Trabajos de Francisco Herrera

Computer Science


  Listando 60 trabajos del autor/autora 38
Lista de trabajos en el área Computer Science
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Article Explainable Artificial Intelligence (XAI): Concepts, taxonomies, opportunities and challenges toward responsible AI Barredo Arrieta, Alejandro; Diaz-Rodriguez, Natalia; Del Ser, Javier; Bennetot, Adrien; Tabik, Siham; Barbado, Alberto; Garcia, Salvador; Gil-Lopez, Sergio; Molina, Daniel; Benjamins, Richard; Chatila, Raja; Herrera, Francisco INFORMATION FUSION 1566-2535 (2020) DOI / 10.1016/j.inffus.2019.12.012 Bronze, Green accepted
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Article A practical tutorial on autoencoders for nonlinear feature fusion: Taxonomy, models, software and guidelines Charte, David; Charte, Francisco; Garcia, Salvador; del Jesus, Maria J.; Herrera, Francisco INFORMATION FUSION 1566-2535 (2018) DOI / 10.1016/j.inffus.2017.12.007 Bronze
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Article MonuMAI: Dataset, deep learning pipeline and citizen science based app for monumental heritage taxonomy and classification Lamas, Alberto; Tabik, Siham; Cruz, Policarpo; Montes, Rosana; Martinez-Sevilla, Alvaro; Cruz, Teresa; Herrera, Francisco NEUROCOMPUTING 0925-2312 (2021) DOI / 10.1016/j.neucom.2020.09.041
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Article SMOTE for Learning from Imbalanced Data: Progress and Challenges, Marking the 15-year Anniversary Fernandez, Alberto; Garcia, Salvador; Herrera, Francisco; Chawla, Nitesh V. JOURNAL OF ARTIFICIAL INTELLIGENCE RESEARCH 1076-9757 (2018) DOI / 10.1613/jair.1.11192 Green published, Gold
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Article ADOPS: Aspect Discovery OPinion Summarisation Methodology based on deep learning and subgroup discovery for generating explainable opinion summaries Lopez, Miguel; Martinez-Camara, Eugenio; Luzon, M. Victoria; Herrera, Francisco KNOWLEDGE-BASED SYSTEMS 0950-7051 (2021) DOI / 10.1016/j.knosys.2021.107455
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Article Incremental learning model inspired in Rehearsal for deep convolutional networks Munoz, David; Narvaez, Camilo; Cobos, Carlos; Mendoza, Martha; Herrera, Francisco KNOWLEDGE-BASED SYSTEMS 0950-7051 (2020) DOI / 10.1016/j.knosys.2020.106460
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Article Tweet Coupling: a social media methodology for clustering scientific publications Hassan, Saeed-Ul; Aljohani, Naif R.; Shabbir, Mudassir; Ali, Umair; Iqbal, Sehrish; Sarwar, Raheem; Martinez-Camara, Eugenio; Ventura, Sebastian; Herrera, Francisco SCIENTOMETRICS 0138-9130 (2020) DOI / 10.1007/s11192-020-03499-1
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Article A survey on data preprocessing for data stream mining: Current status and future directions Ramirez-Gallego, Sergio; Krawczyk, Bartosz; Garcia, Salvador; Wozniak, Michal; Herrera, Francisco NEUROCOMPUTING 0925-2312 (2017) DOI / 10.1016/j.neucom.2017.01.078
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Article Tips, guidelines and tools for managing multi-label datasets: The mldr.datasets R package and the Cometa data repository Charte, Francisco; Rivera, Antonio J.; Charte, David; del Jesus, Mara J.; Herrera, Francisco NEUROCOMPUTING 0925-2312 (2018) DOI / 10.1016/j.neucom.2018.02.011 Green submitted
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Article EXplainable Neural-Symbolic Learning (X-NeSyL) methodology to fuse deep learning representations with expert knowledge graphs: The MonuMAI cultural heritage use case Diaz-Rodriguez, Natalia; Lamas, Alberto; Sanchez, Jules; Franchi, Gianni; Donadello, Ivan; Tabik, Siham; Filliat, David; Cruz, Policarpo; Montes, Rosana; Herrera, Francisco INFORMATION FUSION 1566-2535 (2021) DOI / 10.1016/j.inffus.2021.09.022 Green published, Green submitted, Hybrid
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Article An analysis on the use of autoencoders for representation learning: Fundamentals, learning task case studies, explainability and challenges Charte, David; Charte, Francisco; del Jesus, Maria J.; Herrera, Francisco NEUROCOMPUTING 0925-2312 (2020) DOI / 10.1016/j.neucom.2020.04.057
