GUI-Based Tools to Lecture Data Analytics: An Exploratory Data Analysis Scenario.

Antonio J. Tallón-Ballesteros https://scholar.google.com/citations?user=n0Se2wIAAAAJ https://orcid.org/0000-0002-9699-1894 University of Seville, Spain Kelsy Cabello-Solorzano Alejandro Bautista-Juárez Luís Correia 0001 Sung-Bae Cho Antonio J. Tallón-Ballesteros GUI-Based Tools to Lecture Data Analytics: An Exploratory Data Analysis Scenario. IWINAC (2) 2026 452-462 conf/iwinac/2026-2 https://doi.org/10.1007/978-3-032-27317-8_43 db/conf/iwinac/iwinac2026-2.html#CabelloSolorzanoBCCT26 streams/conf/iwinac Antonio J. Tallón-Ballesteros Luís Correia 0001 Fuzzy Systems and Data Mining XI - Proceedings of FSDM 2025, Chaozhou City, China, 14-17 November 2025 IOS Press 2026 FSDM Frontiers in Artificial Intelligence and Applications 417 978-1-64368-644-8 https://doi.org/10.3233/FAIA417 db/conf/fsdm/fsdm2025.html Luis Martínez 0001 David Camacho Hujun Yin Bapi Dutta Raciel Yera Rosa María Rodríguez Domínguez Antonio J. Tallón-Ballesteros Intelligent Data Engineering and Automated Learning - IDEAL 2025 - 26th International Conference, Jaén, Spain, November 13-15, 2025, Proceedings, Part I IDEAL (1) Springer 2026 Lecture Notes in Computer Science 16238 978-3-032-10485-4 978-3-032-10486-1 https://doi.org/10.1007/978-3-032-10486-1 db/conf/ideal/ideal2025-1.html Luis Martínez 0001 David Camacho Hujun Yin Bapi Dutta Raciel Yera Rosa María Rodríguez Domínguez Antonio J. Tallón-Ballesteros Intelligent Data Engineering and Automated Learning - IDEAL 2025 - 26th International Conference, Jaén, Spain, November 13-15, 2025, Proceedings, Part II IDEAL (2) Springer 2026 Lecture Notes in Computer Science 16239 978-3-032-10488-5 978-3-032-10489-2 https://doi.org/10.1007/978-3-032-10489-2 db/conf/ideal/ideal2025-2.html Agustina Grangetto Alejandra Gabriela Martínez Enzo Alejandro Castro Rojas Antonio J. Tallón-Ballesteros Machine Learning and Artificial Intelligence - Proceedings of MLIS 2025, Hong Kong, November 24-26, 2025 IOS Press 2026 MLIS Frontiers in Artificial Intelligence and Applications 420 978-1-64368-654-7 https://doi.org/10.3233/FAIA420 db/conf/mlis/mlis2025.html

Paola Santana-Morales Antonio J. Tallón-Ballesteros Predicting insurance claims through a variety of data mining techniques: facing lots of missing values and moderate class-imbalanced levels. 2025 33 Log. J. IGPL 5 https://doi.org/10.1093/jigpal/jzae061 db/journals/igpl/igpl33.html#Santana-Morales25

Vicente Julián David Camacho Hujun Yin Juan M. Alberola Vítor Beires Nogueira Paulo Novais Antonio J. Tallón-Ballesteros Intelligent Data Engineering and Automated Learning - IDEAL 2024 - 25th International Conference, Valencia, Spain, November 20-22, 2024, Proceedings, Part I IDEAL (1) Springer 2025 Lecture Notes in Computer Science 15346 978-3-031-77730-1 978-3-031-77731-8 https://doi.org/10.1007/978-3-031-77731-8 db/conf/ideal/ideal2024-1.html Vicente Julián David Camacho Hujun Yin Juan M. Alberola Vítor Beires Nogueira Paulo Novais Antonio J. Tallón-Ballesteros Intelligent Data Engineering and Automated Learning - IDEAL 2024 - 25th International Conference, Valencia, Spain, November 20-22, 2024, Proceedings, Part II IDEAL (2) Springer 2025 Lecture Notes in Computer Science 15347 978-3-031-77737-0 978-3-031-77738-7 https://doi.org/10.1007/978-3-031-77738-7 https://www.wikidata.org/entity/Q131754972 db/conf/ideal/ideal2024-2.html

Iat Hang Fong Tengyue Li Simon Fong 0001 Raymond Kwok-Kay Wong Antonio J. Tallón-Ballesteros Predicting concentration levels of air pollutants by transfer learning and recurrent neural network. 2025 February abs/2502.01654 CoRR https://doi.org/10.48550/arXiv.2502.01654 db/journals/corr/corr2502.html#abs-2502-01654 streams/journals/corr

Jinyan Li 0002 Yaoyang Wu Simon Fong 0001 Antonio J. Tallón-Ballesteros Xin-She Yang 0001 Sabah Mohammed Feng Wu A binary PSO based ensemble under-sampling model for rebalancing imbalanced training data. 2025 February abs/2502.01655 CoRR https://doi.org/10.48550/arXiv.2502.01655 db/journals/corr/corr2502.html#abs-2502-01655 streams/journals/corr

