Publications

@article{martinez-mendoza_towards_2024,

title = {Towards Multi-Class Smishing Detection: A Novel Feature Vector Approach and the Smishing-4C Dataset},

author = {Alicia Martínez-Mendoza and Francisco Jáñez-Martino and Andrés Carofilis and Laura Fernández-Robles and Enrique Alegre and Eduardo Fidalgo},

url = {https://besaya.infor.uva.es/sepln24/paper06.pdf},

year  = {2024},

date = {2024-01-01},

keywords = {Multiclass Classification, Smishing Classification, Smishing-4C Dataset, SMS, Text classification},

pubstate = {published},

tppubtype = {article}

}

@article{santos-rodriguez_cost-sensitive_2009,

title = {Cost-sensitive learning based on Bregman divergences},

author = {Raúl Santos-Rodríguez and Alicia Guerrero-Curieses and Rocío Alaiz-Rodríguez and Jesús Cid-Sueiro},

url = {https://link.springer.com/content/pdf/10.1007/s10994-009-5132-8.pdf},

year  = {2009},

date = {2009-01-01},

journal = {Machine Learning},

volume = {76},

pages = {271–285},

abstract = {This paper explores using a specific class of Bregman divergences to design cost-sensitive classifiers for multiclass problems. These divergences improve posterior probability estimation near decision boundaries. Asymptotically, they minimize decision costs in non-separable problems and maximize margins in separable MAP problems.},

note = {Publisher: Springer US},

keywords = {Bregman Divergences, Cost-sensitive Classification, Decision Boundary Optimization, Multiclass Classification, Posterior Probability Estimation},

pubstate = {published},

tppubtype = {article}

}