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Journal of Computational and Graphical Statistics Volume 15, 2006 - Issue 1
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Primary Article

Unsupervised Learning With Random Forest Predictors

Tao Shi Please E-mail correspondence to . Steve Horvath is an Assistant Professor in the Departments of Human Genetics and Biostatistics, Gonda Center, University of California, Los Angeles,CA90095-7088. Tao Shi is a Senior Bioinformatics Scientist, Ortho-Clinical Diagnostics, a Johnson & Johnson Company, 3210 Merryfield Row, San Diego, CA 92121, and graduated with a Ph.D. in Human Genetics from UCLA .
&
Steve Horvath Please E-mail correspondence to . Steve Horvath is an Assistant Professor in the Departments of Human Genetics and Biostatistics, Gonda Center, University of California, Los Angeles,CA90095-7088. Tao Shi is a Senior Bioinformatics Scientist, Ortho-Clinical Diagnostics, a Johnson & Johnson Company, 3210 Merryfield Row, San Diego, CA 92121, and graduated with a Ph.D. in Human Genetics from UCLA .
Pages 118-138 | Published online: 01 Jan 2012

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Fang Da, Chao Peng, Haomin Wang & Tie Li. (2022) A risk detection framework of Chinese high-tech firms using wide & deep learning model based on text disclosure. Procedia Computer Science 199, pages 262-268.
Crossref
Somya D. Mohanty, Deborah Lekan, Thomas P. McCoy, Marjorie Jenkins & Prashanti Manda. (2022) Machine learning for predicting readmission risk among the frail: Explainable AI for healthcare. Patterns 3:1, pages 100395.
Crossref
Hendrik Wijaya, Pathmanathan Rajeev, Emad Gad & Ravi Vivekanantham. (2022) Automatic fault detection system for mining conveyor using distributed acoustic sensor. Measurement 187, pages 110330.
Crossref
Andrea Costantino, Flavio Caprioli, Luca Elli, Leda Roncoroni, Davide Stocco, Luisa Doneda, Nicoletta Nandi, Francesco Simone Conforti, Daniele Noviello, Roberto Penagini & Maurizio Vecchi. (2022) Determinants of patient trust in gastroenterology televisits: Results of machine learning analysis. Informatics in Medicine Unlocked 29, pages 100867.
Crossref
Matteo Raniero, Manuele Bicego & Ferdinando Cicalese. 2022. Image Analysis and Processing – ICIAP 2022. Image Analysis and Processing – ICIAP 2022 121 132 .
Daniel Minoli, Andrzej Koltun & Benedict Occhiogrosso. 2022. IoT and WSN based Smart Cities: A Machine Learning Perspective. IoT and WSN based Smart Cities: A Machine Learning Perspective 121 137 .
Bhavikkumar Tandel & Ashish Phophalia. (2021) A Novel Initialization Approach for Fuzzy C-Means algorithm using Unsupervised Random Forest Method. A Novel Initialization Approach for Fuzzy C-Means algorithm using Unsupervised Random Forest Method.
Rui Zhang, Qiuxuan Wu, Xiaoyi Qi, Xiaoxiang Wang, Xuesheng Zhang, Chao Song, Ying Peng, Doug Crump & Xiaowei Zhang. (2021) Using In Vitro and Machine Learning Approaches to Determine Species-Specific Dioxin-like Potency and Congener-Specific Relative Sensitivity among Birds for Brominated Dioxin Analogues . Environmental Science & Technology 55:23, pages 16056-16066.
Crossref
Evan Greene, Greg Finak, Leonard A. D'Amico, Nina Bhardwaj, Candice D. Church, Chihiro Morishima, Nirasha Ramchurren, Janis M. Taube, Paul T. Nghiem, Martin A. Cheever, Steven P. Fling & Raphael Gottardo. (2021) New interpretable machine-learning method for single-cell data reveals correlates of clinical response to cancer immunotherapy. Patterns 2:12, pages 100372.