Jiahao Liang Simon Fong 0001 Sandra Méndez-Muros Antonio J. Tallón-Ballesteros Influencer Sales on TikTok: Forecasting Prominent Factors. 229-243 2024 GECON https://doi.org/10.1007/978-3-031-81226-2_20 conf/gecon/2024 db/conf/gecon/gecon2024.html#LiangFMT24 streams/conf/gecon Qingyu Ye Simon Fong 0001 Jiahui Yu Antonio J. Tallón-Ballesteros Data Mining in Credit Card Approval: Feature Importance Testing Comparison. 543-554 2024 IDEAL (2) https://doi.org/10.1007/978-3-031-77738-7_46 conf/ideal/2024-2 db/conf/ideal/ideal2024-2.html#YeFYT24 streams/conf/ideal Eva Tuba Antonio J. Tallón-Ballesteros Milan Tuba 2D Convolutional Neural Networks for Alzheimer's Disease Classification from Brain MRI. 557-565 2024 IDEAL (2) https://doi.org/10.1007/978-3-031-77738-7_47 conf/ideal/2024-2 db/conf/ideal/ideal2024-2.html#TubaTT24 streams/conf/ideal Jessica Coto Palacio Daniel Alejandro Ortiz-Tandazo Alejandro Bautista-Juárez Agustina Grangetto Kelsy Cabello-Solorzano Diana León-Castro Paola Santana-Morales Antonio J. Tallón-Ballesteros Weighted Feature Ranking Merging for Supervised Machine Learning. 304-311 2024 SOCO (2) https://doi.org/10.1007/978-3-031-75010-6_30 conf/softcomp/2024-2 db/conf/softcomp/soco2024-2.html#PalacioOBGCLST24 Antonio J. Tallón-Ballesteros Estefanía Cortés-Ancos Diego A. López García Electronics, Communications and Networks - Proceedings of the 13th International Conference (CECNet 2023), Macao, China, 17-20 November 2023 IOS Press 2024 CECNet Frontiers in Artificial Intelligence and Applications 381 978-1-64368-480-2 978-1-64368-481-9 https://doi.org/10.3233/FAIA381 db/conf/cecnet/cecnet2023.html Antonio J. Tallón-Ballesteros Fuzzy Systems and Data Mining X - Proceedings of FSDM 2024, Matsue, Japan, 5-8 November 2024 IOS Press 2024 FSDM Frontiers in Artificial Intelligence and Applications 398 978-1-64368-569-4 https://doi.org/10.3233/FAIA398 db/conf/fsdm/fsdm2024.html

Antonio J. Tallón-Ballesteros César Hervás-Martínez A two-stage algorithm in evolutionary product unit neural networks for classification. 2024 abs/2402.06622 CoRR https://doi.org/10.48550/arXiv.2402.06622 db/journals/corr/corr2402.html#abs-2402-06622

Paola Santana-Morales Gretel Alonso Isabela Ortigosa de Araujo Jessica Coto Palacio Raquel Beltran-Barba Luís Correia 0001 Antonio J. Tallón-Ballesteros Feature Ranking for Feature Sorting and Feature Selection with Optimisation. 363-371 2023 HAIS https://doi.org/10.1007/978-3-031-40725-3_31 conf/hais/2023 db/conf/hais/hais2023.html#SantanaMoralesAAPBCT23 Marco A. Peña-Cubillos Antonio J. Tallón-Ballesteros Instance Selection Techniques for Large Volumes of Data. 538-546 2023 IDEAL https://doi.org/10.1007/978-3-031-48232-8_49 conf/ideal/2023 db/conf/ideal/ideal2023.html#PenaCubillosT23 Kelsy Cabello-Solorzano Isabela Ortigosa de Araujo Marco Peña Luís Correia 0001 Antonio J. Tallón-Ballesteros The Impact of Data Normalization on the Accuracy of Machine Learning Algorithms: A Comparative Analysis. 344-353 2023 SOCO (2) https://doi.org/10.1007/978-3-031-42536-3_33 conf/softcomp/2023-2 db/conf/softcomp/soco2023-2.html#Cabello-Solorzano23 Antonio J. Tallón-Ballesteros Paola Santana-Morales Digitalization and Management Innovation - Proceedings of DMI 2022, Beijing, China, November 26, 2022. IOS Press 2023 DMI Frontiers in Artificial Intelligence and Applications 367 978-1-64368-378-2 978-1-64368-379-9 https://ebooks.iospress.nl/volume/digitalization-and-management-innovation-proceedings-of-dmi-2022 db/conf/dmi/dmi2022.html Antonio J. Tallón-Ballesteros Raquel Beltran-Barba Fuzzy Systems and Data Mining IX - Proceedings of FSDM 2023, Hybrid Event, Chongqing, China, 10-13 November 2023. IOS Press 2023 FSDM Frontiers in Artificial Intelligence and Applications 378 978-1-64368-470-3 978-1-64368-471-0 https://doi.org/10.3233/FAIA378 db/conf/fsdm/fsdm2023.html Paulo Quaresma David Camacho Hujun Yin Teresa Gonçalves 0001 Vicente Julián Antonio J. Tallón-Ballesteros Intelligent Data Engineering and Automated Learning - IDEAL 2023 - 24th International Conference, Évora, Portugal, November 22-24, 2023, Proceedings IDEAL Springer 2023 Lecture Notes in Computer Science 14404 978-3-031-48231-1 978-3-031-48232-8 https://doi.org/10.1007/978-3-031-48232-8 db/conf/ideal/ideal2023.html Antonio J. Tallón-Ballesteros Modern Management Based on Big Data IV - Proceedings of MMBD 2023, Seoul, Korea, 1-4 August 2023. IOS Press 2023 MMBD Frontiers in Artificial Intelligence and Applications 370 978-1-64368-410-9 978-1-64368-411-6 https://doi.org/10.3233/FAIA370 db/conf/mmbd/mmbd2023.html

