5,781 research outputs found

    Value Discount of Business Groups Surrounding the Asia Financial Crisis: Evidence from Korean Chaebols

    Get PDF
    Asian Financial Crisis, Business Group, Chaebol, Diversification, Firm Value

    Calibration-Free Driver Drowsiness Classification based on Manifold-Level Augmentation

    Full text link
    Drowsiness reduces concentration and increases response time, which causes fatal road accidents. Monitoring drivers' drowsiness levels by electroencephalogram (EEG) and taking action may prevent road accidents. EEG signals effectively monitor the driver's mental state as they can monitor brain dynamics. However, calibration is required in advance because EEG signals vary between and within subjects. Because of the inconvenience, calibration has reduced the accessibility of the brain-computer interface (BCI). Developing a generalized classification model is similar to domain generalization, which overcomes the domain shift problem. Especially data augmentation is frequently used. This paper proposes a calibration-free framework for driver drowsiness state classification using manifold-level augmentation. This framework increases the diversity of source domains by utilizing features. We experimented with various augmentation methods to improve the generalization performance. Based on the results of the experiments, we found that deeper models with smaller kernel sizes improved generalizability. In addition, applying an augmentation at the manifold-level resulted in an outstanding improvement. The framework demonstrated the capability for calibration-free BCI.Comment: Submitted to 2023 11th IEEE International Winter Conference on Brain-Computer Interfac

    Nucleation and growth mechanism of ferroelectric domain-wall motion

    Get PDF
    The motion of domain walls is critical to many applications involving ferroelectric materials, such as fast high-density non-volatile random access memory. In memories of this sort, storing a data bit means increasing the size of one polar region at the expense of another, and hence the movement of a domain wall separating these regions. Experimental measurements of domain growth rates in the well-established ferroelectrics PbTiO3 and BaTiO3 have been performed, but the development of new materials has been hampered by a lack of microscopic understanding of how domain walls move. Despite some success in interpreting domain-wall motion in terms of classical nucleation and growth models, these models were formulated without insight from first-principles-based calculations, and they portray a picture of a large, triangular nucleus that leads to unrealistically large depolarization and nucleation energies. Here we use atomistic molecular dynamics and coarse-grained Monte Carlo simulations to analyse these processes, and demonstrate that the prevailing models are incorrect. Our multi-scale simulations reproduce experimental domain growth rates in PbTiO3 and reveal small, square critical nuclei with a diffuse interface. A simple analytic model is also proposed, relating bulk polarization and gradient energies to wall nucleation and growth, and thus rationalizing all experimental rate measurements in PbTiO3 and BaTiO3

    Family Control, Product Market Competition and Firm Performance

    Get PDF
    In this paper, we try to determine the effect of the presence of family shareholders on company performance in the absence of external corporate governance. Our empirical results using Anderson et al. (2009, 2012)s family firm data suggests that family firms exhibit superior firm performance relative to nonfamily firms when the level of product market competition is weak, suggesting that the family control is an effective internal corporate governance mechanism that can compensate for weak external corporate governance. Furthermore, a family firms performance results in being superior to nonfamily firms performance in weak competitive markets, regardless of whether the CEO of a family firm is a founder, heir or professional manager. These findings suggest that the family control is an effective organizational structure in mitigating agency problems and enhancing firm performance when external corporate governance is weak
    • …
    corecore