Medina-Perez, Miguel Angel

Overview

I have developed software to solve pattern recognition problems. A successful example is the algorithm DMC which is the most accurate (according to EER) among those algorithms which compare both fingerprints and palmprints in the international competition FVC-onGoing. I have been involved in several research projects about pattern recognition and I have published 14 papers in indexed journals (JCR) such as "Information Fusion," "Knowledge-Based Systems," "Information Sciences," "Neurocomputing," "Pattern Recognition," and "IEEE Transactions on Information Forensics and Security."

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selected publications

academic article in scopus
- Towards a resilience to stress index based on physiological response: A machine learning approach. Sensors. 21. 2021
- An explainable approach based on emotion and sentiment features for detecting people with mental disorders on social networks. Applied Sciences (Switzerland). 11. 2021
- An explainable artificial intelligence model for detecting xenophobic tweets. Applied Sciences (Switzerland). 11. 2021
- Dwell time estimation of import containers as an ordinal regression problem. Applied Sciences (Switzerland). 11. 2021
- A multibiometric system based on the fusion of fingerprint, finger-vein, and finger-knuckle-print. Expert Systems with Applications. 176. 2021
- A review of fuzzy and pattern-based approaches for class imbalance problems. Applied Sciences (Switzerland). 11. 2021
- An ensemble of fingerprint matching algorithms based on cylinder codes and mtriplets for latent fingerprint identification. Pattern Analysis and Applications. 24:433-444. 2021
- Bot datasets on twitter: Analysis and challenges. Applied Sciences (Switzerland). 11. 2021
- Impact of minutiae errors in latent fingerprint identification: Assessment and prediction. Applied Sciences (Switzerland). 11. 2021
- Semi-supervised anomaly detection algorithms: A comparative summary and future research directions. Knowledge-Based Systems. 218. 2021
- Learning-based dissimilarity for clustering categorical data. Applied Sciences (Switzerland). 11. 2021
- A Practical Tutorial for Decision Tree Induction. ACM Computing Surveys. 54. 2021
- A Review and Experimental Comparison of Multivariate Decision Trees. IEEE Access. 9:110451-110479. 2021
- An Indexing Algorithm Based on Clustering of Minutia Cylinder Codes for Fast Latent Fingerprint Identification. IEEE Access. 9:85488-85499. 2021
- An indexing algorithm based on clustering of minutia cylinder codes for fast latent fingerprint identification. IEEE Access. 2021
- A Review of Supervised Classification based on Contrast Patterns: Applications, Trends, and Challenges. Journal of Grid Computing. 18:797-845. 2020
- A contrast pattern-based scientometric study of the QS world university ranking. IEEE Access. 8:206088-206104. 2020
- An Explainable Artificial Intelligence Model for Clustering Numerical Databases. IEEE Access. 8:52370-52384. 2020
- Asynchronous Processing for Latent Fingerprint Identification on Heterogeneous CPU-GPU Systems. IEEE Access. 8:124236-124253. 2020
- Cluster validation in clustering-based one-class classification. Expert Systems. 36. 2019
- A survey on minutiae-based palmprint feature representations, and a full analysis of palmprint feature representation role in latent identification performance. Expert Systems with Applications. 131:30-44. 2019
- Pattern-based and visual analytics for visitor analysis on websites. Applied Sciences (Switzerland). 9. 2019
- Bagging-RandomMiner: a one-class classifier for file access-based masquerade detection. Machine Vision and Applications. 30:1-16. 2019
- Fusing pattern discovery and visual analytics approaches in tweet propagation. Information Fusion. 46:91-101. 2019
- A pattern-based approach for detecting pneumatic failures on temporary immersion bioreactors. Sensors. 19. 2019
- A Review of Fingerprint Feature Representations and Their Applications for Latent Fingerprint Identification: Trends and Evaluation. IEEE Access. 7:48484-48499. 2019
- Classification Based on Multivariate Contrast Patterns. IEEE Access. 7:55744-55762. 2019
- DNS-ADVP: A machine learning anomaly detection and visual platform to protect top-level domain name servers against DDoS attacks. IEEE Access. 7:116358-116369. 2019
- Image annotation as text-image matching: Challenge design and results. Computacion y Sistemas. 23:1305-1321. 2019
- FiToViz: A Visualisation Approach for Real-Time Risk Situation Awareness. IEEE Transactions on Affective Computing. 9:372-382. 2018
- Cluster validation using an ensemble of supervised classifiers. Knowledge-Based Systems. 145:134-144. 2018
- Some features speak loud, but together they all speak louder: A study on the correlation between classification error and feature usage in decision-tree classification ensembles. Engineering Applications of Artificial Intelligence. 67:270-282. 2018
- Experimenting with masquerade detection via user task usage. International Journal on Interactive Design and Manufacturing. 11:771-784. 2017
- Online personal risk detection based on behavioural and physiological patterns. Information Sciences. 384:281-297. 2017
- Bagging-TPMiner: a classifier ensemble for masquerader detection based on typical objects. Soft Computing. 21:557-569. 2017
- PBC4cip: A new contrast pattern-based classifier for class imbalance problems. Knowledge-Based Systems. 115:100-109. 2017
- Ensemble of one-class classifiers for personal risk detection based onwearable sensor data. Sensors. 16. 2016
- Temporal and Spatial Locality: An Abstraction for Masquerade Detection. IEEE Transactions on Information Forensics and Security. 11:2036-2051. 2016
- Latent fingerprint identification using deformable minutiae clustering. Neurocomputing. 175:851-865. 2016
- Inducing decision trees based on a cluster quality index. IEEE Latin America Transactions. 13:1141-1147. 2015
chapter in scopus
- Towards inpainting and denoising latent fingerprints: A study on the impact in latent fingerprint identification. Lecture Notes in Computer Science. 76-86. 2020
- Stacking Fingerprint Matching Algorithms for Latent Fingerprint Identification. Lecture Notes in Computer Science. 230-240. 2019
- The Mexican Conference on Pattern Recognition After Ten Editions: A Scientometric Study. Lecture Notes in Computer Science. 315-326. 2019
- A first step to accelerating fingerprint matching based on deformable minutiae clustering. Lecture Notes in Computer Science. 361-371. 2018
- An approach based on contrast patterns for bot detection on web log files. Lecture Notes in Computer Science. 276-285. 2018