Crossref
Zohre Ebrahimi-Khusfi, Ruhollah Taghizadeh-Mehrjardi, Fatemeh Roustaei, Mohsen Ebrahimi-Khusfi, Amir Hosein Mosavi, Brandon Heung, Mojtaba Soleimani-Sardo & Thomas Scholten. (2021) Determining the contribution of environmental factors in controlling dust pollution during cold and warm months of western Iran using different data mining algorithms and game theory. Ecological Indicators 132, pages 108287.
Crossref
Fan Yang, Yanan Qiao, Cheng Huang, Shan Wang & Xiao Wang. (2021) An Automatic Credit Scoring Strategy (ACSS) using memetic evolutionary algorithm and neural architecture search. Applied Soft Computing 113, pages 107871.
Crossref
J Rafael Martínez-Galarza, Federica B Bianco, Dennis Crake, Kushal Tirumala, Ashish A Mahabal, Matthew J Graham & Daniel Giles. (2021) A method for finding anomalous astronomical light curves and their analogues. Monthly Notices of the Royal Astronomical Society 508:4, pages 5734-5756.
Crossref
Haohan Xiao, Bo Xing, Yujie Wang, Peng Yu, Lipeng Liu & Ruilang Cao. (2021) Prediction of Shield Machine Attitude Based on Various Artificial Intelligence Technologies. Applied Sciences 11:21, pages 10264.
Crossref
Md Tahmid Rahman Laskar, Jimmy Xiangji Huang, Vladan Smetana, Chris Stewart, Kees Pouw, Aijun An, Stephen Chan & Lei Liu. (2021) Extending Isolation Forest for Anomaly Detection in Big Data via K-Means. ACM Transactions on Cyber-Physical Systems 5:4, pages 1-26.
Crossref
Ilkay S. Cevik, Oy Leuangthong, Antoine Caté & Julián M. Ortiz. (2021) On the Use of Machine Learning for Mineral Resource Classification. Mining, Metallurgy & Exploration 38:5, pages 2055-2073.
Crossref
Yuichi Arai, Minoru Kanaiwa, Mio Kato & Mari Kobayashi. (2021) Morphological identification in skull between spotted seal and harbor seal using geometric morphometrics. Journal of Morphology 282:10, pages 1455-1465.
Crossref
Chengcheng Chen, Xianchang Wang, Chengwen Wu, Majdi Mafarja, Hamza Turabieh & Huiling Chen. (2021) Soil Erosion Prediction Based on Moth-Flame Optimizer-Evolved Kernel Extreme Learning Machine. Electronics 10:17, pages 2115.
Crossref
Xiaolan Mo, Xiujuan Chen, Chifong Ieong, Xia Gao, Yingjie Li, Xin Liao, Huabin Yang, Huiyi Li, Fan He, Yanling He, Yilu Chen, Huiying Liang, Min Huang & Jiali Li. (2021) Early Prediction of Tacrolimus-Induced Tubular Toxicity in Pediatric Refractory Nephrotic Syndrome Using Machine Learning. Frontiers in Pharmacology 12.
Crossref
Min Lu, Yifan Sha, Tiago C. Silva, Antonio Colaprico, Xiaodian Sun, Yuguang Ban, Lily Wang, Brian D. Lehmann & X. Steven Chen. (2021) LR Hunting: A Random Forest Based Cell–Cell Interaction Discovery Method for Single-Cell Gene Expression Data. Frontiers in Genetics 12.
Crossref
Hongbo Jiang, Xiangyu Shen & Daibo Liu. (2021) PupilMeter: Modeling User Preference with Time-Series Features of Pupillary Response. PupilMeter: Modeling User Preference with Time-Series Features of Pupillary Response.
Cheng Wang, Yingying Sun, Yanyu Zhou, Yiwen Cui, Weirong Yao, Hang Yu, Yahui Guo & Yunfei Xie. (2021) Dynamic monitoring oxidation process of nut oils through Raman technology combined with PLSR and RF-PLSR model. LWT 146, pages 111290.
Crossref
Piyal Ekanayake, Windhya Rankothge, Rukmal Weliwatta & Jeevani W. Jayasinghe. (2021) Machine Learning  Modelling of the Relationship between Weather and Paddy Yield in Sri Lanka. Journal of Mathematics 2021, pages 1-14.