Jinyan Li 0002 Yaoyang Wu Simon Fong 0001 Antonio J. Tallón-Ballesteros Xin-She Yang 0001 Sabah Mohammed Feng Wu A binary PSO-based ensemble under-sampling model for rebalancing imbalanced training data. 7428-7463 2022 78 J. Supercomput. 5 https://doi.org/10.1007/s11227-021-04177-6 db/journals/tjs/tjs78.html#LiWFTYMW22

Ángeles Cebrián-Hernández Enrique Jiménez-Rodríguez Antonio J. Tallón-Ballesteros Statistical and Deep Machine Learning Techniques to Forecast Cryptocurrency Volatility. 260-269 2022 HIS https://doi.org/10.1007/978-3-031-27409-1_23 conf/his/2022 db/conf/his/his2022.html#Cebrian-Hernandez22 Paola Santana-Morales Alberto Fernández-Merchán Alba Márquez-Rodríguez Antonio J. Tallón-Ballesteros Feature Ranking for Feature Sorting and Feature Selection: FR4(FS)<sup>2</sup>. 545-550 2022 IWINAC (1) https://doi.org/10.1007/978-3-031-06527-9_54 conf/iwinac/2022-2 db/conf/iwinac/iwinac2022-2.html#Santana-Morales22 Marco A. Peña-Cubillos Alejandro Villar-Ruiz Antonio J. Tallón-Ballesteros Yaoyang Wu Simon Fong 0001 Classification Methods for MOBA Games. 567-574 2022 SOCO https://doi.org/10.1007/978-3-031-18050-7_55 conf/softcomp/2022 db/conf/softcomp/soco2022.html#Pena-CubillosVT22 Antonio J. Tallón-Ballesteros Alba Márquez-Rodríguez Yaoyang Wu Paola Santana-Morales Simon Fong 0001 Feature Ranking for Feature Sorting and Feature Selection, and Feature Sorting: FR4(FSoFS)$\wedge $FSo. 575-583 2022 SOCO https://doi.org/10.1007/978-3-031-18050-7_56 conf/softcomp/2022 db/conf/softcomp/soco2022.html#Tallon-Ballesteros22 Antonio J. Tallón-Ballesteros Proceedings of CECNet 2022 - The 12th International Conference on Electronics, Communications and Networks (CECNet 2022), 4-7 November 2022, Virtual Event / Xiamen, China IOS Press 2022 CECNet Frontiers in Artificial Intelligence and Applications 363 978-1-64368-368-3 978-1-64368-369-0 https://doi.org/10.3233/FAIA363 db/conf/cecnet/cecnet2022.html Antonio J. Tallón-Ballesteros Fuzzy Systems and Data Mining VIII - Proceedings of FSDM 2022, Virtual Event, 4-7 November 2022. IOS Press 2022 FSDM Frontiers in Artificial Intelligence and Applications 358 978-1-64368-346-1 978-1-64368-347-8 https://ebooks.iospress.nl/volume/fuzzy-systems-and-data-mining-viii-proceedings-of-fsdm-2022 https://doi.org/10.3233/FAIA358 db/conf/fsdm/fsdm2022.html Antonio J. Tallón-Ballesteros Modern Management based on Big Data III - Proceedings of MMBD 2022, Virtual Event / Seoul, Korea, 15-18 August 2022. IOS Press 2022 MMBD Frontiers in Artificial Intelligence and Applications 352 978-1-64368-300-3 978-1-64368-301-0 https://doi.org/10.3233/FAIA352 db/conf/mmbd/mmbd2022.html

Antonio J. Tallón-Ballesteros Sung-Bae Cho Extracting salient information from discarded features via attribute selection and pruning. 107041 2021 101 Appl. Soft Comput. https://doi.org/10.1016/j.asoc.2020.107041 db/journals/asc/asc101.html#Tallon-Ballesteros21

