[OTDev] OpenTox Month 18 deliverables
Barry Hardy barry.hardy at douglasconnect.comTue Dec 22 13:35:48 CET 2009
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Dear All: For our present discussion and iteration 3/4 planning, I thought it would be useful to remind ourselves of our collective deliverables for Month 18 (end of February): 2.2 Prototype framework ALU-FR P PU Month 18 1. Implementation of a prototype framework with APIs for work packages 3 (databases), 4 (algorithms) and 5 (validation) (Deliverable 2) 2. Implementation of a prototype GUI for toxicological risk assessors (Deliverable 2) 3. Implementation of a prototype GUI for model developers (Deliverable 2) 3.2 Prototype database IDEA P PU Month 18 1. Definition of requirements for data inclusion (Deliverable 2) 2. Identification of suitable data sources (Deliverable 2) 3. Implementation of a prototype database according to the requirements from WP1 (Deliverable 2) 4. Import of initial data into the prototype database (Deliverable 2) (Note: I note that in the WP3 description this deliverable is mistakenly indicated as 12 Months unlike in the Deliverables Table) 4.2 Prototype algorithms NTUA P PU Month 18 1. Integration and implementation of algorithms for the generation of structural features (e.g. paths, trees, subgraphs, multiple neighborhood of atoms, pharmacophore descriptors) 2. Integration and implementation of algorithms for the calculation of chemical properties (e.g. logP, surface parameters, reactivity indices) 3. Implementation of algorithms for the retrieval of bioassay data from sources like PubChem 4. Integration and implementation of algorithms for feature selection (e.g. statistical filters, closed sets, principal component analysis) 5. Integration and implementation of algorithms for classification and regression (e.g. k-nearest neighbors, linear regression, neural nets, support vector machines, decision and regression trees) 6. Integration and implementation of algorithms for the aggregation of predictions (rule based and data driven) 7. Integration and implementation of supporting algorithms (e.g. applicability domain estimation, various measures of chemical similarity, structure and property based searches) 8. Implementation and a plugin system for external (commercial) programs (Note: We did not specify which algorithms would be implemented for the 18 Month Prototype 5.1 Prototype validation routines ALU-FR P PU Month 18 1. Implementation of validation methods based on artificial test sets (e.g. cross-validation, leave-one-out, simple training/test set splits) (Deliverable 1) Barry
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