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  1. 3081

    Product Competitive Analysis Model Based on Consumer Preference Satisfaction Similarity: Case Study of Smartphone UGC by Yu Wang, Jiacong Wu, Xu Ye, Yue Wu

    Published 2025-01-01
    “…To assess the model’s efficacy, we collected and analyzed user reviews of various smartphone brands to serve as an evaluation dataset. We compared the performance of the PCAM-CPSS against two mainstream competitive analysis methods: attribute similarity-based ratings and co-occurrence statistics. …”
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  2. 3082

    Image Recommendation Algorithm Combined with Deep Neural Network Designed for Social Networks by Shaohui Du, Zhenghan Chen, Haoyan Wu, Yihong Tang, YuanQing Li

    Published 2021-01-01
    “…First, according to the time stamp information of the dataset, the interaction records of each user are sorted by the closest time. …”
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    A Transformer Encoder Approach for Localization Reconstruction During GPS Outages from an IMU and GPS-Based Sensor by Kévin Cédric Guyard, Jonathan Bertolaccini, Stéphane Montavon, Michel Deriaz

    Published 2025-01-01
    “…Additionally, it incorporates position interpolation to ensure smooth transitions between active GPS and GPS outage phases. Applied to a dataset tracking horse positions—which features velocities up to 10 times those of pedestrians and higher acceleration—our approach achieved an average trajectory error below 3 m, while maintaining stable relative distance errors regardless of the GPS outage duration.…”
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    Fast agglomerative clustering using approximate traveling salesman solutions by Sami Sieranoja, Pasi Fränti

    Published 2025-01-01
    “…However, its adoption has been limited by its quadratic time complexity, which makes it slow for large datasets. It also consumes O(N 2) memory for non-vectorial data. …”
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    Impact Of Recommender Systems in E-Commerce – A Worldwide Empirical Analysis by Ayşe CILACI TOMBUS, Ergin EROGLU, İbrahim Halil ALTUN

    Published 2024-12-01
    “…The study utilizes average values derived from an extensive dataset comprising 200 distinct e-commerce websites, representing a spectrum of 25 countries distributed across five different regions. …”
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    Unsupervised Learning in a Ternary SNN Using STDP by Abhinav Gupta, Sneh Saurabh

    Published 2024-01-01
    “…Furthermore, it is demonstrated that the proposed ternary SNN can be trained to classify digits in the MNIST dataset with an accuracy of 82%, which is better (75%) than that obtained using a binary SNN. …”
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    An Improved Deep Belief Network IDS on IoT-Based Network for Traffic Systems by Rayeesa Malik, Yashwant Singh, Zakir Ahmad Sheikh, Pooja Anand, Pradeep Kumar Singh, Tewabe Chekole Workneh

    Published 2022-01-01
    “…The implementation of DBN_Classifier is performed using TensorFlow 2.0 and evaluated using a sample of the TON_IOT_Weather dataset. The findings indicate that the proposed engine outperforms the other state-of-the-art techniques with an average accuracy of 86.3%.…”
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