"7.4 ± 2.3"}. This record does not assert independent reproduction.

### Simulated Annealing

Lift: 1.11. Result ID: 6a27f65cfbc373592c25bc84.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e9790966ade919bfd32.md>)

Recorded evaluation configuration: {"Stochastic":"true","Runs":"1","Runtime (h)":"6.5"}. This record does not assert independent reproduction.

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