A Novel Enhanced Random Forest for Medical Data Classification using Correlation Pearson and Best Number of Trees.

Hayet Farida Merouani Hayet Farida Merouani-Djellali Badji Mokhtar University, Computer Science Department, Annaba, Algeria Hayet Djellali https://scholar.google.com/citations?user=IL2tBXwAAAAJ https://orcid.org/0000-0001-9530-1663 https://www.researcherid.com/rid/N-5109-2016 https://www.scopus.com/authid/detail.uri?authorId=56017175700 https://www.researchgate.net/profile/Hayet-Farida-Merouani-2 https://publons.com/researcher/2216445

Ilhem Tarchoune Akila Djebbar Hayet Farida Merouani Harfi Rania A Novel Enhanced Random Forest for Medical Data Classification using Correlation Pearson and Best Number of Trees. 57-68 2024 18 J. Comput. Sci. Eng. 1 https://doi.org/10.5626/jcse.2024.18.1.57 db/journals/jcse/jcse18.html#TarchouneDMR24 streams/journals/jcse

Ilhem Tarchoune Akila Djebbar Hayet Farida Merouani-Djellali Djamel Zenakhra 3FS-CBR-IRF: improving case retrieval for case-based reasoning with three feature selection and improved random forest. 72939-72973 2024 September 83 Multim. Tools Appl. 29 https://doi.org/10.1007/s11042-024-18360-3 db/journals/mta/mta83.html#TarchouneDMZ24 streams/journals/mta

Nour El Houda Bourai Hayet Farida Merouani Akila Djebbar Deep learning-assisted medical image compression challenges and opportunities: systematic review. 10067-10108 2024 36 Neural Comput. Appl. 17 https://doi.org/10.1007/s00521-024-09660-8 db/journals/nca/nca36.html#BouraiMD24

Safa Gasmi Akila Djebbar Hayet Farida Merouani Hanene Djedi An Innovative CBR-Enhanced Approach for Skin Cancer Classification using Cascade Forest Model and Convolutional Neural Network with Attention Mechanism. 2024 10 EAI Endorsed Trans. Pervasive Health Technol. https://doi.org/10.4108/eetpht.10.3875 db/journals/phat/phat10.html#GasmiDMD24 streams/journals/phat

Amel Ziani Mohamed Amine Adouane Mohamed Ayoub Delladj Fatima Zahra Brahimi Hayet Farida Merouani Drugs Recommender System Based on Side Effects and Opinions Analysis. 38-50 2024 ISPR (1) https://doi.org/10.1007/978-3-031-82150-9_4 conf/ispr/2024-1 db/conf/ispr/ispr2024-1.html#ZianiADBM24

Safa Gasmi Akila Djebbar Hayet Farida Merouani Boruta Feature Selection Method for Optimizing a Case-Based Reasoning Model to Predict Heart Disease. 2351016:1-2351016:40 2023 November 37 Int. J. Pattern Recognit. Artif. Intell. 14 https://doi.org/10.1142/S0218001423510163 db/journals/ijprai/ijprai37.html#GasmiDM23

Hayet Saadi Hayet Farida Merouani Ahlem Melouah Zahia Guessoum Saida Lemnadjlia Nacereddine Boukabach Multi-agents system for breast tumour detection in mammography by deep learning pre-processing and watershed segmentation. 632-661 2022 12 Int. J. Comput. Vis. Robotics 6 https://doi.org/10.1504/IJCVR.2022.10044028 db/journals/ijcvr/ijcvr12.html#SaadiMMGLB22

Ilhem Tarchoune Akila Djebbar Hayet Farida Merouani Doha Hadji An Improved Random Forest Based on Feature Selection and Feature Weighting for Case Retrieval in CBR Systems: Application to Medical Data. 1-20 2022 10 Int. J. Softw. Innov. 1 https://doi.org/10.4018/ijsi.293265 https://www.wikidata.org/entity/Q111897237 db/journals/ijsinnov/ijsinnov10.html#TarchouneDMH22

Akila Djebbar Hayet Farida Merouani Hayet Djellali A new case-deletion strategy for case-base maintenance based on K-means Clustering Algorithm applied to medical data. 541-559 2021 15 Intell. Decis. Technol. 4 https://doi.org/10.3233/IDT-200156 db/journals/idt/idt15.html#DjebbarMD21

Asma Chebli Akila Djebbar Hayet Farida Merouani Hakim Lounis Case-Base Maintenance: An Approach Based on Active Semi-Supervised Learning. 2151011:1-2151011:28 2021 35 Int. J. Pattern Recognit. Artif. Intell. 11 https://doi.org/10.1142/S0218001421510113 db/journals/ijprai/ijprai35.html#ChebliDML21

Sawsen Boudraa Ahlem Melouah Hayet Farida Merouani Improving mass discrimination in mammogram-CAD system using texture information and super-resolution reconstruction. 697-706 2020 11 Evol. Syst. 4 https://doi.org/10.1007/s12530-019-09322-4 https://www.wikidata.org/entity/Q126419788 db/journals/evs/evs11.html#BoudraaMM20