Yan Zhong 0005 Tengyue Li Simon Fong 0001 Xuqi Li Antonio J. Tallón-Ballesteros Sabah Mohammed A Novel Pre-processing Method for Enhancing Classification Over Sensor Data Streams Using Subspace Probability Detection. 38-49 2021 HAIS https://doi.org/10.1007/978-3-030-86271-8_4 conf/hais/2021 db/conf/hais/hais2021.html#ZhongL0LTM21 Gonçalo Peres Antonio J. Tallón-Ballesteros Luís Cavique Multi-Attribute Forecast of the Price in the Iberian Electricity Market. 485-492 2021 IDEAL https://doi.org/10.1007/978-3-030-91608-4_48 conf/ideal/2021 db/conf/ideal/ideal2021.html#PeresTC21 Antonio J. Tallón-Ballesteros Luís Correia 0001 Simon Fong 0001 Hybrid scatter and ant search feature subset selection: applications in classification problems. 150-153 2021 IDSTA https://doi.org/10.1109/IDSTA53674.2021.9660823 conf/idsta/2021 db/conf/idsta/idsta2021.html#Tallon-Ballesteros21 José A. Blanco Antonio J. Tallón-Ballesteros Supervised Machine Learning Techniques in the Bitcoin Transactions. A Case of Ransomware Classification. 803-810 2021 SOCO https://doi.org/10.1007/978-3-030-87869-6_76 conf/softcomp/2021 db/conf/softcomp/soco2021.html#BlancoT21 Antonio J. Tallón-Ballesteros Luís Correia 0001 Rocío Leal-Díaz Attribute Subset Selection for Image Recognition. Random Forest Under Assessment. 821-827 2021 SOCO https://doi.org/10.1007/978-3-030-87869-6_78 conf/softcomp/2021 db/conf/softcomp/soco2021.html#Tallon-Ballesteros21 Antonio J. Tallón-Ballesteros Proceedings of CECNet 2021 - The 11th International Conference on Electronics, Communications and Networks (CECNet), November 18-21, 2021, Virtual Event / Beijing, China IOS Press 2021 CECNet Frontiers in Artificial Intelligence and Applications 345 978-1-64368-240-2 978-1-64368-241-9 https://doi.org/10.3233/FAIA345 db/conf/cecnet/cecnet2021.html Antonio J. Tallón-Ballesteros Fuzzy Systems and Data Mining VII - Proceedings of FSDM 2021, Virtual Event, 26-29 October 2021. IOS Press 2021 FSDM Frontiers in Artificial Intelligence and Applications 340 978-1-64368-214-3 978-1-64368-215-0 https://doi.org/10.3233/FAIA340 db/conf/fsdm/fsdm2021.html Hujun Yin David Camacho Peter Tiño Richard Allmendinger 0001 Antonio J. Tallón-Ballesteros Ke Tang 0001 Sung-Bae Cho Paulo Novais Susana Nascimento Intelligent Data Engineering and Automated Learning - IDEAL 2021 - 22nd International Conference, IDEAL 2021, Manchester, UK, November 25-27, 2021, Proceedings IDEAL Springer 2021 Lecture Notes in Computer Science 13113 978-3-030-91607-7 978-3-030-91608-4 https://doi.org/10.1007/978-3-030-91608-4 db/conf/ideal/ideal2021.html Antonio J. Tallón-Ballesteros Modern Management based on Big Data II and Machine Learning and Intelligent Systems III - Proceedings of MMBD 2021 and MLIS 2021, Virtual Event, China, 8-11 November 2021. IOS Press 2021 MMBD/MLIS Frontiers in Artificial Intelligence and Applications 341 978-1-64368-224-2 978-1-64368-225-9 https://doi.org/10.3233/FAIA341 db/conf/mmbd/mmbd2021.html

Antonio González-Pardo Antonio J. Tallón-Ballesteros Hujun Yin Special issue on new trends and challenges of bio-inspired computational intelligence algorithms in massively complex systems. 2020 37 Expert Syst. J. Knowl. Eng. 6 https://doi.org/10.1111/exsy.12637 db/journals/es/es37.html#Gonzalez-PardoT20

Iat Hang Fong Tengyue Li Simon Fong 0001 Raymond K. Wong 0001 Antonio J. Tallón-Ballesteros Predicting concentration levels of air pollutants by transfer learning and recurrent neural network. 105622 2020 192 Knowl. Based Syst. https://doi.org/10.1016/j.knosys.2020.105622 db/journals/kbs/kbs192.html#FongLFWT20

Antonio J. Tallón-Ballesteros José C. Riquelme Roberto Ruiz Filter-based feature selection in the context of evolutionary neural networks in supervised machine learning. 467-491 2020 23 Pattern Anal. Appl. 1 https://doi.org/10.1007/s10044-019-00798-z https://www.wikidata.org/entity/Q128295990 db/journals/paa/paa23.html#Tallon-Ballesteros20

