User:Starrynte/DCLSHResearch

From Robowiki
< User:Starrynte
Revision as of 05:01, 24 September 2009 by Starrynte (talk | contribs) (0003)
Jump to navigation Jump to search

Experimenting with a new way of doing Dynamic Clustering: Locality Sensitive Hashing. Basically, the idea with LSH is that you reduce the data point down to 1 or 2 dimensions (for now, we'll say 1). Then, you place the reduced data point into bins. The idea is that data points that are close together will fall into the same bin. Then, when you search, you just get the bin of the query and search through that.

This will be the basis of the gun for Cannon, so it will have to fit in a micro.

Versions

  • 0000: Distance and Lateral Velocity, no weighting, 32 LSH bins, euclidean distance
  • 0001: Realized I could use arrays instead of a Hashtable, saved codesize. Also a few bugfixes
  • 0002: 0001 with bugfixes
  • 0003: 0002 with a gunheat segment

Challenges

Targeting Challenge 2K7 (Fast Learning)

Version CC RMX SHA WS WOE Surf DM FT GG RMC WLO No Surf Total Seasons Comments
0002 57.93 63.25 59.36 56.67 63.37 60.12 75.48 71.52 60.87 68.59 67.59 68.81 64.46 30.0 seasons
0003 58.44 63.45 59.62 58.13 64.27 60.78 73.93 71.21 60.52 68.63 65.44 67.95 64.36 19.0 seasons more to be run

Targeting Challenge RM

Name Author Aspd Sprw Fhqw Yngw FlMn EASY Tron HTTC RnMB DlMc Grbb MEDIUM SnDT Cgrt Frtn WkOb RkMc HARD TOTAL Seasons Comments
0002 Starrynte 75.61 82.73 76.67 88.58 76.78 80.08 76.80 74.37 71.28 75.45 61.37 71.85 57.67 56.86 70.94 67.49 69.50 64.49 72.14 50.0 seasons