Asma Chebli Akila Djebbar Hayet Farida Merouani-Djellali Improving the performance of computer-aided diagnosis systems using semi-supervised learning: a survey and analysis. 454-478 2020 13 Int. J. Intell. Inf. Database Syst. 2/3/4 https://doi.org/10.1504/IJIIDS.2020.109466 db/journals/ijiids/ijiids13.html#ChebliDM20

Ammar Ladjailia Imed Bouchrika Hayet Farida Merouani Nouzha Harrati Zohra Mahfouf Human activity recognition via optical flow: decomposing activities into basic actions. 16387-16400 2020 32 Neural Comput. Appl. 21 https://doi.org/10.1007/s00521-018-3951-x https://www.wikidata.org/entity/Q128685799 db/journals/nca/nca32.html#LadjailiaBMHM20

Laimeche Lakhdar Hayet Farida Merouani Smaine Mazouzi A new feature extraction scheme in wavelet transform for stego image classification. 181-194 2018 9 Evol. Syst. 3 https://doi.org/10.1007/s12530-017-9174-z db/journals/evs/evs9.html#LakhdarMM18

Zohra Mahfouf Hayet Farida Merouani Imed Bouchrika Nouzha Harrati Investigating the use of motion-based features from optical flow for gait recognition. 140-149 2018 283 Neurocomputing https://doi.org/10.1016/j.neucom.2017.12.040 db/journals/ijon/ijon283.html#MahfoufMBH18

Sarah Benmazou Hayet Farida Merouani Wavelet based feature extraction method for breast cancer diagnosis. 1-5 2018 ATSIP https://doi.org/10.1109/ATSIP.2018.8364477 conf/atsip/2018 db/conf/atsip/atsip2018.html#BenmazouM18

Chokri Ferkous Hayet Farida Merouani Mammographic mass classification according to Bi-RADS lexicon. 189-198 2017 11 IET Comput. Vis. 3 https://doi.org/10.1049/iet-cvi.2016.0244 db/journals/iet-cvi/iet-cvi11.html#ChokriM17

Ahlem Refai Hayet Farida Merouani Hayet Aouras Maintenance of a Bayesian network: application using medical diagnosis. 187-196 2016 7 Evol. Syst. 3 https://doi.org/10.1007/s12530-016-9146-8 db/journals/evs/evs7.html#RefaiMA16

Akram Zine Eddine Boukhamla Hayet Farida Merouani Hocine Sissaoui Parallelization of filtered back-projection algorithm for computed tomography. 197-205 2016 7 Evol. Syst. 3 https://doi.org/10.1007/s12530-015-9139-z db/journals/evs/evs7.html#BoukhamlaMS16

Abdessalem Kelaiaia Hayet Farida Merouani Clustering with probabilistic topic models on arabic texts: a comparative study of LDA and K-means. 332-338 2016 13 Int. Arab J. Inf. Technol. 2 http://iajit.org/index.php?option=com_content&task=blogcategory&id=103&Itemid=385 db/journals/iajit/iajit13.html#KelaiaiaM16

Mohamed Tahar Abdelkrim Hayet Farida Merouani Zoubida Benhammadi Object tracking based on the somatosensory system. 167-175 2015 6 Evol. Syst. 3 https://doi.org/10.1007/s12530-014-9120-2 db/journals/evs/evs6.html#AbdelkrimMB15

Hamoud Meriem Hayet Farida Merouani Laimeche Lakhdar The power laws: Zipf and inverse Zipf for automated segmentation and classification of masses within mammograms. 209-227 2015 6 Evol. Syst. 3 https://doi.org/10.1007/s12530-014-9116-y db/journals/evs/evs6.html#MeriemML15

Mohamed Mokhtar Bendib Hayet Farida Merouani Fatma Diaba Automatic segmentation of brain MRI through stationary wavelet transform and random forests. 829-843 2015 18 Pattern Anal. Appl. 4 https://doi.org/10.1007/s10044-014-0373-y db/journals/paa/paa18.html#BendibMD15

Samira Chebbout Hayet Farida Merouani A Novel Saliency Detection Model based on Self Organizing Tree Algorithm. 47:1-47:6 2015 IPAC https://doi.org/10.1145/2816839.2816883 conf/iciip/2015 db/conf/iciip/ipac2015.html#ChebboutM15 Mohamed Mokhtar Bendib Hayet Farida Merouani Fatma Diaba Automatic Generation of Suitable DWT Sub-band - An Application to Brain MRI Classification. 166-170 2015 VISAPP (3) https://doi.org/10.5220/0005333001660170 conf/visapp/2015-3 db/conf/visapp/visapp2015-3.html#BendibMD15

Sarah Benmazou Hayet Farida Merouani Soumia Layachi Beledjhem Nedjmeddine Classification of mammography images based on cellular automata and Haralick parameters. 209-216 2014 5 Evol. Syst. 3 https://doi.org/10.1007/s12530-014-9105-1 db/journals/evs/evs5.html#BenmazouMLN14