Tengyue Li Simon Fong 0001 Antonio J. Tallón-Ballesteros Teng-Yue algorithm: a novel metaheuristic search method for fast cancer classification. 47-48 2020 GECCO Companion https://doi.org/10.1145/3377929.3398169 https://www.wikidata.org/entity/Q130927923 conf/gecco/2020c db/conf/gecco/gecco2020c.html#LiFT20 Antonio J. Tallón-Ballesteros Tengyue Li Simon Fong 0001 Quality enhancement of stochastic feature subset selection via genetic algorithms. Assessment in bioinformatics data sets. 55-56 2020 GECCO Companion https://doi.org/10.1145/3377929.3398168 conf/gecco/2020c db/conf/gecco/gecco2020c.html#Tallon-Ballesteros20 Antonio J. Tallón-Ballesteros Simon Fong 0001 Tengyue Li Liansheng Liu Thomas Hanne Weiwei Lin 0001 Hybridized White Learning in Cloud-Based Picture Archiving and Communication System for Predictability and Interpretability. 511-521 2020 HAIS https://doi.org/10.1007/978-3-030-61705-9_42 conf/hais/2020 db/conf/hais/hais2020.html#Tallon-Ballesteros20 Tengyue Li Simon Fong 0001 Yaoyang Wu Antonio J. Tallón-Ballesteros Kennard-Stone Balance Algorithm for Time-series Big Data Stream Mining. 851-858 2020 ICDM (Workshops) https://doi.org/10.1109/ICDMW51313.2020.00122 conf/icdm/2020w db/conf/icdm/icdm2020w.html#LiFWT20 Luís Cavique Paulo Pombinho Antonio J. Tallón-Ballesteros Luís Correia 0001 Data Pre-processing and Data Generation in the Student Flow Case Study. 35-43 2020 IDEAL (2) https://doi.org/10.1007/978-3-030-62365-4_4 conf/ideal/2020-2 db/conf/ideal/ideal2020-2.html#CaviquePTC20 Antonio J. Tallón-Ballesteros Fuzzy Systems and Data Mining VI - Proceedings of FSDM 2020, Virtual Event, November 13-16, 2020. IOS Press 2020 FSDM Frontiers in Artificial Intelligence and Applications 331 978-1-64368-134-4 978-1-64368-135-1 https://doi.org/10.3233/FAIA331 db/conf/fsdm/fsdm2020.html Antonio J. Tallón-Ballesteros Chi-Hua Chen 0002 Machine Learning and Artificial Intelligence - Proceedings of MLIS 2020, Virtual Event, October 25-28, 2020. IOS Press 2020 MLIS Frontiers in Artificial Intelligence and Applications 332 978-1-64368-136-8 978-1-64368-137-5 https://doi.org/10.3233/FAIA332 db/conf/mlis/mlis2020.html Antonio J. Tallón-Ballesteros Modern Management based on Big Data I - Proceedings of MMBD 2020, Beijing, China, October 18-21, 2020 IOS Press 2020 MMBD Frontiers in Artificial Intelligence and Applications 329 978-1-64368-120-7 978-1-64368-121-4 https://doi.org/10.3233/FAIA329 db/conf/mmbd/mmbd2020.html

Antonio J. Tallón-Ballesteros Metaheuristic algorithm to train product and sigmoid neural network classifiers. 2019 36 Expert Syst. J. Knowl. Eng. 3 https://doi.org/10.1111/exsy.12383 db/journals/es/es36.html#Tallon-Ballesteros19

Ángel Arcos-Vargas Fernando Nuñez Antonio J. Tallón-Ballesteros Bargains in the diamond market? How to take advantage from online information. 2019 36 Expert Syst. J. Knowl. Eng. 5 https://doi.org/10.1111/exsy.12423 https://www.wikidata.org/entity/Q127334145 db/journals/es/es36.html#Arcos-VargasNT19

Antonio J. Tallón-Ballesteros José C. Riquelme Roberto Ruiz Semi-wrapper feature subset selector for feed-forward neural networks: Applications to binary and multi-class classification problems. 28-44 2019 353 Neurocomputing https://doi.org/10.1016/j.neucom.2018.05.133 https://www.wikidata.org/entity/Q128226213 db/journals/ijon/ijon353.html#Tallon-Ballesteros19

