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Weiwei Dai

Bio: Weiwei Dai is an academic researcher from New York University. The author has contributed to research in topics: Eye movement & Sparse approximation. The author has an hindex of 8, co-authored 18 publications receiving 208 citations.

Papers
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Journal ArticleDOI
TL;DR: A sparsity-enhanced signal decomposition method which uses the generalized minimax-concave (GMC) penalty as a nonconvex regularizer to enhance sparsity in the sparse approximation compared to classicalSparsity-assisted signal decompose methods, and thus to improve the decomposition accuracy for gearbox fault diagnosis.

67 citations

Journal ArticleDOI
TL;DR: A laboratory‐based study was performed to characterize ocular motor behavior during the King–Devick test in a patient cohort with chronic concussion to identify features associated with prolonged KD reading times.
Abstract: Objective The King–Devick (KD) test, which is based on rapid number naming speed, is a performance measure that adds vision and eye movement assessments to sideline concussion testing. We performed a laboratory-based study to characterize ocular motor behavior during the KD test in a patient cohort with chronic concussion to identify features associated with prolonged KD reading times. Methods Twenty-five patients with a concussion history (mean age: 31) were compared to control participants with no concussion history (n = 42, mean age: 32). Participants performed a computerized KD test under infrared-based video-oculography. Results Average intersaccadic intervals for task-specific saccades were significantly longer among concussed patients compared to controls (324.4 ± 85.6 msec vs. 286.1 ± 49.7 msec, P = 0.027). Digitized KD reading times were prolonged in concussed participants versus controls (53.43 ± 14.04 sec vs. 43.80 ± 8.55 sec, P = 0.004) and were highly correlated with intersaccadic intervals. Concussion was also associated with a greater number of saccades during number reading and larger average deviations of saccade endpoint distances from the centers of the to-be-read numbers (1.22 ± 0.29° vs. 0.98 ± 0.27°, P = 0.002). There were no differences in saccade peak velocity, duration, or amplitude. Interpretation Prolonged intersaccadic intervals, greater numbers of saccades, and larger deviations of saccade endpoints underlie prolonged KD reading times in chronic concussion. The KD test relies upon a diffuse neurocognitive network that mediates the fine control of efferent visual function. One sequela of chronic concussion may be disruption of this system, which may produce deficits in spatial target selection and planning of eye movements.

50 citations

Journal ArticleDOI
TL;DR: The King-Devick (K-D) test, a sensitive sideline performance measure for concussion detection, reveals slowed reading times in acutely concussed subjects, as compared to healthy controls as discussed by the authors, but the normal behavior of eye movements during the task and deficits underlying the slowing have not been defined.

42 citations

Journal ArticleDOI
TL;DR: A generalization of the Savitzky-Golay filter is proposed to more accurately track abrupt deviations in time series, leading to more accurate parameter estimates (e.g., peak velocity of saccadic eye movements).
Abstract: The Savitzky-Golay (SG) filter is widely used to smooth and differentiate time series, especially biomedical data. However, time series that exhibit abrupt departures from their typical trends, such as sharp waves or steps, which are of physiological interest, tend to be oversmoothed by the SG filter. Hence, the SG filter tends to systematically underestimate physiological parameters in certain situations. This article proposes a generalization of the SG filter to more accurately track abrupt deviations in time series, leading to more accurate parameter estimates (e.g., peak velocity of saccadic eye movements). The proposed filtering methodology models a time series as the sum of two component time series: a low-frequency time series for which the conventional SG filter is well suited, and a second time series that exhibits instantaneous deviations (e.g., sharp waves, steps, or more generally, discontinuities in a higher order derivative). The generalized SG filter is then applied to the quantitative analysis of saccadic eye movements. It is demonstrated that (a) the conventional SG filter underestimates the peak velocity of saccades, especially those of small amplitude, and (b) the generalized SG filter estimates peak saccadic velocity more accurately than the conventional filter.