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Article Deep recurrent neural network for geographical entities disambiguation on social media data Zuheros, Cristina; Tabik, Siham; Valdivia, Ana; Martinez-Camara, Eugenio; Herrera, Francisco KNOWLEDGE-BASED SYSTEMS 0950-7051 (2019) DOI / 10.1016/j.knosys.2019.02.030
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Article Sentiment Analysis based Multi-Person Multi-criteria Decision Making methodology using natural language processing and deep learning for smarter decision aid. Case study of restaurant choice using TripAdvisor reviews Zuheros, Cristina; Martinez-Camara, Eugenio; Herrera-Viedma, Enrique; Herrera, Francisco INFORMATION FUSION 1566-2535 (2021) DOI / 10.1016/j.inffus.2020.10.019 Green submitted
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Article E(2)SAM: Evolutionary ensemble of sentiment analysis methods for domain adaptation Lopez, Miguel; Valdivia, Ana; Martinez-Camara, Eugenio; Victoria Luzon, M.; Herrera, Francisco INFORMATION SCIENCES 0020-0255 (2019) DOI / 10.1016/j.ins.2018.12.038
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Article Surveying alignment-free features for Ortholog detection in related yeast proteomes by using supervised big data classifiers Galpert, Deborah; Fernandez, Alberto; Herrera, Francisco; Antunes, Agostinho; Molina-Ruiz, Reinaldo; Aguero-Chapin, Guillermin BMC BIOINFORMATICS 1471-2105 (2018) DOI / 10.1186/s12859-018-2148-8 Gold DOAJ, Green published
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Article SOUL: Scala Oversampling and Undersampling Library for imbalance classification Rodriguez, Nestor; Lopez, David; Fernandez, Alberto; Garcia, Salvador; Herrera, Francisco SOFTWAREX 2352-7110 (2021) DOI / 10.1016/j.softx.2021.100767 Green published, Gold
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Article Deep learning in video multi-object tracking: A survey Ciaparrone, Gioele; Luque Sanchez, Francisco; Tabik, Siham; Troiano, Luigi; Tagliaferri, Roberto; Herrera, Francisco NEUROCOMPUTING 0925-2312 (2020) DOI / 10.1016/j.neucom.2019.11.023
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Article Measuring volatility based on ordered weighted average operators: The case of agricultural product prices Leon-Castro, Ernesto; Espinoza-Audelo, Luis F.; Merigo, Jose M.; Herrera-Viedma, Enrique; Herrera, Francisco FUZZY SETS AND SYSTEMS 0165-0114 (2021) DOI / 10.1016/j.fss.2020.08.006
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Article Social network group decision making: Managing self-confidence-based consensus model with the dynamic importance degree of experts and trust-based feedback mechanism Liu, Xia; Xu, Yejun; Montes, Rosana; Herrera, Francisco INFORMATION SCIENCES 0020-0255 (2019) DOI / 10.1016/j.ins.2019.07.050
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Article Automatic handgun detection alarm in videos using deep learning Olmos, Roberto; Tabik, Siham; Herrera, Francisco NEUROCOMPUTING 0925-2312 (2018) DOI / 10.1016/j.neucom.2017.05.012
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Article Enhancing the classification of social media opinions by optimizing the structural information Vairetti, Carla; Martinez-Camara, Eugenio; Maldonado, Sebastian; Luzon, Victoria; Herrera, Francisco FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE 0167-739X (2020) DOI / 10.1016/j.future.2019.09.023
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Article Analyze, Sense, Preprocess, Predict, Implement, and Deploy (ASPPID): An incremental methodology based on data analytics for cost-efficiently monitoring the industry 4.0 Para, Jesus; Del Ser, Javier; Nebro, Antonio J.; Zurutuza, Urko; Herrera, Francisco ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE 0952-1976 (2019) DOI / 10.1016/j.engappai.2019.03.022
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Article What do people think about this monument? Understanding negative reviews via deep learning, clustering and descriptive rules Valdivia, Ana; Martinez-Camara, Eugenio; Chaturvedi, Iti; Luzon, M. Victoria; Cambria, Erik; Ong, Yew-Soon; Herrera, Francisco JOURNAL OF AMBIENT INTELLIGENCE AND HUMANIZED COMPUTING 1868-5137 (2020) DOI / 10.1007/s12652-018-1150-3
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Article Revisiting crowd behaviour analysis through deep learning: Taxonomy, anomaly detection, crowd emotions, datasets, opportunities and prospects Luque Sanchez, Francisco; Hupont, Isabelle; Tabik, Siham; Herrera, Francisco INFORMATION FUSION 1566-2535 (2020) DOI / 10.1016/j.inffus.2020.07.008 Green published