Crossref
Yafei Wu, Youshuai Yang, Yudong Wu & Ye Boshuai. (2021) Predicting the influence of Covid-19 on GDP with ensembled machine learning models. Predicting the influence of Covid-19 on GDP with ensembled machine learning models.
Inna Kolyshkina & Simeon Simoff. (2021) Interpretability of Machine Learning Solutions in Public Healthcare: The CRISP-ML Approach. Frontiers in Big Data 4.
Crossref
Ping-I Lin, Mohammad Ali Moni, Susan Shur-Fen Gau & Valsamma Eapen. (2021) Identifying Subgroups of Patients With Autism by Gene Expression Profiles Using Machine Learning Algorithms. Frontiers in Psychiatry 12.
Crossref
Sunil Yadav & Munindra Kumar Singh. (2021) Hybrid Machine Learning Classifier and Ensemble Techniques to Detect Parkinson’s Disease Patients. SN Computer Science 2:3.
Crossref
Georg Steinbuss & Klemens Böhm. (2021) Generating Artificial Outliers in the Absence of Genuine Ones — A Survey. ACM Transactions on Knowledge Discovery from Data 15:2, pages 1-37.
Crossref
Marco Piragnolo, Francesco Pirotti, Carlo Zanrosso, Emanuele Lingua & Stefano Grigolato. (2021) Responding to Large-Scale Forest Damage in an Alpine Environment with Remote Sensing, Machine Learning, and Web-GIS. Remote Sensing 13:8, pages 1541.
Crossref
Tongshu Zheng, Michael Bergin, Guoyin Wang & David Carlson. (2021) Local PM2.5 Hotspot Detector at 300 m Resolution: A Random Forest–Convolutional Neural Network Joint Model Jointly Trained on Satellite Images and Meteorology. Remote Sensing 13:7, pages 1356.
Crossref
Qing Zhang, Xihui Zhou, Yajun Li, Xiaodong Yang & Qammer H. Abbasi. (2021) Clinical Recognition of Sensory Ataxia and Cerebellar Ataxia. Frontiers in Human Neuroscience 15.
Crossref
Xuegang Song, Feng Zhou, Alejandro F Frangi, Jiuwen Cao, Xiaohua Xiao, Yi Lei, Tianfu Wang & Baiying Lei. (2021) Graph convolution network with similarity awareness and adaptive calibration for disease-induced deterioration prediction. Medical Image Analysis 69, pages 101947.
Crossref
Miryam Elizabeth Villa-Pérez, Miguel Á. Álvarez-Carmona, Octavio Loyola-González, Miguel Angel Medina-Pérez, Juan Carlos Velazco-Rossell & Kim-Kwang Raymond Choo. (2021) Semi-supervised anomaly detection algorithms: A comparative summary and future research directions. Knowledge-Based Systems 218, pages 106878.
Crossref
Sunil Aryal, K.C. Santosh & Richard Dazeley. (2020) usfAD: a robust anomaly detector based on unsupervised stochastic forest. International Journal of Machine Learning and Cybernetics 12:4, pages 1137-1150.
Crossref
Alejandro Mantero & Hemant Ishwaran. (2021) Unsupervised random forests. Statistical Analysis and Data Mining: The ASA Data Science Journal 14:2, pages 144-167.
Crossref
Wei Yan, Hua Shi, Tao He, Jian Chen, Chen Wang, Aijun Liao, Wei Yang & Huihan Wang. (2021) Employment of Artificial Intelligence Based on Routine Laboratory Results for the Early Diagnosis of Multiple Myeloma. Frontiers in Oncology 11.
Crossref
Yuan Xu, Yong Shin Park & Ju Dong Park. (2021) Measuring the Response Performance of U.S. States against COVID-19 Using an Integrated DEA, CART, and Logistic Regression Approach. Healthcare 9:3, pages 268.
