Tensor Completion on Increasing order nonnegative tensors synthetic n = 10,000 samples
0.001NMSEBCG with Weak Oracle
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| BCG with Weak OracleTensor Size=10^42021.11 | 0.001 | 25.2 | |
| BCG with Weak OracleTensor Size=10^52021.11 | 0.002 | 40.7 | |
| Alternating Least SquaresTensor Size=10^42021.11 | 0.007 | 0.925 | |
| BCG with Weak OracleTensor Size=10^62021.11 | 0.008 | 59.5 | |
| BCG with Weak OracleTensor Size=10^72021.11 | 0.034 | 530 | |
| Alternating Least SquaresTensor Size=10^52021.11 | 0.074 | 1.13 | |
| Simple Low Rank TC (SiLRTC)Tensor Size=10^42021.11 | 0.149 | 0.017 | |
| BCG with Weak OracleTensor Size=10^82021.11 | 0.156 | 872 | |
| Trace Norm & ADMM (TNCP)Tensor Size=10^42021.11 | 0.236 | 0.004 | |
| Alternating Least SquaresTensor Size=10^62021.11 | 0.412 | 1.79 | |
| Trace Norm & ADMM (TNCP)Tensor Size=10^52021.11 | 0.728 | 0.014 | |
| Simple Low Rank TC (SiLRTC)Tensor Size=10^52021.11 | 0.87 | 0.122 | |
| Trace Norm & ADMM (TNCP)Tensor Size=10^62021.11 | 0.883 | 0.261 | |
| Alternating Least SquaresTensor Size=10^72021.11 | 0.93 | 1.28 | |
| Trace Norm & ADMM (TNCP)Tensor Size=10^72021.11 | 0.943 | 5.71 | |
| Alternating Least SquaresTensor Size=10^82021.11 | 0.986 | 15.1 | |
| Simple Low Rank TC (SiLRTC)Tensor Size=10^62021.11 | 0.99 | 1.59 | |
| Simple Low Rank TC (SiLRTC)Tensor Size=10^72021.11 | 0.999 | 40 |