May 2, 2003 Phil Bernstein 1 Lowell Gong Show Phil Bernstein
May 2, 2003Phil Bernstein2 Drivers of Research Topics 1.Exploit Improved System Technology networks (dist’d DB), WWW (data integration), disks (VLDBs), sensors (streaming queries) 2.New Ideas for Classical DB Technologies access methods, query optimiz’n, auto-admin, metadata 3.Grand Challenges Info Utility (Asilomar’98), Jim Gray’s list, CRA GC Conf no medical errors (Lomet), no auto fatalities (Lampson) 4.Combine DB & Non-DB technology natural language, rules, data mining, XML 5.Applications engineering, multimedia, bio-medical informatics
May 2, 2003Phil Bernstein3 Knowledge-Based Systems that Work ► Move from data mgmt to knowledge mgmt A useful way to soak up desktop cycles A big functionality improvement over DBMSs ► More logical inferencing Theorem proving, fuzzy inferencing, model checking Integrated with query processing and IR ► Richer knowledge representation And much larger knowledge bases ► Engineer the combination of AI + DB Robust systems with predictable capability ► Applications – scientific investigation, engineering design, medical diagnosis
May 2, 2003Phil Bernstein4 Experiment Management Systems ► Data mgmt for experimental investigation Rapid evolution of system under test, schemas, analysis scripts, workflow Comprehensive versioning (types, schemas, data) Heavy use of rich data types Heavy use of data mining Integration with portal management ► Applications Science – especially bio-medical Engineering – benchmarking, process engineering