summaryrefslogtreecommitdiff
path: root/lib/classification.rb
diff options
context:
space:
mode:
Diffstat (limited to 'lib/classification.rb')
-rw-r--r--lib/classification.rb4
1 files changed, 3 insertions, 1 deletions
diff --git a/lib/classification.rb b/lib/classification.rb
index ab1efd8..0a32126 100644
--- a/lib/classification.rb
+++ b/lib/classification.rb
@@ -8,8 +8,10 @@ module OpenTox
return {:value => nil,:confidence => nil,:warning => "Cound not find similar compounds."} if neighbors.empty?
weighted_sum = {}
sim_sum = 0.0
+ confidence = 0.0
neighbors.each do |row|
n,sim,acts = row
+ confidence = sim if sim > confidence # distance to nearest neighbor
acts.each do |act|
weighted_sum[act] ||= 0
weighted_sum[act] += sim
@@ -22,7 +24,7 @@ module OpenTox
sim_sum = weighted_sum[weighted_sum.keys[0]]
sim_sum -= weighted_sum[weighted_sum.keys[1]]
sim_sum > 0 ? prediction = weighted_sum.keys[0] : prediction = weighted_sum.keys[1]
- confidence = (sim_sum/neighbors.size).abs
+ #confidence = (sim_sum/neighbors.size).abs
return {:value => prediction,:confidence => confidence}
else
bad_request_error "Cannot predict more than 2 classes, multinomial classifications is not yet implemented. Received classes were: '#{weighted.sum.keys}'"