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Article Revisiting data complexity metrics based on morphology for overlap and imbalance: snapshot, new overlap number of balls metrics and singular problems prospect Pascual-Triana, Jose Daniel; Charte, David; Andres Arroyo, Marta; Fernandez, Alberto; Herrera, Francisco KNOWLEDGE AND INFORMATION SYSTEMS 0219-1377 (2021) DOI / 10.1007/s10115-021-01577-1 Green submitted
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Article Instance reduction for one-class classification Krawczyk, Bartosz; Triguero, Isaac; Garcia, Salvador; Wozniak, Michal; Herrera, Francisco KNOWLEDGE AND INFORMATION SYSTEMS 0219-1377 (2019) DOI / 10.1007/s10115-018-1220-z Green accepted, Green submitted
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Article Virtual learning environment to predict withdrawal by leveraging deep learning Saeed-Ul Hassan; Waheed, Hajra; Aljohani, Naif R.; Ali, Mohsen; Ventura, Sebastian; Herrera, Francisco INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS 0884-8173 (2019) DOI / 10.1002/int.22129
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Article Asynchronous Processing for Latent Fingerprint Identification on Heterogeneous CPU-GPU Systems Sanchez-Fernandez, Andres J.; Romero, Luis F.; Peralta, Daniel; Medina-Perez, Miguel Angel; Saeys, Yvan; Herrera, Francisco; Tabik, Siham IEEE ACCESS 2169-3536 (2020) DOI / 10.1109/access.2020.3005476 Gold DOAJ, Green published
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Article Distinguishing between facts and opinions for sentiment analysis: Survey and challenges Chaturvedi, Iti; Cambria, Erik; Welsch, Roy E.; Herrera, Francisco INFORMATION FUSION 1566-2535 (2018) DOI / 10.1016/j.inffus.2017.12.006 Bronze
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Article Brightness guided preprocessing for automatic cold steel weapon detection in surveillance videos with deep learning Castillo, Alberto; Tabik, Siham; Perez, Francisco; Olmos, Roberto; Herrera, Francisco NEUROCOMPUTING 0925-2312 (2019) DOI / 10.1016/j.neucom.2018.10.076
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Article A binocular image fusion approach for minimizing false positives in handgun detection with deep learning Olmos, Roberto; Tabik, Siham; Lamas, Alberto; Perez-Hernandez, Francisco; Herrera, Francisco INFORMATION FUSION 1566-2535 (2019) DOI / 10.1016/j.inffus.2018.11.015
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Review Recent trends in the use of statistical tests for comparing swarm and evolutionary computing algorithms: Practical guidelines and a critical review Carrasco, J.; Garcia, S.; Rueda, M. M.; Das, S.; Herrera, F. SWARM AND EVOLUTIONARY COMPUTATION 2210-6502 (2020) DOI / 10.1016/j.swevo.2020.100665
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Article Ordinal regression with explainable distance metric learning based on ordered sequences Suarez, Juan Luis; Garcia, Salvador; Herrera, Francisco MACHINE LEARNING 0885-6125 (2021) DOI / 10.1007/s10994-021-06010-w
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Article Learning interpretable multi-class models by means of hierarchical decomposition: Threshold Control for Nested Dichotomies Fdez-Sanchez, J. A.; Pascual-Triana, J. D.; Fernandez, A.; Herrera, F. NEUROCOMPUTING 0925-2312 (2021) DOI / 10.1016/j.neucom.2021.07.097
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Article Sentiment Analysis in TripAdvisor Valdivia, Ana; Luzon, M. Victoria; Herrera, Francisco IEEE INTELLIGENT SYSTEMS 1541-1672 (2017) DOI / 10.1109/mis.2017.3121555
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Article REMEDIAL-HwR: Tackling multilabel imbalance through label decoupling and data resampling hybridization Charte, Francisco; Rivera, Antonio J.; del Jesus, Maria J.; Herrera, Francisco NEUROCOMPUTING 0925-2312 (2019) DOI / 10.1016/j.neucom.2017.01.118
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Article Fast and Scalable Approaches to Accelerate the Fuzzy k-Nearest Neighbors Classifier for Big Data Maillo, Jesus; Garcia, Salvador; Luengo, Julian; Herrera, Francisco; Triguero, Isaac IEEE TRANSACTIONS ON FUZZY SYSTEMS 1063-6706 (2020) DOI / 10.1109/tfuzz.2019.2936356 Green accepted