Mohamed Mokhtar Bendib Hayet Farida Merouani Fatma Diaba The brain MRI classification problem from wavelets perspective. 94451I 2014 ICMV https://doi.org/10.1117/12.2180561 conf/icmv/2014 db/conf/icmv/icmv2014.html#BendibMD14

Akila Djebbar Hayet Farida Merouani Optimising retrieval phase in CBR through Pearl and JLO algorithms for medical diagnosis. 161-181 2013 5 Int. J. Adv. Intell. Paradigms 3 https://doi.org/10.1504/IJAIP.2013.056420 db/journals/ijaip/ijaip5.html#DjebbarM13

Abdessalem Kelaiaia Hayet Farida Merouani Clustering with Probabilistic Topic Models on Arabic Texts. 65-74 2013 Modeling Approaches and Algorithms for Advanced Computer Applications https://doi.org/10.1007/978-3-319-00560-7_11 series/sci/2013-488 db/series/sci/sci488.html#KelaiaiaM13

Akila Djebbar Hayet Farida Merouani Retrieval and adaptation in CBR through Bayesian Network for diagnosis of hepatic pathologies. 123-134 2012 9 Int. J. Hybrid Intell. Syst. 3 https://doi.org/10.3233/HIS-2012-0151 db/journals/ijhis/ijhis9.html#DjebbarM12

Yamina Bordjiba Hayet Farida Merouani MPEG4 parameterization for facial deformation. 414-419 2012 ICMCS https://doi.org/10.1109/ICMCS.2012.6320283 conf/icmcs2/2012 db/conf/icmcs2/icmcs2012.html#YaminaF12 Samira Chebbout Hayet Farida Merouani Comparative Study of Clustering Based Colour Image Segmentation Techniques. 839-844 2012 SITIS https://doi.org/10.1109/SITIS.2012.126 conf/sitis/2012 db/conf/sitis/sitis2012.html#ChebboutM12 Hamoud Meriem Hayet Farida Merouani Detection of a Region of Interest in the Images Based on Zipf Laws. 416-421 2011 SITIS https://doi.org/10.1109/SITIS.2011.56 https://doi.ieeecomputersociety.org/10.1109/SITIS.2011.56 conf/sitis/2011 db/conf/sitis/sitis2011.html#MeriemF11 Ahlem Melouah Hayet Farida Merouani Hierarchical segmentation of digital mammography by agents competition. 442-447 2008 ICDIM https://doi.org/10.1109/ICDIM.2008.4746776 conf/icdim/2008 db/conf/icdim/icdim2008.html#MelouahM08 Akila Djebbar Hayet Farida Merouani MOCABBAN: a modeling case base by a bayesian network applied to the diagnosis of hepatic pathologies. 678-685 2005 conf/cimca/2005 CIMCA/IAWTIC db/conf/cimca/cimca2005-2.html#DjebbarM05 https://doi.org/10.1109/CIMCA.2005.1631547 https://doi.ieeecomputersociety.org/10.1109/CIMCA.2005.1631547 K. Idir Hayet Farida Merouani Y. Tlili Image Segmentation Through Dual Pyramid of Agents. 360-366 2005 conf/iciap/2005 ICIAP https://doi.org/10.1007/11553595_44 db/conf/iciap/iciap2005.html#IdirMT05 Hayet Farida Merouani John A. W. McCall Ian McKenzie Fiona J. Gilbert Classification of GRF texture in mammograms through discriminant analysis. 673-676 2003 ISSPA (1) https://doi.org/10.1109/ISSPA.2003.1224793 conf/isspa/2003-1 db/conf/isspa/isspa2003-1.html#MerouaniMMG03 Mohamed Tahar Abdelkrim Mohamed Amine Adouane Hayet Aouras Mohamed Mokhtar Bendib Zoubida Benhammadi Sarah Benmazou Yamina Bordjiba Imed Bouchrika Sawsen Boudraa Nacereddine Boukabach Akram Zine Eddine Boukhamla Nour El Houda Bourai Fatima Zahra Brahimi Samira Chebbout Asma Chebli Mohamed Ayoub Delladj Fatma Diaba Akila Djebbar Hanene Djedi Hayet Djellali Chokri Ferkous Safa Gasmi Fiona J. Gilbert Zahia Guessoum Doha Hadji Nouzha Harrati K. Idir Abdessalem Kelaiaia Ammar Ladjailia Laimeche Lakhdar Soumia Layachi Saida Lemnadjlia Hakim Lounis Zohra Mahfouf Smaine Mazouzi John A. W. McCall Ian McKenzie Ahlem Melouah Hamoud Meriem Beledjhem Nedjmeddine Harfi Rania Ahlem Refai Hayet Saadi Hocine Sissaoui Ilhem Tarchoune Y. Tlili Djamel Zenakhra Amel Ziani