Stability Analysis of Batch Offline Action-Dependent Heuristic Dynamic Programming Using Deep Neural Networks by Timotei Lala

“…The validation case study shows that BOADHDP with multiple hidden layer NN architecture implementation obtains <inline-formula><math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><semantics><mrow><mn>0.0034</mn></mrow></semantics></math></inline-formula> on the control benchmark, while the single-hidden-layer NN architectures obtain <inline-formula><math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><semantics><mrow><mn>0.0049</mn></mrow></semantics></math></inline-formula>, outperforming the former by 1.58% by using the same collected dataset and learning conditions. Also, BOADHDP is compared with online adaptive ADHDP, proving the superiority of the former over the latter, both in terms of controller performance and data efficiency.…”
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Aspect category sentiment analysis based on pre-trained BiLSTM and syntax-aware graph attention network by Guixian Xu, Zhe Chen, Zixin Zhang

“…To address the issue of insufficient existing annotated datasets, a method of using transfer learning is proposed. …”
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Towards Efficient Object Detection in Large-Scale UAV Aerial Imagery via Multi-Task Classification by Shuo Zhuang, Yongxing Hou, Di Wang

“…We conduct experiments on three datasets to verify the effectiveness and efficiency of our classification-driven detection method, including the DOTA v1.0, DOTA v2.0, and ASDD datasets. …”
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Study on a New Method of Link-Based Link Prediction in the Context of Big Data by Chen Jicheng, Chen Hongchang, Li Hanchao

“…While it may seem appropriate based on a dataset’s nature, it does not provide accurate information for sparse networks. …”
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Precise Crop Pest Detection Based on Co-Ordinate-Attention-Based Feature Pyramid Module by Chenrui Kang, Lin Jiao, Kang Liu, Zhigui Liu, Rujing Wang

“…Finally, several experiments were conducted on our constructed large-scale crop pest datasets, the AgriPest 21 dataset and the IP102 dateset, achieving accuracy scores of 77.2% and 29.8% for mAP (mean average precision), demonstrating promising detection results when compared to other detectors.…”
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How to survive the mutational meltdown: lessons from plant RNA viruses by Lafforgue, Guillaume, Lefebvre, Marie, Michon, Thierry, Elena, Santiago F.

“…Muller's ratchet refers to the irreversible accumulation of deleterious mutations in small populations, resulting in a decline in overall fitness. …”
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Des vestiges liés à la phase de construction de l’aqueduc de la Brévenne à Limonest (Métropole de Lyon) ? by Stéphane Ardouin, Cécile André-Chaze

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Pawpaws prevent predictability: A locally dominant tree alters understory beta‐diversity and community assembly by Anna C. Wassel, Jonathan A. Myers

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Microbial Metagenomes Across a Complete Phytoplankton Bloom Cycle: High-Resolution Sampling Every 4 Hours Over 22 Days by Brook L. Nunn, Emma Timmins-Schiffman, Miranda C. Mudge, Deanna L. Plubell, Gabriella Chebli, Julia Kubanek, Michael Riffle, William S. Noble, Elizabeth Harvey, Tasman A. Nunn, Tatiana Rynearson, Marcel Huntemann, Kurt LaButti, Brian Foster, Bryce Foster, Simon Roux, Krishnaveni Palaniappan, Supratim Mukherjee, T. B. K. Reddy, Chris Daum, Alex Copeland, I-Min A. Chen, Natalia N. Ivanova, Nikos C. Kyrpides, Tijana Glavina del Rio, Emiley A. Eloe-Fadrosh

“…Metagenomes were completed on the time series, and the dataset includes 128 size-fractionated microbial samples (0.22–1.2 µm), providing gene abundances for the dominant members of bacteria, archaea, and viruses. …”
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Predicting Heart Diseases by Selective Machine Learning Algorithms by N. Umar, S. K. Hassan, A. Umar, S. S. Ahmed

“…The leverage technique was evaluated using the Cleveland heart disease dataset. In this study five classifiers were trained and tested with the unsmooth Cleveland dataset and the smooth Cleveland dataset. …”
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Look-alike modelling in violence-related research: A missing data approach. by Estela Capelas Barbosa, Niels Blom, Annie Bunce

“…In our analyses, we borrowed information from CSEW to impute missing data in the RCEW administrative dataset, creating a combined synthetic RCEW-CSEW dataset. …”
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Ditch management using low-grade weirs: an opportunity for mitigating water quality and quantity impacts by J. S. Strock, A. Z. Ranaivoson

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Food Sales Prediction Using MLP, RANSAC, and Bagging by Hussam Mezher Merdas, Ayad Hameed Mousa

“… Many datasets about food sales, these datasets contain different features depending on the data present. …”
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Time series data on typhoid fever incidence during outbreaks from 2000 to 2022 by Dae-Hyup Koh, Monica Duong, Nodar Kipshidze, Virginia E. Pitzer, Jong-Hoon Kim

“…The dataset was curated by identifying peer-reviewed epidemiological studies available in PubMed, OVID-Medline, and OVID-Embase. …”
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The Effect of the First Goal on the Score of the Match and Home Advantage in Football: Analysis of Turkish Super League and 1st League in Pre-Pandemic and Pandemic Period by Serdar Yıldırım, Gökhan Hadi, Kemal Göral

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DEVELOPMENT OF AN IMPROVED DATABASE FOR YORUBA HANDWRITTEN CHARACTER by OLUWASHINA O. OYENIRAN, JOSHUA O. OYENIYI, LAWRENCE O. OMOTOSHO, IBRAHIM K. OGUNDOYIN

“…The dataset is available on https://github.com/oluwashina90/Yoruba-handwritten-character-database. …”
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Real-World Persistence and Effectiveness of Upadacitinib versus Other Janus Kinase Inhibitors and Tumor Necrosis Factor Inhibitors in Australian Patients with Rheumatoid Arthritis by Peter Youssef, Sabina Ciciriello, Talib Tahir, Joanna Leadbetter, Belinda Butcher, Miriam Calao, Nicole Walsh, Catherine O’Sullivan, Tegan Smith, Geoffrey Littlejohn

“…Methods This retrospective, non-interventional study used the OPAL dataset, derived from electronic medical records. …”
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Qualitative and quantitative characteristics of black patch trait in Oujiang color common carp by Ke Jing, Huifan Chen, Nusrat Hasan Kanika, Penghui Zhang, Roland Nathan Mandal, Chunxiao Zeng, Zhiyi Zhang, Jun Wang, Chenghui Wang

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Factors Influencing Piezoelectric Response of Horizontally and Vertically Embedded PZT Patch in Confined Granular Fills by Nisha Kumari, Ashutosh Trivedi

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Optimalisasi Hyper Parameter Convolutional Neural Networks Menggunakan Ant Colony Optimization by Fian Yulio Santoso, Eko Sediyono, Hindriyanto Dwi Purnomo

“…Dataset yang digunakan terbagi menjadi 2, dataset pelatihan dan dataset validasi. …”
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