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Article (MCESVM)-E-2: Multiclass Classification Based on Cooperative Evolution of Support Vector Machines Rosales-Perez, Alejandro; Terashima-Marin, Hugo; Garcia, Salvador; Herrera, Francisco; Coello Coello, Carlos A. IEEE COMPUTATIONAL INTELLIGENCE MAGAZINE 1556-603X (2018) DOI / 10.1109/mci.2018.2806997
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Article An overview of MULTIMOORA for multi-criteria decision-making: Theory, developments, applications, and challenges Hafezalkotob, Arian; Hafezalkotob, Ashkan; Liao, Huchang; Herrera, Francisco INFORMATION FUSION 1566-2535 (2019) DOI / 10.1016/j.inffus.2018.12.002 Green published, Bronze
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Article Bio-inspired computation: Where we stand and what's next Del Ser, Javier; Osaba, Eneko; Molina, Daniel; Yang, Xin-She; Salcedo-Sanz, Sancho; Camacho, David; Das, Swagatam; Suganthan, Ponnuthurai N.; Coello Coello, Carlos A.; Herrera, Francisco SWARM AND EVOLUTIONARY COMPUTATION 2210-6502 (2019) DOI / 10.1016/j.swevo.2019.04.008 Green accepted, Bronze
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Article COVIDGR Dataset and COVID-SDNet Methodology for Predicting COVID-19 Based on Chest X-Ray Images Tabik, S.; Gomez-Rios, A.; Martin-Rodriguez, J. L.; Rey-Area, M.; Charte, D.; Guirado, E.; Suarez, J. L.; Luengo, J.; Valero-Gonzalez, M. A.; Garcia-Villanova, P.; Olmedo-Sanchez, E.; Herrera, F. IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS 2168-2194 (2020) DOI / 10.1109/jbhi.2020.3037127 Green published, Green submitted
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Article Evolutionary Fuzzy Systems for Explainable Artificial Intelligence: Why, When, What for, and Where to? Fernandez, Alberto; Herrera, Francisco; Cordon, Oscar; del Jesus, Maria Jose; Marcelloni, Francesco IEEE COMPUTATIONAL INTELLIGENCE MAGAZINE 1556-603X (2019) DOI / 10.1109/mci.2018.2881645
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Article LUNAR: Cellular automata for drifting data streams Lobo, Jesus L.; Del Ser, Javier; Herrera, Francisco INFORMATION SCIENCES 0020-0255 (2021) DOI / 10.1016/j.ins.2020.08.064
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Article A tutorial on the segmentation of metallographic images: Taxonomy, new MetalDAM dataset, deep learning-based ensemble model, experimental analysis and challenges Luengo, Julian; Moreno, Raul; Sevillano, Ivan; Charte, David; Pelaez-Vegas, Adrian; Fernandez-Moreno, Marta; Mesejo, Pablo; Herrera, Francisco INFORMATION FUSION 1566-2535 (2021) DOI / 10.1016/j.inffus.2021.09.018 Hybrid
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Article Big Data: Tutorial and guidelines on information and process fusion for analytics algorithms with MapReduce Ramirez-Gallego, Sergio; Fernandez, Alberto; Garcia, Salvador; Chen, Min; Herrera, Francisco INFORMATION FUSION 1566-2535 (2018) DOI / 10.1016/j.inffus.2017.10.001
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Article Teranga Go! : Carpooling Collaborative Consumption Community with multi-criteria hesitant fuzzy linguistic term set opinions to build confidence and trust Montes, Rosana; Sanchez, Ana M.; Villar, Pedro; Herrera, Francisco APPLIED SOFT COMPUTING 1568-4946 (2018) DOI / 10.1016/j.asoc.2017.05.039
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Article An Evolutionary Multiobjective Model and Instance Selection for Support Vector Machines With Pareto-Based Ensembles Rosales-Perez, Alejandro; Garcia, Salvador; Gonzalez, Jesus A.; Coello Coello, Carlos A.; Herrera, Francisco IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION 1089-778X (2017) DOI / 10.1109/tevc.2017.2688863
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Article An Indexing Algorithm Based on Clustering of Minutia Cylinder Codes for Fast Latent Fingerprint Identification Perez-Sanchez, Ismay; Cervantes, Barbara; Angel Medina-Perez, Miguel; Monroy, Raul; Loyola-Gonzalez, Octavio; Garcia, Salvador; Herrera, Francisco IEEE ACCESS 2169-3536 (2021) DOI / 10.1109/access.2021.3088314 Gold
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Article Dealing with difficult minority labels in imbalanced mutilabel data sets Charte, Francisco; Rivera, Antonio J.; del Jesus, Maria J.; Herrera, Francisco NEUROCOMPUTING 0925-2312 (2019) DOI / 10.1016/j.neucom.2016.08.158
