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Data science and automation in the process of theorizing: Machine learning's power of induction in the co-duction cycle.
Published 2024-01-01“…When used as a part of a full research process, including inductive, deductive and abductive steps, machine learning can offer explanatory insights and provide a solid basis for theorization. …”
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Capturing cell heterogeneity in representations of cell populations for image-based profiling using contrastive learning.
Published 2024-11-01“…CytoSummaryNet uses self-supervised contrastive learning in a multiple-instance learning framework, providing an easier-to-apply method for aggregating single-cell feature data than previously published strategies. …”
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945
Using Positive Deviance as an Approach in Action Research to Optimize Parental Learning Assistance for Children with Disabilities
Published 2024-12-01“… The aim of this research is to assist parents of children with disabilities in optimizing the learning support they provide by leveraging the knowledge and experiences of those who have successfully improved their children's learning outcomes. …”
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Real-time recognition of spraying area for UAV sprayers using a deep learning approach.
Published 2021-01-01“…Therefore, the study's objective was to develop an accurate real-time recognition system of spraying areas for UAVs, which is of utmost importance for UAV-based sprayers. A two-step target recognition system was developed by using deep learning for the images collected from a UAV. …”
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Decision-Making Policy for Autonomous Vehicles on Highways Using Deep Reinforcement Learning (DRL) Method
Published 2024-11-01“…The first step is to create a highway traffic environment where the agent can be guided safely through surrounding vehicles. …”
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From Task Distributions to Expected Paths Lengths Distributions: Value Function Initialization in Sparse Reward Environments for Lifelong Reinforcement Learning
Published 2025-03-01“…This paper studies value function transfer within reinforcement learning frameworks, focusing on tasks continuously assigned to an agent through a probabilistic distribution. …”
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951
Need Analysis of Flipped Learning English-Based Speaking Materials for Faculty Economics and Business Students
Published 2023-12-01“…Need Assessment is the vital step to develop a learning material. This research focuses on mapping out the student's needs in the Foreign Language for Specific Course (FLSP) speaking class at the Faculty of Economic and Business, in one of a private university in Malang, Indonesia. …”
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952
Classification of Retinoblastoma Eye Disease on Digital Fundus Images Using Geometric Features and Machine Learning
Published 2025-05-01“…The classification of normal and retinoblastoma-affected retinas is a preliminary step in treating retinoblastoma tumors. Therefore, this study aimed to propose a new method for classifying normal and retinoblastoma-affected retinas using geometric feature extraction and machine learning. …”
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Development of a novel physics-informed machine learning model for advanced thermochemical waste conversion
Published 2025-03-01“…This is a promising first step towards improving data-driven ML models for application to thermochemical systems.…”
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NEW METHOD FOR BEARING INTELLIGENT DIAGNOSIS BASED ON COMPRESSED SENSING AND MULTILAYER EXTREME LEARNING MACHINE
Published 2021-01-01“…This method greatly reduces the amount of data for bearing diagnostic signals and eliminate the step of feature selection in intelligent diagnosis. …”
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Passive Sensing for Mental Health Monitoring Using Machine Learning With Wearables and Smartphones: Scoping Review
Published 2025-08-01“…Most studies focused on depression (23/42, 55%) and anxiety (9/42, 21%) using primarily wrist-worn devices (32/42, 76%) collecting heart rate (28/42, 67%), movement index (25/42, 60%), and step count (17/42, 40%) as key biomarkers. Deep learning models (eg, convolutional neural networks and long short-term memory) showed high accuracy, while traditional ML (eg, random forest) remained prevalent due to better interpretability. …”
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A machine learning-derived angiogenesis signature for clinical prognosis and immunotherapy guidance in colon adenocarcinoma
Published 2025-05-01“…The optimal CARS constructed using the RSF + StepCox [forward] algorithm had superior performance for clinical prognostic prediction and served as an independent risk predictor for COAD. …”
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Flipbook-based hybrid media in e-learning Pancasila education course at PGRI Yogyakarta University
Published 2023-10-01“…The purpose of this research is to (1) develop a hybrid flipbook-based media in e-learning Pancasila Education courses as a step to reduce the use of internet quotas, (2) make Pancasila Education lectures varied and fun, and (3) know the validity of media, matrials, and design. …”
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High-Frequency Cryptocurrency Price Forecasting Using Machine Learning Models: A Comparative Study
Published 2025-04-01“…We compare various machine learning models, including recurrent neural networks (RNNs), time series analysis (ARIMA), and conventional regression algorithms, using minute-step Bitcoin price data over a 30-day period to predict prices 60 min ahead. …”
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Model-Aware End-to-End Learning for SISO Optical Wireless Communication Over Poisson Channel
Published 2020-01-01“…This study takes the first step toward applying end-to-end learning techniques in the field of the Poisson channel and lays a foundation for further works on this topic.…”
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Examining the Impact of Construction Field Trips on Learning Outcomes: Perspectives from Structural Architecture Courses
Published 2025-04-01“…This study introduces a hybrid teaching approach that integrates structured field trips with traditional lectures based on Kolb’s four-step experiential learning cycle to address this. …”
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