| Algorithm | Main reference |
| Axis Parallel Rectangles (APR) | Universiv, O. S., et al. (1997) |
| Citation-KNN | Wang, J., & Edu, J. U. (2000) |
| Multiple-Instance Learning via Embedded instance Selection (MILES) | Chen, Y., Bi, J., et al. (2006) |
| Constructive Clustering Ensemble (CCE) | Zhou, Z.-H., & Zhang, M.-L. (2007) |
| Multiple Instance Dissimilarity (MInD) with Dmaxmin | Cheplygina, V., et al. (2015) |
| MInD with Dmeanmin | Cheplygina, V., et al. (2015) |
| MInD with Dminmin | Cheplygina, V., et al. (2015) |
| Random Subspace Instance Selection (RSIS) | Carbonneau, M., et al. (2016) |
| MIL based on the Fisher Vector representation (miFV) | Wei, X., et al. (2017) |
| K-means Encoding | Kucukasci, E. S., et al. (2018) |
| Kmeans Two Class Encoding | Kucukasci, E. S., et al. (2018) |
| Path Encoding | Kucukasci, E. S., et al. (2018) |
| Terminal Node Encoding | Kucukasci, E. S., et al. (2018) |
| Linear Programming based MIL with Instance Dissimilarities | Kucukasci, E. S., et al. (2018) |
| Linear Programming based MIL with Cluster Center Dissimilarities | Kucukasci, E. S., et al. (2018) |
| Quadratic Programming based MIL | Kucukasci, E. S., et al. (2018) |