Java 7/8 implementations of K nearest neighbour, cause everybody is showing off how small/fast it is in favourite language X. All the implementations actually do k=1, leaving out the part of selecting the top k and then combining the “votes” in some suitable way.
Here it is in the most boring language imaginable, not using any Java 7/8 features that may be applicable, at an honest 61 LOC.
Compile via
javac src/Knn.java
Run via
java -cp src Knn
Alternatively import the awesome project into your favourite IDE, provided it supports Gradle. For Eclipse, use the Spring Eclipse Integration, Intellij IDEA and Netbeans do Gradle out of the box.
All benchmarks were performed on an early MBP. I used JDK 1.7.0_60, the Rust nightly build from (10 June 2014), OCaml 4.01.0. I tried to get the F# version to compile, but failed. The Java version is executed as is with default params, and without warmup. The Rust version was compiled via rustc -O
, the OCaml version with ocamlopt str.cmxa
. Timings (only printing a single run, stddev wasn’t significant, try it yourself):
javac src/Knn.java
time java -cp src Knn
Accuracy: 94.39999999999999%
real 0m2.836s
user 0m2.923s
sys 0m0.155s
rustc -O src/knn.rs
time ./knn
Percentage correct: 94.4%
real 0m2.899s
user 0m2.851s
sys 0m0.034s
ocamlopt str.cmxa -o knn-ml src/knn.ml
time ./knn-ml
Percentage correct:94.400000
real 0m12.915s
user 0m12.795s
sys 0m0.110s
Good question.
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