Crossref
Kameryn Denaro, Brian Sato, Ashley Harlow, Andrea Aebersold & Mayank Verma. (2021) Comparison of Cluster Analysis Methodologies for Characterization of Classroom Observation Protocol for Undergraduate STEM (COPUS) Data. CBE—Life Sciences Education 20:1, pages ar3.
Crossref
Vaibhav Bhatnagar, Shefali Sharma, Anurag Bhatnagar & Lov Kumar. (2021) Role of Machine Learning in Sustainable Engineering: A Review. IOP Conference Series: Materials Science and Engineering 1099:1, pages 012036.
Crossref
Abhishek Dhananjay Patange & Jegadeeshwaran R.. (2021) A machine learning approach for vibration-based multipoint tool insert health prediction on vertical machining centre (VMC). Measurement 173, pages 108649.
Crossref
Soumyashree Kar, Vikram Kumar Purbey, Saurabh Suradhaniwar, Lijalem Balcha Korbu, Jana Kholová, Surya S. Durbha, J. Adinarayana & Vincent Vadez. (2021) An ensemble machine learning approach for determination of the optimum sampling time for evapotranspiration assessment from high-throughput phenotyping data. Computers and Electronics in Agriculture 182, pages 105992.
Crossref
Jelmar Quist, Lawson Taylor, Johan Staaf & Anita Grigoriadis. (2021) Random Forest Modelling of High-Dimensional Mixed-Type Data for Breast Cancer Classification. Cancers 13:5, pages 991.
Crossref
Ilkay S. Cevik, Gema R. Olivo & Julián M. Ortiz. (2021) A combined multivariate approach analyzing geochemical data for knowledge discovery: The Vazante – Paracatu Zinc District, Minas Gerais, Brazil. Journal of Geochemical Exploration 221, pages 106696.
Crossref
Luizmar de Assis Barros & Ché Elkin. (2021) An index for tracking old-growth value in disturbance-prone forest landscapes. Ecological Indicators 121, pages 107175.
Crossref
Rajat Verma, Vishal Nagar & Satyasundara Mahapatra. 2021. Data Analytics in Bioinformatics. Data Analytics in Bioinformatics 1 34 .
Hongliu Cao, Simon Bernard, Robert Sabourin & Laurent Heutte. (2021) A Novel Random Forest Dissimilarity Measure for Multi-View Learning. A Novel Random Forest Dissimilarity Measure for Multi-View Learning.
Manuele Bicego & Francisco Escolano. (2021) On learning Random Forests for Random Forest-clustering. On learning Random Forests for Random Forest-clustering.
Simon Wills, Charlie J. Underwood & Paul M. Barrett. (2020) Learning to see the wood for the trees: machine learning, decision trees, and the classification of isolated theropod teeth. Palaeontology 64:1, pages 75-99.
Crossref
Manuele Bicego, Ferdinando Cicalese & Antonella Mensi. (2021) RatioRF: a novel measure for Random Forest clustering based on the Tversky's Ratio model. IEEE Transactions on Knowledge and Data Engineering, pages 1-1.
Crossref
Wei Wei, Jiang Wu, Yang Yu, Tong Niu & Xinxin Deng. (2021) Uncertainty Quantification Analysis of Wind Power: A Data-Driven Monitoring-Forecasting Framework. IEEE Access 9, pages 84403-84416.
Crossref
I. Reis, M. Rotman, D. Poznanski, J.X. Prochaska & L. Wolf. (2021) Effectively using unsupervised machine learning in next generation astronomical surveys. Astronomy and Computing 34, pages 100437.
Crossref
Sunil Aryal & Jonathan R. Wells. 2021. Machine Learning and Knowledge Discovery in Databases. Research Track. Machine Learning and Knowledge Discovery in Databases. Research Track 687 702 .
Antonella Mensi, Alessio Franzoni, David M. J. Tax & Manuele Bicego. 2021. Structural, Syntactic, and Statistical Pattern Recognition. Structural, Syntactic, and Statistical Pattern Recognition 34 44 .
Maurizio D’Addona, Giuseppe Riccio, Stefano Cavuoti, Crescenzo Tortora & Massimo Brescia. 2021. Intelligent Astrophysics. Intelligent Astrophysics 225 244 .
