# Grant Objectives 2024
## WP 1:
Admin:

1. Two interns summer 2024 from grant + GSoC maybe
2. six month post doc from Oct 2024
3. Apply for tutorial at ECML 3/2.
4. Consider applying for full membership for numFOCUS
5. Propose third year module on TSML
6. Integrate aeon into forecasting teaching at soton
7. apply for new grant for HC3
8. code sprint/hacakthon summer 2024
9. Tony to oz Dec 2024
10. Matt to California?
11. Conference/Journal targets

Maintenance:

1. isolate/remove datatypes
2. tidy up transformers, isolate/remove VectorisedDF infrastructure, series transformer wrapper
3. tidy up/improve early classification module
4. Remove delegates
5. Remove operator overloading
6. Review compose modules

## WP 2:
annotation:
1. tidy, leave HMM in there but sort structure
anomaly detection:
1. Implement Matrix Profile based anomaly detection
benchmarking:
1. Full reproducibility of all bake offs
2. Sort out segmentation evaluation
3. Similarity search benchmarking
classification:
1. Improve efficiency of HC2
2. Experiment with HC3
3. Introduce new channel selection transformers
clustering:
1. Do bake off
2. Introduce clustering ensembles
3. Add alternative clustering algorithms, density peaks
forecasting:
1. Implement at least one new tree based forecaster
2. Tidy up forecasting module, decide on future
regression:
1. Experiment with HC version
2. Try regression forecasting
segmentation:
1. Implement Keogh segmentation plus other algorithms
2. Do a bake off
similarity search:
1. Conform to series model
transformers:
1. include pytorch, sort out rocket
2. port in Hydra and MR-Hydra
3. port in QUANT
visualisation
1. More XAI

## WP 3:

EEG: Do full bake off, work up aeon-neuro, find intern, improve
Vitals: do something!