User:Starrynte/DCLSHResearch
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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.
Contents
Versions
- 0000: BUG! Resets stats every round Distance and Lateral Velocity, no weighting, 32 LSH bins, euclidean distance
- 0001: BUG! Resets stats every round Realized I could use arrays instead of a Hashtable, saved codesize. Also a few bugfixes
- 0002: BUG! Resets stats every round 0001 with bugfixes
- 0003: BUG! Resets stats every round 0002 with a gunheat segment
- 0004: BUG! Resets stats every round 0002 with segments: round number, lateral velocity, distance from center, distance from me; experimenting with weightings still (codesize 660 without shrinking yet)
- 0005: BUG! Resets stats every round Shrink of 0004, removing distance-from-me segment (codesize 615)
- 0006: Resetting stats bug fixed. Segments lateral velocity, distance from center, distance from me; distance is then weighted by recentness (codesize 625)
- 0007: Shrink of 0006, STILL playing with weightings (amazing how a difference of 0.3 can cause as much as 1 extra point in challenge) (codesize 607)
- 0008: BUG! ArrayIndexOutOfBounds: negative Added lateral acceleration segment. All segments unweighted (codesize 650)
- 0009: Wasn't sure why the bug was there, quickly hacked a fix (will look more into it when I have time) (codesize 650)
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 | buggy |
0003 | 57.34 | 64.69 | 60.48 | 58.62 | 65.41 | 61.31 | 73.49 | 69.88 | 59.93 | 68.06 | 64.79 | 67.23 | 64.27 | 50.0 seasons | buggy |
0004 | 60.94 | 68.58 | 62.27 | 67.62 | 69.27 | 65.73 | 79.81 | 73.62 | 68.46 | 72.92 | 71.15 | 73.19 | 69.46 | 50.0 seasons | buggy |
0006 | 64.28 | 72.04 | 66.45 | 68.62 | 70.71 | 68.42 | 78.09 | 74.07 | 68.46 | 72.83 | 72.68 | 73.23 | 70.82 | 50.0 seasons | |
0007 | 64.79 | 70.67 | 65.55 | 69.97 | 70.09 | 68.21 | 79.02 | 74.81 | 67.60 | 72.67 | 71.84 | 73.19 | 70.70 | 50.0 seasons | |
0009 | 66.23 | 72.87 | 63.75 | 70.05 | 72.57 | 69.09 | 79.38 | 73.51 | 72.00 | 74.34 | 71.69 | 74.19 | 71.64 | 10.0 seasons | more to be run |
Targeting Challenge RM
Version | Aspd | Sprw | Fhqw | Yngw | FlMn | EASY | Tron | HTTC | RnMB | DlMc | Grbb | MEDIUM | SnDT | Cgrt | Frtn | WkOb | RkMc | HARD | TOTAL | Seasons | Comments |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0002 | 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 | buggy |
0003 | 75.67 | 80.30 | 74.07 | 89.54 | 76.36 | 79.19 | 75.77 | 73.83 | 72.95 | 73.49 | 59.93 | 71.19 | 56.61 | 57.23 | 69.88 | 64.79 | 68.06 | 63.31 | 71.23 | 50.0 seasons | buggy |
0004 | 75.98 | 82.85 | 84.83 | 92.72 | 82.58 | 83.79 | 77.74 | 77.94 | 76.64 | 79.81 | 68.46 | 76.12 | 63.52 | 64.25 | 73.62 | 71.15 | 72.92 | 69.09 | 76.33 | 50.0 seasons | buggy |
0006 | 77.27 | 84.23 | 85.05 | 92.90 | 80.99 | 84.09 | 75.92 | 75.06 | 79.09 | 78.09 | 68.46 | 75.33 | 62.09 | 63.06 | 74.07 | 72.68 | 72.83 | 68.95 | 76.12 | 50.0 seasons | |
0007 | 77.11 | 83.77 | 84.05 | 91.71 | 81.79 | 83.69 | 77.11 | 74.09 | 79.41 | 79.02 | 67.60 | 75.45 | 61.63 | 63.34 | 74.81 | 71.84 | 72.67 | 68.86 | 76.00 | 50.0 seasons |