Yen-Chia Hsu, Jennifer Cross, Paul Dille, Michael Tasota, Beatrice Dias, Randy Sargent, Ting-Hao (Kenneth) Huang & Illah Nourbakhsh. (2020) Smell Pittsburgh. ACM Transactions on Interactive Intelligent Systems 10:4, pages 1-49.
Crossref
Ugo Santosuosso, Alessandro Cini & Alessio Papini. (2020) Tracing outliers in the dataset of Drosophila suzukii records with the Isolation Forest method. Journal of Big Data 7:1.
Crossref
Soumyashree Kar, Ryokei Tanaka, Lijalem Balcha Korbu, Jana Kholová, Hiroyoshi Iwata, Surya S. Durbha, J. Adinarayana & Vincent Vadez. (2020) Automated discretization of ‘transpiration restriction to increasing VPD’ features from outdoors high-throughput phenotyping data. Plant Methods 16:1.
Crossref
Bruno Coelho Calil, Danilo Vieira da Cunha, Marcus Fraga Vieira, Adriano de Oliveira Andrade, Daniel Antônio Furtado, Douglas Peres Bellomo Junior & Adriano Alves Pereira. (2020) Identification of arthropathy and myopathy of the temporomandibular syndrome by biomechanical facial features. BioMedical Engineering OnLine 19:1.
Crossref
Kan He, Xiaoming Liu, Mingyang Li, Xueyan Li, Hualin Yang & Huimao Zhang. (2020) Noninvasive KRAS mutation estimation in colorectal cancer using a deep learning method based on CT imaging. BMC Medical Imaging 20:1.
Crossref
Anass Sebbar, Karim ZKIK, Youssef Baddi, Mohammed Boulmalf & Mohamed Dafir Ech-Cherif El Kettani. (2020) MitM detection and defense mechanism CBNA-RF based on machine learning for large-scale SDN context. Journal of Ambient Intelligence and Humanized Computing 11:12, pages 5875-5894.
Crossref
Unang Sunarya, Yuli Sun Hariyani, Taeheum Cho, Jongryun Roh, Joonho Hyeong, Illsoo Sohn, Sayup Kim & Cheolsoo Park. (2020) Feature Analysis of Smart Shoe Sensors for Classification of Gait Patterns. Sensors 20:21, pages 6253.
Crossref
Manuele Bicego. (2020) Dissimilarity Random Forest Clustering. Dissimilarity Random Forest Clustering.
David S. Lindberg, Mattia Prosperi, Ragnhildur I. Bjarnadottir, Jaime Thomas, Marsha Crane, Zhaoyi Chen, Kristen Shear, Laurence M. Solberg, Urszula Alina Snigurska, Yonghui Wu, Yunpeng Xia & Robert J. Lucero. (2020) Identification of important factors in an inpatient fall risk prediction model to improve the quality of care using EHR and electronic administrative data: A machine-learning approach. International Journal of Medical Informatics 143, pages 104272.
Crossref
Xindong Pan, Zhenjiang Ye, Binduo Xu, Tao Jiang, Jian Yang & Yongjun Tian. (2020) Population connectivity in a highly migratory fish, Japanese Spanish mackerel (Scomberomorus niphonius), along the Chinese coast, implications from otolith chemistry. Fisheries Research 231, pages 105690.
Crossref
Yu Sha, Fuyang Chen & Sudao He. (2020) Railway Perimeter Intrusion Monitoring Based on the Distributed Optical Fiber Vibration Sensor. Railway Perimeter Intrusion Monitoring Based on the Distributed Optical Fiber Vibration Sensor.
Lionel Blanchet, Raffaele Vitale, Robert van Vorstenbosch, George Stavropoulos, John Pender, Daisy Jonkers, Frederik-Jan van Schooten & Agnieszka Smolinska. (2020) Constructing bi-plots for random forest: Tutorial. Analytica Chimica Acta 1131, pages 146-155.
