In 2007, Surajit Chaudhuri and Vivek Narasayya received the 10 year best paper award at the VLDB'07 conference for their paper on AutoAdmin, a tool for helping with difficult tasks such as automatic index tuning in databases.. They have written a survey of work that has been done over the last decade on self-tuning databases, with special attention for physical design. Very interesting paper if you want to know what has been done on self-tuning databases so far.
Self-Tuning Database Systems: A Decade of Progress
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