Antonio J. Tallón-Ballesteros Simon Fong 0001 Rocío Leal-Díaz Does the Order of Attributes Play an Important Role in Classification? 370-380 2019 HAIS https://doi.org/10.1007/978-3-030-29859-3_32 conf/hais/2019 db/conf/hais/hais2019.html#Tallon-Ballesteros19 Svetlana Simic Ljiljana Radmilo Dragan Simic Svetislav D. Simic Antonio J. Tallón-Ballesteros Fuzzy Clustering Approach to Data Selection for Computer Usage in Headache Disorders. 70-77 2019 IDEAL (2) https://doi.org/10.1007/978-3-030-33617-2_8 conf/ideal/2019-2 db/conf/ideal/ideal2019-2.html#SimicRSST19 Antonio J. Tallón-Ballesteros Luís Cavique Simon Fong 0001 Addressing Low Dimensionality Feature Subset Selection: ReliefF(-k) or Extended Correlation-Based Feature Selection(eCFS)? 251-260 2019 SOCO https://doi.org/10.1007/978-3-030-20055-8_24 conf/softcomp/2019 db/conf/softcomp/soco2019.html#Tallon-Ballesteros19 Antonio J. Tallón-Ballesteros Fuzzy Systems and Data Mining V - Proceedings of FSDM 2019, Kitakyushu City, Japan, October 18-21, 2019 IOS Press 2019 FSDM Frontiers in Artificial Intelligence and Applications 320 978-1-64368-018-7 978-1-64368-019-4 https://doi.org/10.3233/FAIA320 db/conf/fsdm/fsdm2019.html Hujun Yin David Camacho Peter Tiño Antonio J. Tallón-Ballesteros Ronaldo Menezes Richard Allmendinger 0001 Intelligent Data Engineering and Automated Learning - IDEAL 2019 - 20th International Conference, Manchester, UK, November 14-16, 2019, Proceedings, Part I IDEAL (1) Springer 2019 Lecture Notes in Computer Science 11871 978-3-030-33606-6 978-3-030-33607-3 https://doi.org/10.1007/978-3-030-33607-3 db/conf/ideal/ideal2019-1.html Hujun Yin David Camacho Peter Tiño Antonio J. Tallón-Ballesteros Ronaldo Menezes Richard Allmendinger 0001 Intelligent Data Engineering and Automated Learning - IDEAL 2019 - 20th International Conference, Manchester, UK, November 14-16, 2019, Proceedings, Part II IDEAL (2) Springer 2019 Lecture Notes in Computer Science 11872 978-3-030-33616-5 978-3-030-33617-2 https://doi.org/10.1007/978-3-030-33617-2 db/conf/ideal/ideal2019-2.html Antonio J. Tallón-Ballesteros Simon James Fong Raymond Kwok-Kay Wong An Empirical Study on Performance Server Analysis and URL Phishing Prevention to Improve System Management Through Machine Learning. 199-207 2018 GECON https://doi.org/10.1007/978-3-030-13342-9_17 conf/gecon/2018 db/conf/gecon/gecon2018.html#Tallon-Ballesteros18 Antonio J. Tallón-Ballesteros Luís Correia 0001 Bing Xue 0001 Featuring the Attributes in Supervised Machine Learning. 350-362 2018 HAIS https://doi.org/10.1007/978-3-319-92639-1_29 conf/hais/2018 db/conf/hais/hais2018.html#Tallon-Ballesteros18 Eva Tuba Raka Jovanovic Marko Beko Antonio J. Tallón-Ballesteros Milan Tuba Bare Bones Fireworks Algorithm for Medical Image Compression. 262-270 2018 IDEAL (2) https://doi.org/10.1007/978-3-030-03496-2_29 conf/ideal/2018-2 db/conf/ideal/ideal2018-2.html#TubaJBTT18 Antonio J. Tallón-Ballesteros Milan Tuba Bing Xue 0001 Takako Hashimoto Feature Selection and Interpretable Feature Transformation: A Preliminary Study on Feature Engineering for Classification Algorithms. 280-287 2018 IDEAL (2) https://doi.org/10.1007/978-3-030-03496-2_31 https://www.wikidata.org/entity/Q135390516 conf/ideal/2018-2 db/conf/ideal/ideal2018-2.html#Tallon-Ballesteros18 Zoila Ruiz-Chavez Jaime Salvador-Meneses José García Rodríguez 0001 Antonio J. Tallón-Ballesteros Data Pre-processing to Apply Multiple Imputation Techniques: A Case Study on Real-World Census Data. 288-295 2018 IDEAL (2) https://doi.org/10.1007/978-3-030-03496-2_32 conf/ideal/2018-2 db/conf/ideal/ideal2018-2.html#Ruiz-ChavezSRT18 Antonio J. Tallón-Ballesteros Kaicheng Li Fuzzy Systems and Data Mining IV - Proceedings of FSDM 2018, Bangkok, Thailand, 16-19 November 2018. IOS Press 2018 FSDM Frontiers in Artificial Intelligence and Applications 309 978-1-61499-926-3 978-1-61499-927-0 db/conf/fsdm/fsdm2018.html Hujun Yin David Camacho Paulo Novais Antonio J. Tallón-Ballesteros Intelligent Data Engineering and Automated Learning - IDEAL 2018 - 19th International Conference, Madrid, Spain, November 21-23, 2018, Proceedings, Part I IDEAL (1) Springer 2018 Lecture Notes in Computer Science 11314 978-3-030-03492-4 978-3-030-03493-1 https://doi.org/10.1007/978-3-030-03493-1 db/conf/ideal/ideal2018-1.html Hujun Yin David Camacho Paulo Novais Antonio J. Tallón-Ballesteros Intelligent Data Engineering and Automated Learning - IDEAL 2018 - 19th International Conference, Madrid, Spain, November 21-23, 2018, Proceedings, Part II IDEAL (2) Springer 2018 Lecture Notes in Computer Science 11315 978-3-030-03495-5 978-3-030-03496-2 https://doi.org/10.1007/978-3-030-03496-2 db/conf/ideal/ideal2018-2.html Antonio J. Tallón-Ballesteros Luís Correia 0001 Sung-Bae Cho Stochastic and Non-Stochastic Feature Selection. 592-598 2017 IDEAL https://doi.org/10.1007/978-3-319-68935-7_64 conf/ideal/2017 db/conf/ideal/ideal2017.html#Tallon-Ballesteros17 Pablo Álvarez de Toledo Fernando Nuñez Carlos Usabiaga Antonio J. Tallón-Ballesteros Understanding Matching Data Through Their Partial Components. 599-606 2017 IDEAL https://doi.org/10.1007/978-3-319-68935-7_65 conf/ideal/2017 db/conf/ideal/ideal2017.html#ToledoNUT17 Antonio J. Tallón-Ballesteros José C. Riquelme Low Dimensionality or Same Subsets as a Result of Feature Selection: An In-Depth Roadmap. 531-539 2017 IWINAC (2) https://doi.org/10.1007/978-3-319-59773-7_54 conf/iwinac/2017-2 db/conf/iwinac/iwinac2017-2.html#Tallon-Ballesteros17 Sung-Bae Cho Antonio J. Tallón-Ballesteros Visual Tools to Lecture Data Analytics and Engineering. 551-558 2017 IWINAC (2) https://doi.org/10.1007/978-3-319-59773-7_56 conf/iwinac/2017-2 db/conf/iwinac/iwinac2017-2.html#ChoT17 Antonio J. Tallón-Ballesteros Luís Correia 0001 Medium and high-dimensionality attribute selection in Bayes-type classifiers. 1-6 2017 IWOBI https://doi.org/10.1109/IWOBI.2017.7985539 conf/iwobi/2017 db/conf/iwobi/iwobi2017.html#Tallon-Ballesteros17 Antonio J. Tallón-Ballesteros Kaicheng Li Fuzzy Systems and Data Mining III - Proceedings of FSDM 2017 [Hualien, Taiwan, November 2017]. IOS Press 2017 FSDM Frontiers in Artificial Intelligence and Applications 299 978-1-61499-827-3 978-1-61499-828-0 db/conf/fsdm/fsdm2017.html Hujun Yin Yang Gao 0001 Songcan Chen Yimin Wen Guoyong Cai Tianlong Gu Junping Du 0001 Antonio J. Tallón-Ballesteros Min-Ling Zhang Intelligent Data Engineering and Automated Learning - IDEAL 2017 - 18th International Conference, Guilin, China, October 30 - November 1, 2017, Proceedings IDEAL Springer 2017 Lecture Notes in Computer Science 10585 978-3-319-68934-0 978-3-319-68935-7 https://doi.org/10.1007/978-3-319-68935-7 db/conf/ideal/ideal2017.html