Crossref
Ana Neckovic, Roland A. H. van Oorschot, Bianca Szkuta & Annalisa Durdle. (2020) Challenges in Human Skin Microbial Profiling for Forensic Science: A Review. Genes 11:9, pages 1015.
Crossref
Meghana Madhyastha, Gongkai Li, Veronika Strnadová-Neeley, James Browne, Joshua T. Vogelstein, Randal Burns & Carey E. Priebe. (2020) Geodesic Forests. Geodesic Forests.
Zeinab Mozafari, Mansour Arab Chamjangali, Mozhgan Beglari & Rahele Doosti. (2020) The efficiency of ligand–receptor interaction information alone as new descriptors in QSAR modeling via random forest artificial neural network. Chemical Biology & Drug Design 96:2, pages 812-824.
Crossref
Shelli R. Kesler, Melissa L. Petersen, Vikram Rao, Rebecca A. Harrison & Oxana Palesh. (2020) Functional connectome biotypes of chemotherapy-related cognitive impairment. Journal of Cancer Survivorship 14:4, pages 483-493.
Crossref
Andrew A. Cook, Goksel Misirli & Zhong Fan. (2020) Anomaly Detection for IoT Time-Series Data: A Survey. IEEE Internet of Things Journal 7:7, pages 6481-6494.
Crossref
Hailun Wang, Pak Sham, Tiejun Tong & Herbert Pang. (2020) Pathway-Based Single-Cell RNA-Seq Classification, Clustering, and Construction of Gene-Gene Interactions Networks Using Random Forests. IEEE Journal of Biomedical and Health Informatics 24:6, pages 1814-1822.
Crossref
Kiwako Yamamoto-Hanada, Eiryo Kawakami, Mayako Saito-Abe, Miori Sato, Hiroshi Mitsubuchi, Masako Oda, Takahiko Katoh, Masafumi Sanefuji, Shouichi Ohga, Mari Kuwajima, Nathan Mise, Akihiko Ikegami, Fujio Kayama, Ayako Senju, Masayuki Shimono, Koichi Kusuhara, Shin Yamazaki, Shoji F. Nakayama, Kenji Matsumoto, Hirohisa Saito & Yukihiro Ohya. (2020) Exploratory analysis of plasma cytokine/chemokine levels in 6-year-old children from a birth cohort study. Cytokine 130, pages 155051.
Crossref
Yacheng Wang, Yuegang Liu & Yize Sun. (2019) A hybrid intelligence technique based on the Taguchi method for multi-objective process parameter optimization of the 3D additive screen printing of athletic shoes. Textile Research Journal 90:9-10, pages 1067-1083.
Crossref
Kevin Dalleau, Miguel Couceiro & Malika Smail-Tabbone. (2020) Unsupervised extra trees: a stochastic approach to compute similarities in heterogeneous data. International Journal of Data Science and Analytics 9:4, pages 447-459.
Crossref
Nishant Sahni, Roshan Tourani, Donald Sullivan & Gyorgy Simon. (2020) min-SIA: a Lightweight Algorithm to Predict the Risk of 6-Month Mortality at the Time of Hospital Admission. Journal of General Internal Medicine 35:5, pages 1413-1418.
Crossref
Guadalupe Obdulia Gutiérrez-Esparza, Oscar Infante Vázquez, Maite Vallejo & José Hernández-Torruco. (2020) Prediction of Metabolic Syndrome in a Mexican Population Applying Machine Learning Algorithms. Symmetry 12:4, pages 581.
Crossref
Judith A James, Joel M Guthridge, Hua Chen, Rufei Lu, Rebecka L Bourn, Krista Bean, Melissa E Munroe, Miles Smith, Eliza Chakravarty, Alan N Baer, Ghaith Noaiseh, Ann Parke, Karen Boyle, Lynette Keyes-Elstein, Andreea Coca, Tammy Utset, Mark C Genovese, Virginia Pascual, Paul J Utz, V. Michael Holers, Kevin D Deane, Kathy L Sivils, Teresa Aberle, Daniel J Wallace, James McNamara, Nathalie Franchimont & E. William St. Clair. (2020) Unique Sjögren’s syndrome patient subsets defined by molecular features. Rheumatology 59:4, pages 860-868.
