Tensor Completion on Order-3 nonnegative tensors n=500 samples (test)
0.004NMSEBCG with Weak Oracle
Evaluation results
| Method | Links | ||
|---|---|---|---|
| BCG with Weak OracleTensor Size=10 x 10 x 102021.11 | 0.004 | 4.29 | |
| Alternating Least SquaresTensor Size=10 x 10 x 102021.11 | 0.058 | 0.122 | |
| BCG with Weak OracleTensor Size=20 x 20 x 202021.11 | 0.07 | 28.6 | |
| Alternating Least SquaresTensor Size=20 x 20 x 202021.11 | 0.174 | 0.351 | |
| BCG with Weak OracleTensor Size=30 x 30 x 302021.11 | 0.22 | 11 | |
| Alternating Least SquaresTensor Size=30 x 30 x 302021.11 | 0.287 | 0.796 | |
| Trace Norm & ADMM (TNCP)Tensor Size=10 x 10 x 102021.11 | 0.29 | 0.003 | |
| BCG with Weak OracleTensor Size=40 x 40 x 402021.11 | 0.3 | 5.83 | |
| Alternating Least SquaresTensor Size=40 x 40 x 402021.11 | 0.351 | 0.947 | |
| BCG with Weak OracleTensor Size=50 x 50 x 502021.11 | 0.371 | 4.86 | |
| Alternating Least SquaresTensor Size=50 x 50 x 502021.11 | 0.406 | 1.58 | |
| BCG with Weak OracleTensor Size=60 x 60 x 602021.11 | 0.434 | 4.78 | |
| Alternating Least SquaresTensor Size=60 x 60 x 602021.11 | 0.454 | 2.08 | |
| Trace Norm & ADMM (TNCP)Tensor Size=20 x 20 x 202021.11 | 0.454 | 0.002 | |
| Trace Norm & ADMM (TNCP)Tensor Size=40 x 40 x 402021.11 | 0.468 | 0.004 | |
| Trace Norm & ADMM (TNCP)Tensor Size=60 x 60 x 602021.11 | 0.474 | 0.01 | |
| Trace Norm & ADMM (TNCP)Tensor Size=30 x 30 x 302021.11 | 0.476 | 0.003 | |
| Trace Norm & ADMM (TNCP)Tensor Size=70 x 70 x 702021.11 | 0.477 | 0.014 | |
| Trace Norm & ADMM (TNCP)Tensor Size=80 x 80 x 802021.11 | 0.477 | 0.02 | |
| Trace Norm & ADMM (TNCP)Tensor Size=50 x 50 x 502021.11 | 0.481 | 0.006 | |
| Trace Norm & ADMM (TNCP)Tensor Size=90 x 90 x 902021.11 | 0.481 | 0.04 | |
| Trace Norm & ADMM (TNCP)Tensor Size=100 x 100 x 1002021.11 | 0.482 | 0.05 | |
| BCG with Weak OracleTensor Size=70 x 70 x 702021.11 | 0.5 | 4.94 | |
| Alternating Least SquaresTensor Size=70 x 70 x 702021.11 | 0.503 | 3.3 | |
| Alternating Least SquaresTensor Size=80 x 80 x 802021.11 | 0.539 | 5.96 | |
| BCG with Weak OracleTensor Size=80 x 80 x 802021.11 | 0.554 | 5.73 | |
| Alternating Least SquaresTensor Size=90 x 90 x 902021.11 | 0.576 | 9.34 | |
| BCG with Weak OracleTensor Size=90 x 90 x 902021.11 | 0.594 | 5.34 | |
| Simple Low Rank TC (SiLRTC)Tensor Size=10 x 10 x 102021.11 | 0.609 | 0.004 | |
| BCG with Weak OracleTensor Size=100 x 100 x 1002021.11 | 0.641 | 5.56 | |
| Alternating Least SquaresTensor Size=100 x 100 x 1002021.11 | 0.666 | 16.8 | |
| Simple Low Rank TC (SiLRTC)Tensor Size=20 x 20 x 202021.11 | 0.939 | 0.007 | |
| Simple Low Rank TC (SiLRTC)Tensor Size=30 x 30 x 302021.11 | 0.981 | 0.019 | |
| Simple Low Rank TC (SiLRTC)Tensor Size=40 x 40 x 402021.11 | 0.992 | 0.043 | |
| Simple Low Rank TC (SiLRTC)Tensor Size=50 x 50 x 502021.11 | 0.996 | 0.095 | |
| Simple Low Rank TC (SiLRTC)Tensor Size=60 x 60 x 602021.11 | 0.998 | 0.19 | |
| Simple Low Rank TC (SiLRTC)Tensor Size=70 x 70 x 702021.11 | 0.999 | 0.456 | |
| Simple Low Rank TC (SiLRTC)Tensor Size=80 x 80 x 802021.11 | 0.999 | 0.918 | |
| Simple Low Rank TC (SiLRTC)Tensor Size=90 x 90 x 902021.11 | 0.999 | 1.91 | |
| Simple Low Rank TC (SiLRTC)Tensor Size=100 x 100 x 1002021.11 | 0.999 | 2.83 |