Classifiers

This Weka package includes tree-based and contrast pattern-based classifiers.

The documentation and individual Weka packages can be downloaded here:

• Multivariate PBC4cip 

• FT4cip 

• PBC4occ

I agree:

1) to cite the corresponding paper of each classifier from the following list used in any paper of mine or my collaborators that makes any use of the software or data generated from this software.

• FT4cip: Cañete-Sifuentes, L., Monroy, R., & Medina-Perez, M. A. (2022). FT4cip: A new functional tree for classification in class imbalance problems. Knowledge-Based Systems, 252, 109294. doi: 10.1016/j.knosys.2022.109294

• Multivariate PBC4cip and MHLDT: Cañete-Sifuentes, L., Monroy, R., Medina-Pérez, M. A., Loyola-González, O., & Voronisky, F. V. (2019). Classification based on multivariate contrast patterns. IEEE Access, 7, 55744-55762. doi: 10.1109/ACCESS.2019.2913649

• PBC4occ: Aguilar, D. L., Loyola-Gonzalez, O., Medina-Perez, M. A., Canete-Sifuentes, L., & Choo, K. K. R. (2021). PBC4occ: A novel contrast pattern-based classifier for one-class classification. Future Generation Computer Systems, 125, 71-90. doi: 10.1016/j.future.2021.06.046

• PBC4cip (univariate): Loyola-González, O., Medina-Pérez, M. A., Martínez-Trinidad, J. F., Carrasco-Ochoa, J. A., Monroy, R., & García-Borroto, M. (2017). PBC4cip: A new contrast pattern-based classifier for class imbalance problems. Knowledge-Based Systems, 115, 100-109. doi: 10.1016/j.knosys.2016.10.018

2) to use the software and generated data for research purposes only.

3) not to provide the software (in any form) to third parties.

THIS SOFTWARE IS PROVIDED BY LEONARDO CAÑETE-SIFUENTES AND CONTRIBUTORS "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL LEONARDO CAÑETE-SIFUENTES OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.