# Spatio-temporal event modeling on NYC Complaint Data

Source: [Spatio-temporal event modeling on NYC Complaint Data](<https://www.sota2.com/research/sota/spatio-temporal-event-modeling-on-nyc-complaint-data>)

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

Data updated: 2026-02-26T06:05:53.922Z

Evaluation of models performing spatio-temporal event modeling using the NYC Complaint Data, typically assessed using metrics like TLL and Accuracy.

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 | Spatio-temporal event modeling |
| Dataset (including any stated split) | NYC Complaint Data |
| Metric | TLL |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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

- [TLL](<https://www.sota2.com/research/sota/spatio-temporal-event-modeling-on-nyc-complaint-data.md?metric=TLL>): Higher is better; unit: SCALAR.

- [Accuracy](<https://www.sota2.com/research/sota/spatio-temporal-event-modeling-on-nyc-complaint-data.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | TLL | Result date | Report paper |
| --- | --- | --- | --- |
| Score-DKMPP+ | 4.28 | Not recorded | 68fa70cb1e209131cea4d309 |
| DeepSTPP | 3.97 | Not recorded | 68fa70cb1e209131cea4d309 |
| Score-DKMPP+ | 3.74 | Not recorded | 68fa70cb1e209131cea4d309 |
| Score-DKMPP+ | 3.13 | Not recorded | 68fa70cb1e209131cea4d309 |
| NSTPP | 3.07 | Not recorded | 68fa70cb1e209131cea4d309 |
| Score-DKMPP | 3.06 | Not recorded | 68fa70cb1e209131cea4d309 |
| Score-DKMPP | 3.04 | Not recorded | 68fa70cb1e209131cea4d309 |
| Score-DKMPP | 2.96 | Not recorded | 68fa70cb1e209131cea4d309 |
| DMPP | 2.11 | Not recorded | 68fa70cb1e209131cea4d309 |
| DMPP | 2.06 | Not recorded | 68fa70cb1e209131cea4d309 |
| DMPP | 2.02 | Not recorded | 68fa70cb1e209131cea4d309 |
| HomoPoisson | 1.66 | Not recorded | 68fa70cb1e209131cea4d309 |

### Score-DKMPP+

TLL: 4.28. Result ID: 699158a93a6c314849077da1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70cb1e209131cea4d309.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70cb1e209131cea4d309.md>)

Recorded evaluation configuration: {"Kernel":"OU"}. This record does not assert independent reproduction.

### DeepSTPP

TLL: 3.97. Result ID: 699158a93a6c314849077d98.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70cb1e209131cea4d309.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76141e209131cea6b4d8.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Score-DKMPP+

TLL: 3.74. Result ID: 699158a93a6c314849077da0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70cb1e209131cea4d309.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70cb1e209131cea4d309.md>)

Recorded evaluation configuration: {"Kernel":"RQ"}. This record does not assert independent reproduction.

### Score-DKMPP+

TLL: 3.13. Result ID: 699158a93a6c314849077d9f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70cb1e209131cea4d309.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70cb1e209131cea4d309.md>)

Recorded evaluation configuration: {"Kernel":"RBF"}. This record does not assert independent reproduction.

### NSTPP

TLL: 3.07. Result ID: 699158a93a6c314849077d97.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70cb1e209131cea4d309.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69951e209131cea22d54.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Score-DKMPP

TLL: 3.06. Result ID: 699158a93a6c314849077d9e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70cb1e209131cea4d309.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70cb1e209131cea4d309.md>)

Recorded evaluation configuration: {"Kernel":"OU"}. This record does not assert independent reproduction.

### Score-DKMPP

TLL: 3.04. Result ID: 699158a93a6c314849077d9d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70cb1e209131cea4d309.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70cb1e209131cea4d309.md>)

Recorded evaluation configuration: {"Kernel":"RQ"}. This record does not assert independent reproduction.

### Score-DKMPP

TLL: 2.96. Result ID: 699158a93a6c314849077d9c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70cb1e209131cea4d309.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70cb1e209131cea4d309.md>)

Recorded evaluation configuration: {"Kernel":"RBF"}. This record does not assert independent reproduction.

### DMPP

TLL: 2.11. Result ID: 699158a93a6c314849077d9a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70cb1e209131cea4d309.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65f71e209131cea0d840.md>)

Recorded evaluation configuration: {"Kernel":"RQ"}. This record does not assert independent reproduction.

### DMPP

TLL: 2.06. Result ID: 699158a93a6c314849077d99.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70cb1e209131cea4d309.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65f71e209131cea0d840.md>)

Recorded evaluation configuration: {"Kernel":"RBF"}. This record does not assert independent reproduction.

### DMPP

TLL: 2.02. Result ID: 699158a93a6c314849077d9b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70cb1e209131cea4d309.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65f71e209131cea0d840.md>)

Recorded evaluation configuration: {"Kernel":"OU"}. This record does not assert independent reproduction.

### HomoPoisson

TLL: 1.66. Result ID: 699158a93a6c314849077d96.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70cb1e209131cea4d309.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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