Antonio J. Tallón-Ballesteros Contemporary training methodologies based on evolutionary artificial neural networks with product and sigmoid neurons for classification. 469-471 2016 29 AI Commun. 3 https://doi.org/10.3233/AIC-150681 db/journals/aicom/aicom29.html#Tallon-Ballesteros15

Antonio J. Tallón-Ballesteros José Cristóbal Riquelme Santos Roberto Ruiz Sánchez Merging subsets of attributes to improve a hybrid consistency-based filter: a case of study in product unit neural networks. 242-257 2016 28 Connect. Sci. 3 https://doi.org/10.1080/09540091.2016.1149146 db/journals/connection/connection28.html#Tallon-Ballesteros16

Antonio J. Tallón-Ballesteros José C. Riquelme Roberto Ruiz Sánchez Accuracy Increase on Evolving Product Unit Neural Networks via Feature Subset Selection. 136-148 2016 HAIS https://doi.org/10.1007/978-3-319-32034-2_12 conf/hais/2016 db/conf/hais/hais2016.html#Tallon-Ballesteros16 Shilei Sun Antonio J. Tallón-Ballesteros Dragan Pamucar Feng Liu Fuzzy Systems and Data Mining II - Proceedings of FSDM 2016 [Macau, China, 1-14 December 2016] FSDM IOS Press 2016 Frontiers in Artificial Intelligence and Applications 293 978-1-61499-721-4 978-1-61499-722-1 http://ebooks.iospress.nl/volume/fuzzy-systems-and-data-mining-ii-proceedings-of-fsdm-2016 db/conf/fsdm/fsdm2016.html Hujun Yin Yang Gao 0001 Bin Li 0006 Daoqiang Zhang Ming Yang 0014 Yun Li 0010 Frank Klawonn Antonio J. Tallón-Ballesteros Intelligent Data Engineering and Automated Learning - IDEAL 2016 - 17th International Conference, Yangzhou, China, October 12-14, 2016, Proceedings IDEAL Springer 2016 Lecture Notes in Computer Science 9937 978-3-319-46256-1 https://doi.org/10.1007/978-3-319-46257-8 db/conf/ideal/ideal2016.html Antonio J. Tallón-Ballesteros José C. Riquelme Data Cleansing Meets Feature Selection: A Supervised Machine Learning Approach. 369-378 2015 IWINAC (2) https://doi.org/10.1007/978-3-319-18833-1_39 conf/iwinac/2015-2 db/conf/iwinac/iwinac2015-2.html#Tallon-Ballesteros15

Antonio J. Tallón-Ballesteros New training approaches for classification based on evolutionary neural networks. Application to product and sigmoidal units. 30-34 2014 17 Inteligencia Artif. 54 https://doi.org/10.4114/intartif.vol17iss54pp30-34 db/journals/aepia/aepia17.html#Tallon-Ballesteros14

