Machine Learning Contributions

Here is a list of machine learning algorithms that I am the author or co-author of. This list contains only these algorithms that my papers have covered. About 20 algorithms are not included in this list simply because they have not been published yet.


  1. SBL Attribute Selection Group of Methods (which will be called SBL-ASGM) as implemented in the old sbl.exe program. I am the author of the detailed algorithm and the original implementer of this method. Prof. Włodzisław Duch is the author of the general idea of this algorithm. This algorithm is a wrapper of the underlying kNN method, but one can also use it with other methods.

  2. SBL Weighted kNN Group of Methods - the search-based algorithms and the ones with the optimization of attribute weights with the Nelder and Mead Simplex Minimization method. This idea of this algorithm is due to Prof. Włodzisław Duch. I am the author of the detailed algorithm and the original implementer of this method.

  3. SBL-PM aka SBL-PM-B as implemented in the old sbl.exe program. The idea of this algorithm arose at one of the seminars held at the KIS UMK in Toruń. I am the author of the original implementation of this algorithm.

  4. SBL-MetaL, i.e., the meta-learning system implemented in the old sbl.exe program). The author of the idea of this algorithm is Prof. Włodzisław Duch. I am the author of the computer realization and the author of the detailed idea of this algorithm. This method employs the same search strategy as the one in Algorithm 1.

  5. SBL-PM-M and Prototype Based Committees as implemented in the old sbl.exe program. I am the inventor and the original implementer of these algorithms.

  6. PM-M, together with Committees of the PM-M models, as implemented in the SuperWeka system. I am the author of this system. The detailed algorithm of this method differs slightly from the SBL-PM-M. Committees of the PM-M models as implemented in the SuperWeka system are just the majority ensembles of PM-M models. They are not Prototype Based Committees, which have been implemented in the old sbl.exe system only.

  7. EkP, as implemented in the SuperWeka system. I am the author of this algorithm and the implementer of this method.

  8. HSFL-NN and HSFL-WNN as implemented in the old sbl.exe system. I am the author of the idea of this algorithm and the implementer of this system.