Search Results - Boosting Machine Learning Algorithms

The evolution of boosting algorithms. From machine learning to statistical modelling by Mayr, A, Binder, H, Gefeller, O, Schmid, M

“… This review article attempts to highlight the evolution of boosting algorithms from machine learning to statistical modelling…”
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A Novel Scheme for Mapping of MVT-Type Pb–Zn Prospectivity: LightGBM, a Highly Efficient Gradient Boosting Decision Tree Machine Learning Algorithm by Hajihosseinlou, Mahsa, Maghsoudi, Abbas, Ghezelbash, Reza

“…The gradient boosting decision tree is a well-known machine learning algorithm. Despite numerous advancements in its application, its efficiency still needs to be improved for large feature dimensions and data capacities…”
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Performance evaluation of boosting machine learning algorithms for lithofacies classification in heterogeneous carbonate reservoirs by Al-Mudhafar, Watheq J., Abbas, Mohammed A., Wood, David A.

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Predicting compressive strength of high-performance concrete with high volume ground granulated blast-furnace slag replacement using boosting machine learning algorithms by Rathakrishnan, Vimal, Bt. Beddu, Salmia, Ahmed, Ali Najah

“… In this research, compressive strength of high-performance concrete with high volume ground granulated blast-furnace slag replacement is predicted using boosting machine learning (BML…”
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Flood susceptibility mapping using machine learning boosting algorithms techniques in Idukki district of Kerala India by Saravanan, Subbarayan, Abijith, Devanantham, Reddy, Nagireddy Masthan, KSS, Parthasarathy, Janardhanam, Niraimathi, Sathiyamurthi, Subbarayan, Sivakumar, Vivek

“…) data, Geographic Information System (GIS), and Machine Learning (ML). In this study, five different ML models…”
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Prediction of combustion, performance, and emission parameters of ethanol powered spark ignition engine using ensemble Least Squares boosting machine learning algorithms by Godwin, D. Jesu, Varuvel, Edwin Geo, Martin, M. Leenus Jesu

“… Input for training and evaluating machine learning algorithms, such as Artificial Neural Networks (ANN…”
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Exponential smoothing method against the gradient boosting machine learning algorithm-based model for materials forecasting to minimize inventory by Sathish, T., SaiKumar, Divity, Patil, Shashwath, Saravanan, R., Giri, Jayant, Aly, Ayman A.

“…) and Gradient Boosting (GB), within the framework of materials forecasting aimed at inventory minimization…”
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Enhancing LoRaWAN Performance Using Boosting Machine Learning Algorithms Under Environmental Variations by Alkhayyal, Maram A., Mostafa, Almetwally M.

“… Previous studies have employed various Machine Learning (ML) models for path loss prediction…”
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Improved estimation of dark fermentation biohydrogen production utilizing a robust categorical boosting machine-learning algorithm by Fahimi Bandpey, Atieh, Abdi, Jafar, Firozjaee, Tahere Taghizade

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Application of Gradient Boosting Machine Learning Algorithms to Predict Uniaxial Compressive Strength of Soft Sedimentary Rocks at Thar Coalfield by Shahani, Niaz Muhammad, Kamran, Muhammad, Zheng, Xigui, Liu, Cancan, Guo, Xiaowei

“… The application of the gradient boosting machine learning algorithms has been rarely used, especially for UCS prediction, and has performed well, based on the relevant literature of the study…”
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Vibration analysis of embedded porous nanobeams under thermal effects using boosting machine learning algorithms and semi-analytical approach by Tariq, Aiman, Uzun, Büşra, Deliktaş, Babür, Yaylı, Mustafa Özgür

“…This study presents a thermal vibration analysis of functionally graded porous nanobeams using boosting machine learning models and a semi-analytical approach…”
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Bagging and boosting machine learning algorithms for modelling sensory perception from simple chemical variables: Wine mouthfeel as a case study by Sáenz-Navajas, María-Pilar, Ferreira, Chelo, Bastian, Susan E.P., Jeffery, David W.

“…Aiming to predict sensory properties from chemical data, the application of bagging and boosting machine learning (ML…”
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Software reuse analytics using integrated random forest and gradient boosting machine learning algorithm by Sandhu, Amandeep Kaur, Batth, Ranbir Singh

“… Machine Learning gives the best results to predicate if the given software component is reusable…”
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Prediction of Water Saturation from Well Log Data by Machine Learning Algorithms: Boosting and Super Learner by Hadavimoghaddam, Fahimeh, Ostadhassan, Mehdi, Sadri, Mohammad Ali, Bondarenko, Tatiana, Chebyshev, Igor, Semnani, Amir

“… There exist new machine learning (ML) algorithms such as gradient boosting techniques that have shown significant success in other disciplines yet have not been…”
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A comparative spatial analysis of flood susceptibility mapping using boosting machine learning algorithms in Rathnapura, Sri Lanka by Kurugama, Kumudu Madhawa, Kazama, So, Hiraga, Yusuke, Samarasuriya, Chaminda

“… A spatial database with 595 flood inventory and 13 flood predictors were used to implement five boosting algorithms…”
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Wildfire Susceptibility Mapping Using Five Boosting Machine Learning Algorithms: The Case Study of the Mediterranean Region of Turkey by Abujayyab, Sohaib K. M., Kassem, Moustafa Moufid, Khan, Ashfak Ahmad, Wazirali, Raniyah, Coşkun, Mücahit, Taşoğlu, Enes, Öztürk, Ahmet, Toprak, Ferhat

“… Modern machine learning techniques have become popular in developing very accurate and precise susceptibility maps of various natural disasters to help reduce the occurrence of such calamities…”
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Artificial intelligence in prenatal diagnosis: Down syndrome risk assessment with the power of gradient boosting-based machine learning algorithms/Prenatal tanida yapay zeka: Gradient boosting tabanli makine ogrenmesi algortimalarinin gucu ile Down sendromu risk degerlendirmesi by Yalcin, Emre, Koc, Tarik Kaan, Aslan, Serpil, Demir, Suleyman Cansun, Evruke, Ismail Cuneyt, Sucu, Mete, Avan, Mesut, Uzay, Fatma Islek

“… Using data from the first-trimester screening test, this study compares machine learning and deep learning models to forecast the risk of Down syndrome…”
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Ultra-high performance concrete compressive strength prediction using machine learning boosting algorithms by Brahmeswari, L. Chandana, Rao, B. D. V. Chandra Mohan

“… This study examines how well two sophisticated machine learning boosting models, Gradient…”
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Predicting and analyzing flood susceptibility using boosting-based ensemble machine learning algorithms with SHapley Additive exPlanations by Aydin, Halit Enes, Iban, Muzaffer Can

“… of Türkiye using tree-based machine learning (ML) classifiers. This study seeks to analyze the predictive performance of Natural Gradient Boosting Machines (NGBoost…”
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Hourly PM2.5 concentration multi-step forecasting method based on extreme learning machine, boosting algorithm and error correction model by Yin, Shi, Liu, Hui, Duan, Zhu

“…2.5 concentration is proposed. Two boosting algorithms, Modified AdaBoost.RT and Gradient Boosting, are used to enhance the extreme learning machine (ELM…”
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