Crossref
Ute Bradter, Jerome O'Connell, William E. Kunin, Caroline W.H. Boffey, Richard J. Ellis & Tim G. Benton. (2020) Classifying grass-dominated habitats from remotely sensed data: The influence of spectral resolution, acquisition time and the vegetation classification system on accuracy and thematic resolution. Science of The Total Environment 711, pages 134584.
Crossref
Denis Krivoguz. (2020) Methodology of physiography zoning using machine learning: A case study of the Black Sea. Russian Journal of Earth Sciences 20:1, pages 1-10.
Crossref
Soumyashree Kar, Ryokei Tanaka, Hiroyoshi Iwata, Jana Kholova, Surya S. Durbha, J. Adinarayana & Vincent Vadez. (2020) Multi-Scale Time Series Analysis Of Evapotranspiration For High-Throughput Phenotyping Frequency Optimization. Multi-Scale Time Series Analysis Of Evapotranspiration For High-Throughput Phenotyping Frequency Optimization.
Jun Xue. (2020) Financial Risk Prediction and Evaluation Model of P2P Network Loan Platform. Financial Risk Prediction and Evaluation Model of P2P Network Loan Platform.
Xiaoke Hao, Yongjin Bao, Yingchun Guo, Ming Yu, Daoqiang Zhang, Shannon L. Risacher, Andrew J. Saykin, Xiaohui Yao & Li Shen. (2020) Multi-modal neuroimaging feature selection with consistent metric constraint for diagnosis of Alzheimer's disease. Medical Image Analysis 60, pages 101625.
Crossref
Sevda Shabani, Saeed Samadianfard, Mohammad Taghi Sattari, Amir Mosavi, Shahaboddin Shamshirband, Tibor Kmet & Annamária R. Várkonyi-Kóczy. (2020) Modeling Pan Evaporation Using Gaussian Process Regression K-Nearest Neighbors Random Forest and Support Vector Machines; Comparative Analysis. Atmosphere 11:1, pages 66.
Crossref
Octavio Loyola-Gonzalez, Andres Eduardo Gutierrez-Rodriguez, Miguel Angel Medina-Perez, Raul Monroy, Jose Francisco Martinez-Trinidad, Jesus Ariel Carrasco-Ochoa & Milton Garcia-Borroto. (2020) An Explainable Artificial Intelligence Model for Clustering Numerical Databases. IEEE Access 8, pages 52370-52384.
Crossref
Sunil Aryal, Kai Ming Ting, Takashi Washio & Gholamreza Haffari. (2019) A comparative study of data-dependent approaches without learning in measuring similarities of data objects. Data Mining and Knowledge Discovery 34:1, pages 124-162.
Crossref
Richa Singh & Ram Bilas Pachori. 2020. Recent Trends in Image and Signal Processing in Computer Vision. Recent Trends in Image and Signal Processing in Computer Vision 33 53 .
Lei Liu, Mehdi Bahrami, Junhee Park & Wei-Peng Chen. 2020. Web Services – ICWS 2020. Web Services – ICWS 2020 96 113 .
Taeheum Cho, Unang Sunarya, Minsoo Yeo, Bosun Hwang, Yong Seo Koo & Cheolsoo Park. (2019) Deep-ACTINet: End-to-End Deep Learning Architecture for Automatic Sleep-Wake Detection Using Wrist Actigraphy. Electronics 8:12, pages 1461.
Crossref
M.N. Boufenara, M. Boufaida & M.L. Berkane. (2019) A Machine learning technique dedicated for biological data. A Machine learning technique dedicated for biological data.
Ting Zhu, Xing Liu, Fan-Qi Kong, Yuan-Yuan Duan, Alyson L. Yee, Madeline Kim, Carlos Galzote, Jack A. Gilbert & Zhe-Xue Quan. (2019) Age and Mothers: Potent Influences of Children’s Skin Microbiota. Journal of Investigative Dermatology 139:12, pages 2497-2505.e6.
Crossref

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