Antonio J. Tallón-Ballesteros José C. Riquelme Tackling Ant Colony Optimization Meta-Heuristic as Search Method in Feature Subset Selection Based on Correlation or Consistency Measures. 386-393 2014 IDEAL https://doi.org/10.1007/978-3-319-10840-7_47 conf/ideal/2014 db/conf/ideal/ideal2014.html#Tallon-BallesterosR14 Antonio J. Tallón-Ballesteros José Cristóbal Riquelme Santos Deleting or keeping outliers for classifier training? 281-286 2014 NaBIC https://doi.org/10.1109/NaBIC.2014.6921892 conf/nabic/2014 db/conf/nabic/nabic2014.html#Tallon-BallesterosS14 Antonio J. Tallón-Ballesteros José C. Riquelme Data Mining Methods Applied to a Digital Forensics Task for Supervised Machine Learning. 413-428 2014 Computational Intelligence in Digital Forensics https://doi.org/10.1007/978-3-319-05885-6_17 series/sci/2014-555 db/series/sci/sci555.html#Tallon-BallesterosR14

Antonio J. Tallón-Ballesteros César Hervás-Martínez José C. Riquelme Roberto Ruiz Feature selection to enhance a two-stage evolutionary algorithm in product unit neural networks for complex classification problems. 107-117 2013 114 Neurocomputing https://doi.org/10.1016/j.neucom.2012.08.041 db/journals/ijon/ijon114.html#Tallon-BallesterosHRR13

Antonio J. Tallón-Ballesteros Pedro Antonio Gutiérrez Peña César Hervás-Martínez Distribution of the search of evolutionary product unit neural networks for classification http://arxiv.org/abs/1205.3336 2012 CoRR abs/1205.3336 db/journals/corr/corr1205.html#abs-1205-3336

Antonio J. Tallón-Ballesteros César Hervás-Martínez A two-stage algorithm in evolutionary product unit neural networks for classification. 743-754 2011 38 Expert Syst. Appl. 1 https://doi.org/10.1016/j.eswa.2010.07.028 db/journals/eswa/eswa38.html#Tallon-BallesterosH11

Antonio J. Tallón-Ballesteros César Hervás-Martínez José C. Riquelme Roberto Ruiz Improving the Accuracy of a Two-Stage Algorithm in Evolutionary Product Unit Neural Networks for Classification by Means of Feature Selection. 381-390 2011 IWINAC (2) https://doi.org/10.1007/978-3-642-21326-7_41 conf/iwinac/2011-2 db/conf/iwinac/iwinac2011-2.html#Tallon-BallesterosHRR11 Juan M. Alberola Richard Allmendinger 0001 Gretel Alonso Isabela Ortigosa de Araujo Ángel Arcos-Vargas Alejandro Bautista-Juárez Marko Beko Raquel Beltran-Barba José A. Blanco Kelsy Cabello-Solorzano Guoyong Cai David Camacho Luís Cavique Ángeles Cebrián-Hernández Chi-Hua Chen 0002 Songcan Chen Sung-Bae Cho Luís Correia 0001 Estefanía Cortés-Ancos Junping Du 0001 Bapi Dutta Alberto Fernández-Merchán Iat Hang Fong Simon Fong 0001Simon James Fong Yang Gao 0001 Diego A. López García Teresa Gonçalves 0001 Antonio González-Pardo Agustina Grangetto Tianlong Gu Pedro Antonio GutiérrezPedro Antonio Gutiérrez Peña Thomas Hanne Takako Hashimoto César Hervás-Martínez Enrique Jiménez-Rodríguez Raka Jovanovic Vicente Julián Frank Klawonn Rocío Leal-Díaz Diana León-Castro Bin Li 0006 Jinyan Li 0002 Kaicheng Li Tengyue Li Xuqi Li Yun Li 0010 Jiahao Liang Weiwei Lin 0001 Feng Liu Liansheng Liu Alba Márquez-Rodríguez Alejandra Gabriela Martínez Luis Martínez-López 0001Luis Martínez 0001 Paulo Pombinho de MatosPaulo Pombinho Sandra Méndez-Muros Ronaldo Menezes Sabah Mohammed Susana Nascimento Vítor Beires Nogueira Paulo Novais Fernando Nuñez Daniel Alejandro Ortiz-Tandazo Jessica Coto Palacio Dragan Pamucar Marco Peña Marco A. Peña-Cubillos Gonçalo Peres Paulo Quaresma Ljiljana Radmilo José García Rodríguez 0001 Rosa M. Rodríguez 0001Rosa María Rodríguez Domínguez Enzo Alejandro Castro Rojas Zoila RuizZoila Ruiz-Chavez Jaime Salvador-Meneses Roberto Ruiz SánchezRoberto Ruiz Paola Santana-Morales José Cristóbal Riquelme SantosJosé C. Riquelme Dragan Simic Svetislav SimicSvetislav D. Simic Svetlana Simic Shilei Sun Ke Tang 0001 Peter Tiño Pablo Álvarez de Toledo Eva Tuba Milan Tuba Carlos Usabiaga Alejandro Villar-Ruiz Yimin Wen Raymond K. Wong 0001Raymond Kwok-Kay Wong Feng Wu Yaoyang Wu Bing Xue 0001 Ming Yang 0014 Xin-She Yang 0001 Qingyu Ye Raciel Yera Hujun Yin Jiahui Yu Daoqiang Zhang Min-Ling Zhang Yan Zhong 0005