Parametric kernels for structured data analysis

textStructured representation of input physical patterns as a set of local features has been useful for a veriety of robotics and human computer interaction (HCI) applications. It enables a stable understanding of the variable inputs. However, this representation does not fit the conventional machine learning algorithms and distance metrics because they assume vector inputs. To learn from input patterns with variable structure is thus challenging. To address this problem, I propose a general and systematic method to design distance metrics between structured inputs that can be used in conventional learning algorithms. Based on the observation of the stability in the geometric distributions of local features over the physical patterns across similar inputs, this is done combining the local similarities and the conformity of the geometric relationship between local features. The produced distance metrics, called “parametric kernels”, are positive semi-definite and require almost linear time to compute. To demonstrate the general applicability and the efficacy of this approach, I designed and applied parametric kernels to handwritten character recognition, on-line face recognition, and object detection from laser range finder sensor data. Parametric kernels achieve recognition rates competitive to state-of-the-art approaches in these tasks.Computer Science

EFFECT OF BALLET-EXPERIENCE OF 12-YEAR-OLD FEMALE CHILDREN ON THE LEARNING OF DYNAMIC BALANCE CONTROL

The purpose of this study was to examine whether previous regular experience in ballet enhance the learning balance task on the balance testing board. Eighteen healthy female children aged twelve including eight with more than three years ballet-experience and eight without the ballet-experience participated. Dynamic balance learning consisting of 3 sessions, which were pre-training and post-training with practices, and retention with no practice, were performed on the balance testing board. The interval between each session was one week. The stability was measured while the subject performed balance task on the same balance testing board placed on an AMTI force platform. The stability was defined as the sum of center of pressure (COP) and center of body mass (COM) mono directional displacements; and the variance of the end tip of the balance board displacement in vertical direction. Two way ANOVA for repeated-measures (2 groups 3 sessions) revealed statistically significant increases in postural stability for the test immediately following training and the retention test in both groups. Although interaction effect indicated greater improvement in non-experienced group, the stability of the group with experience in ballet far exceeded that of the group without experience, about all the variables of each session. Our results suggest that experience in ballet up to being twelve year old have positive influence on the learning dynamic balance control task

ELECTROMYOGRAPHICAL ANALYSIS OF TRUNK MUSCLE ACTIVITIES DURING A GOLF SWING

The purposes of this study were to describe and compare the activation patterns of the trunk muscles during a golf swing using surface electromyographic (EMG) techniques. Five male collegiate golfers were the subjects. The golf swing was broken into five phases using the critical instants identified from video recordings. Wilcoxon signed ranks tests were used to test for significant differences (12 < .05) in average and peak normalized EMG values between the left and right muscles for each phase. The significant bilateral differences in muscle activation were only found in the average and peak rectus abdominus (acceleration phase), external oblique (acceleration and early follow-through phases), and erector spinae (late follow-through phase). The trunk muscles were highly active in the follow-through phases which may indicate the hyperextension of the trunk, which leads to lower back injury

Effects of strobe light stimulation on postnatal developing rat retina

The nature and intensity of visual stimuli have changed in recent years because of television and other dynamic light sources. Although light stimuli accompanied by contrast and strength changes are thought to have an influence on visual system development, little information is available on the effects of dynamic light stimuli such as a strobe light on visual system development. Thus, this study was designed to evaluate changes caused by dynamic light stimuli during retinal development. This study used 80 Sprague-Dawley rats. From eye opening (postnatal day 14), half of the rats were maintained on a daily 12-h light/dark cycle (control group) and the remaining animals were raised under a 12-h strobe light (2 Hz)/dark cycle (strobe light-reared group). Morphological analyses and electroretinogram (ERG) were performed at postnatal weeks 3, 4, 6, 8, and 10. Among retinal neurons, tyrosine hydroxylase-immunoreactive (TH-IR, dopaminergic amacrine cells) cells showed marked plastic changes, such as variations in numbers and soma sizes. In whole-mount preparations at 6, 8, and 10 weeks, type I TH-IR cells showed a decreased number and larger somata, while type II TH-IR cells showed an increased number in strobe-reared animals. Functional assessment by scotopic ERG showed that a-wave and b-wave amplitudes increased at 6 and 8 weeks in strobe-reared animals. These results show that exposure to a strobe light during development causes changes in TH-IR cell number and morphology, leading to a disturbance in normal visual functions

Piercing of the Corporate Veil in Korea: Case Commentary

The purpose of this Commentary is to critically appraise the jurisprudence of Korea on the doctrine of corporate veil piercing with a special emphasis on the Korean Supreme Courts decision in 2004Da26119. In 2004Da26119, the Supreme Court of Korea delineated the criteria for disregarding the corporate entity under Korean corporate law, particularly in the parentsubsidiary context. As part of its purported aim, the Commentary will analyze the constitutive elements of veil piercing as understood by Korean courts and attempt to survey the evolution of jurisprudence on veil piercing leading up to 2004Da26119. The Commentary will argue that a showing of parental motive and/or purpose, which the Supreme Court required in 2004Da26119 as part of prima facie proof for veil piercing, may well dampen the overall efficacy of veil piercing in Korea, due to the evidentiary hardship it will pose in practice

GAIT ASYMMETRY IN CHILDREN WITH DOWN SYNDROME

It has been reported that approximately 80% of children with Down syndrome (OS) exhibit gait problems (Matteo, 2002), characterized by flat-footed contact with no heel-strike, excessive abduction of the leg in the swing phase, and abnormal knee and hip f1exions throughout the gait cycle (Parker et aI., 1986). Due to muscle hypotonia, muscle weakness, !igamentous laXity, and other orthopedic abnormalities, different gait characteristics exist. The purpose of this study was to investigate the gait (walking and running) asymmetry in children with OS