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OLGBM: Optuna Optimized Light Gradient Boosting Machine for Intrusion Detection
2021 International Conference on Computer, Communication, Chemical, Materials and Electronic Engineering (IC4ME2), 2021Network technology has been evolved exponentially in the past few decades. At the same time, gazillions of network intrusion incidents are continuously forming cyberspace a shocking vulnerable domain to explore for the personnel from armature to the professionals. Consequently, networks mostly become botnet when there are no Intrusion Detection Systems
Arifin, Md Mashrur +6 more
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2020
We can now create an efficient model using the techniques that were discussed in the previous chapters. Bayesian optimization goes a long way in finding hyperparameters. This chapter provides an overview of the Optuna framework and discusses further the role of hyperparameter optimization in automated machine learning.
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We can now create an efficient model using the techniques that were discussed in the previous chapters. Bayesian optimization goes a long way in finding hyperparameters. This chapter provides an overview of the Optuna framework and discusses further the role of hyperparameter optimization in automated machine learning.
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LSTM with forget gates optimized by Optuna for lithofacies prediction
2022One of major technical competitions in energy industry relates to how optimally deep-learning architectures we can design. Optimization of hyperparameters is treated as labor-intensive. However, it is important to tune the parameters especially when we deal with relatively small targets, yet high-impact consequences can be resulted.
Yohei Nishitsuji, Jalil Nasseri
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Slope Stability Assessment Using an Optuna-TPE-Optimized CatBoost Model
EngSlope stability assessment is a critical component of engineering safety. Conventional analytical methods frequently struggle to integrate heterogeneous slope data and model intricate failure mechanisms, thereby constraining their efficacy in practical ...
Tao Ma +5 more
exaly +2 more sources
An Antenna Optimization Method Based on Optuna-ANN
2023 IEEE 11th Asia-Pacific Conference on Antennas and Propagation (APCAP), 2023Hailong Yang +3 more
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OPTUNA optimization for predicting chemical respiratory toxicity using ML models
Journal of Computer-Aided Molecular DesignPredicting molecular toxicity is an important stage in the process of drug discovery. It is directly related to medical destiny and human health. This paper presents an enhanced model for chemical respiratory toxicity prediction. It used a combination of molecular descriptors and term frequency - inverse document frequency (TF-IDF) based models with ...
Eman Shehab, Hamada Nayel, Mohamed Taha
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Optimization of Biomedical Language Model with Optuna and a Sentencepiece Tokenization for NER
2022 IEEE International Conference on Bioinformatics and Biomedicine (BIBM), 2022Chérubin Mugisha, Incheon Paik
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Modeling of Circularly Polarized Antenna Based on Optuna-MBNN
2023 International Applied Computational Electromagnetics Society Symposium (ACES-China), 2023Hailong Yang +5 more
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A Lightweight Method using LightGBM Model with Optuna in MOOCs Dropout Prediction
Proceedings of the 6th International Conference on Education and Multimedia Technology, 2022Kary Ng, Philip Lei
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Using Optuna and Genetic Algorithm together facilitate the classification of plant leaf diseases
International Journal of Hybrid Intelligent SystemsThe identification and severity assessment of plant leaf diseases is crucial to food security and sustainable agriculture. This study shows an innovative way to improve plant leaf disease detection. The recommended method uses Optuna for parameter optimization and the Genetic Algorithm for feature selection to improve plant leaf disease identification.
Priyanga Subbiah +2 more
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