SFB 876 Final Report as Books Jens Bu

SFB 876 - Final Report as Books Jens Buß | jens. buss@tu-dortmund. de | https: //sfb 876. tu-dortmund. de | sfb 876

Final Report At the end of a Collaborative Research Center, a final report must be prepared. Target audience: Reviewers and DFG's statutory bodies and Head Office. Format: written review Components: Program-specific part Scientific part Deadline: < 3 months after end of SFB => before End of March 2023 Jens Buß | jens. buss@tu-dortmund. de | https: //sfb 876. tu-dortmund. de | sfb 876 2

Program-specific Part (less than 20 pages) Goal: Presentation of the implementation of the structural objectives of the program (SFB) Overview over: All subprojects Financial provision Jens Buß | jens. buss@tu-dortmund. de | https: //sfb 876. tu-dortmund. de | Topics: Structural impact of the SFB in Dortmund/NRW International visibility Junior researchers Gender equality Research infrastructure Research data Knowledge transfer and public relations Internal cooperation and organization sfb 876 3

Scientific Part (about 120 pages) Duration Entire period (in particular the last funding period) Goal: Presentation of scientific results within the scientific community Topics: Scientific development Main findings Classification in State of the Art Self-reflection of the objective Appropriate technical forms: Final colloquium Closing book Special issue in journal Electronic publication Jens Buß | jens. buss@tu-dortmund. de | https: //sfb 876. tu-dortmund. de | sfb 876 4

Scientific Part (about 120 pages) Duration Entire period (in particular the last funding period) Goal: Presentation of scientific results within the scientific community Topics: Scientific development Main findings Classification in State of the Art Self-reflection of the objective Appropriate technical forms: Final colloquium Closing book Special issue in journal Electronic publication Avoid redundancy Jens Buß | jens. buss@tu-dortmund. de | https: //sfb 876. tu-dortmund. de | sfb 876 5

Final Report as Books 1. Book: Fundamentals ML and ES Target audience: Computer Scientists 2. Book: ML and Physics Target audience: Physicists 3. Book: ML & ES Applications Target audience: Engineers Jens Buß | jens. buss@tu-dortmund. de | https: //sfb 876. tu-dortmund. de | sfb 876 6

Book 2: ML and Physics Target audience: Physicists Goal: Provide a book on the use of machine learning for knowledge discovery in physics Focus: Close collaboration of ML developers and domain experts Joined interest in development of methods Application and validation of methods in the real world context … Jens Buß | jens. buss@tu-dortmund. de | https: //sfb 876. tu-dortmund. de | sfb 876 7

Jens Buß | jens. buss@tu-dortmund. de | https: //sfb 876. tu-dortmund. de | sfb 876 8

Current Collection of Topics 1. 2. 3. 4. 5. 6. 7. Overview of fundamentals – cross-ref. Book 1 (? ) Physical questions Monte Carlo Simulations Fast trigger decisions Data storage and access Monitoring and raw data based analyses Signal Background Separation a) Data stream analyses b) Feature extraction, selection (Ada. Boost…) c) End-to-end analysis with Deep Learning d) “classic” Machine Learning RF, Rapid. Miner 8. Inverse Problems (z. B. D-SEA) 9. Research-data management und tools Jens Buß | jens. buss@tu-dortmund. de | https: //sfb 876. tu-dortmund. de | sfb 876 9

Additional Topics Regression: Energy/direction/uncertainties/. . . [in delimitation to selection] Application in analyses: Systematic uncertainties and their effects (robustness of the methods) Data/MC checks and comparisons Potential Guest Contributions Johannes Albrecht, Kevin Kröninger Karl Kosack (or someone from the CTA-pipe environment), Jens Buß | jens. buss@tu-dortmund. de | https: //sfb 876. tu-dortmund. de | sfb 876 10