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Article otsad: A package for online time-series anomaly detectors Iturria, Alaine; Carrasco, Jacinto; Charramendieta, Santi; Conde, Angel; Herrera, Francisco NEUROCOMPUTING 0925-2312 (2020) DOI / 10.1016/j.neucom.2019.09.032
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Article A snapshot of image pre-processing for convolutional neural networks: case study of MNIST Tabik, Siham; Peralta, Daniel; Herrera-Poyatos, Andres; Herrera, Francisco INTERNATIONAL JOURNAL OF COMPUTATIONAL INTELLIGENCE SYSTEMS 1875-6891 (2017) DOI / 10.2991/ijcis.2017.10.1.38 Gold DOAJ, Green published
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Article Distributed incremental fingerprint identification with reduced database penetration rate using a hierarchical classification based on feature fusion and selection Peralta, Daniel; Triguero, Isaac; Garcia, Salvador; Saeys, Yvan; Benitez, Jose M.; Herrera, Francisco KNOWLEDGE-BASED SYSTEMS 0950-7051 (2017) DOI / 10.1016/j.knosys.2017.03.014 Green accepted
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Article A novel methodology to classify test cases using natural language processing and imbalanced learning Tahvili, Sahar; Hatvani, Leo; Ramentol, Enislay; Pimentel, Rita; Afzal, Wasif; Herrera, Francisco ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE 0952-1976 (2020) DOI / 10.1016/j.engappai.2020.103878 Green published, Gold other
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Article Predicting literature's early impact with sentiment analysis in Twitter Saeed-Ul Hassan; Aljohani, Naif R.; Idrees, Nimra; Sarwar, Raheem; Nawaz, Raheel; Martinez-Camara, Eugenio; Ventura, Sebastian; Herrera, Francisco KNOWLEDGE-BASED SYSTEMS 0950-7051 (2020) DOI / 10.1016/j.knosys.2019.105383 Green accepted
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Article CURIE: a cellular automaton for concept drift detection Lobo, Jesus L.; Del Ser, Javier; Osaba, Eneko; Bifet, Albert; Herrera, Francisco DATA MINING AND KNOWLEDGE DISCOVERY 1384-5810 (2021) DOI / 10.1007/s10618-021-00776-2 Green published, Green submitted
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Article Anomaly detection in predictive maintenance: A new evaluation framework for temporal unsupervised anomaly detection algorithms Carrasco, Jacinto; Lopez, David; Aguilera-Martos, Ignacio; Garcia-Gil, Diego; Markova, Irina; Garcia-Barzana, Marta; Arias-Rodil, Manuel; Luengo, Julian; Herrera, Francisco NEUROCOMPUTING 0925-2312 (2021) DOI / 10.1016/j.neucom.2021.07.095 Green submitted
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Article Democratic consensus reaching process for multi-person multi-criteria large scale decision making considering participants' individual attributes and concerns Liu, Xia; Xu, Yejun; Gong, Zaiwu; Herrera, Francisco INFORMATION FUSION 1566-2535 (2021) DOI / 10.1016/j.inffus.2021.07.023
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Article Minutiae-based fingerprint matching decomposition: Methodology for big data frameworks Peralta, Daniel; Garcia, Salvador; Benitez, Jose M.; Herrera, Francisco INFORMATION SCIENCES 0020-0255 (2017) DOI / 10.1016/j.ins.2017.05.001 Green published
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Article Artificial intelligence within the interplay between natural and artificial computation: Advances in data science, trends and applications Gorriz, Juan M.; Ramirez, Javier; Ortiz, Andres; Martinez-Murcia, Francisco J.; Segovia, Fermin; Suckling, John; Leming, Matthew; Zhang, Yu-Dong; Ramon Alvarez-Sanchez, Jose; Bologna, Guido; Bonomini, Paula; Casado, Fernando E.; Charte, David; Charte, Fran NEUROCOMPUTING 0925-2312 (2020) DOI / 10.1016/j.neucom.2020.05.078 Green submitted
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Article A panoramic view and swot analysis of artificial intelligence for achieving the sustainable development goals by 2030: progress and prospects Palomares, Ivan; Martinez-Camara, Eugenio; Montes, Rosana; Garcia-Moral, Pablo; Chiachio, Manuel; Chiachio, Juan; Alonso, Sergio; Melero, Francisco J.; Molina, Daniel; Fernandez, Barbara; Moral, Cristina; Marchena, Rosario; de Vargas, Javier Perez; Herrera APPLIED INTELLIGENCE 0924-669X (2021) DOI / 10.1007/s10489-021-02264-y Bronze

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