34 citations

Journal ArticleDOI
TL;DR: A series of numerical experiments are presented demonstrating the superior performance of the VMC penalty and the ADMM algorithm in broad applications for sparse representation, including sparse denoising, sparse deconvolution, and missing data estimation.

17 citations


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Journal Article
TL;DR: In this article, the frequency of oculomotor dysfunctions in a sample of ambulatory outpatients who have acquired brain injury, either traumatic brain injury (TBI) or cerebrovascular accident (CVA), with associated vision symptoms was determined by a computer-based query spanning the years 2000 through 2003.
Abstract: BACKGROUND The purpose of this retrospective study was to determine the frequency of occurrence of oculomotor dysfunctions in a sample of ambulatory outpatients who have acquired brain injury (ABI), either traumatic brain injury (TBI) or cerebrovascular accident (CVA), with associated vision symptoms. METHODS Medical records of 220 individuals with either TBI (n = 160) or CVA (n = 60) were reviewed retrospectively. This was determined by a computer-based query spanning the years 2000 through 2003, for the frequency of occurrence of oculomotor dysfunctions including accommodation, version, vergence, strabismus, and cranial nerve (CN) palsy. RESULTS The majority of individuals with either TBI (90%) or CVA (86.7%) manifested an oculomotor dysfunction. Accommodative and vergence deficits were most common in the TBI subgroup, whereas strabismus and CN palsy were most common in the CVA subgroup. The frequency of occurrence of versional deficits was similar in each diagnostic subgroup. CONCLUSION These new findings should alert the clinician to the higher frequency of occurrence of oculomotor dysfunctions in these populations and the associated therapeutic, rehabilitative, and quality-of-life implications.

323 citations

Book ChapterDOI
01 Jan 2017
TL;DR: This chapter investigates the frequency-related properties of random processes, with a particular emphasis on power and filtering.
Abstract: The previous chapter introduced the concept of a random process and explored in depth the temporal (i.e., time-related) properties of such processes. Many of the specific random processes introduced in Chap. 7 are used in modern engineering to model noise or other unpredictable phenomena in signal communications. In this chapter, we investigate the frequency-related properties of random processes, with a particular emphasis on power and filtering.

169 citations

Journal ArticleDOI
TL;DR: Patients with chronic dysfunction following TBI may require occupational, vestibular, cognitive and other forms of physical therapy and benefit from visual rehabilitation, including reading‐related oculomotor training and the prescribing of spectacles with a variety of tints and prism combinations.
Abstract: Traumatic brain injury (TBI) and its associated concussion are major causes of disability and death. All ages can be affected but children, young adults and the elderly are particularly susceptible. A decline in mortality has resulted in many more individuals living with a disability caused by TBI including those affecting vision. This review describes: (1) the major clinical and pathological features of TBI; (2) the visual signs and symptoms associated with the disorder; and (3) discusses the assessment of quality of life and visual rehabilitation of the patient. Defects in primary vision such as visual acuity and visual fields, eye movement including vergence, saccadic and smooth pursuit movements, and in more complex aspects of vision involving visual perception, motion vision (‘akinopsia’), and visuo-spatial function have all been reported in TBI. Eye movement dysfunction may be an early sign of TBI. Hence, TBI can result in a variety of visual problems, many patients exhibiting multiple visual defects in combination with a decline in overall health. Patients with chronic dysfunction following TBI may require occupational, vestibular, cognitive and other forms of physical therapy. Such patients may also benefit from visual rehabilitation, including reading-related oculomotor training and the prescribing of spectacles with a variety of tints and prism combinations.

82 citations

Journal ArticleDOI
TL;DR: Wang et al. as mentioned in this paper proposed a new nonconvex penalty called generalized logarithm(G-log) penalty, which enhances the sparsity and reduces noise disturbance.

72 citations

Journal ArticleDOI
TL;DR: Wang et al. as discussed by the authors proposed a new nonconvex penalty called generalized logarithm(G-log) penalty, which enhances the sparsity and reduces noise disturbance.

71 citations