• Title/Summary/Keyword: Walsh

Search Result 230, Processing Time 0.025 seconds

Predicting patient experience of Invisalign treatment: An analysis using artificial neural network

  • Xu, Lin;Mei, Li;Lu, Ruiqi;Li, Yuan;Li, Hanshi;Li, Yu
    • The korean journal of orthodontics
    • /
    • v.52 no.4
    • /
    • pp.268-277
    • /
    • 2022
  • Objective: Poor experience with Invisalign treatment affects patient compliance and, thus, treatment outcome. Knowing the potential discomfort level in advance can help orthodontists better prepare the patient to overcome the difficult stage. This study aimed to construct artificial neural networks (ANNs) to predict patient experience in the early stages of Invisalign treatment. Methods: In total, 196 patients were enrolled. Data collection included questionnaires on pain, anxiety, and quality of life (QoL). A four-layer fully connected multilayer perception with three backpropagations was constructed to predict patient experience of the treatment. The input data comprised 17 clinical features. The partial derivative method was used to calculate the relative contributions of each input in the ANNs. Results: The predictive success rates for pain, anxiety, and QoL were 87.7%, 93.4%, and 92.4%, respectively. ANNs for predicting pain, anxiety, and QoL yielded areas under the curve of 0.963, 0.992, and 0.982, respectively. The number of teeth with lingual attachments was the most important factor affecting the outcome of negative experience, followed by the number of lingual buttons and upper incisors with attachments. Conclusions: The constructed ANNs in this preliminary study show good accuracy in predicting patient experience (i.e., pain, anxiety, and QoL) of Invisalign treatment. Artificial intelligence system developed for predicting patient comfort has potential for clinical application to enhance patient compliance.

A digital Audio Watermarking Algorithm using 2D Barcode (2차원 바코드를 이용한 오디오 워터마킹 알고리즘)

  • Bae, Kyoung-Yul
    • Journal of Intelligence and Information Systems
    • /
    • v.17 no.2
    • /
    • pp.97-107
    • /
    • 2011
  • Nowadays there are a lot of issues about copyright infringement in the Internet world because the digital content on the network can be copied and delivered easily. Indeed the copied version has same quality with the original one. So, copyright owners and content provider want a powerful solution to protect their content. The popular one of the solutions was DRM (digital rights management) that is based on encryption technology and rights control. However, DRM-free service was launched after Steve Jobs who is CEO of Apple proposed a new music service paradigm without DRM, and the DRM is disappeared at the online music market. Even though the online music service decided to not equip the DRM solution, copyright owners and content providers are still searching a solution to protect their content. A solution to replace the DRM technology is digital audio watermarking technology which can embed copyright information into the music. In this paper, the author proposed a new audio watermarking algorithm with two approaches. First, the watermark information is generated by two dimensional barcode which has error correction code. So, the information can be recovered by itself if the errors fall into the range of the error tolerance. The other one is to use chirp sequence of CDMA (code division multiple access). These make the algorithm robust to the several malicious attacks. There are many 2D barcodes. Especially, QR code which is one of the matrix barcodes can express the information and the expression is freer than that of the other matrix barcodes. QR code has the square patterns with double at the three corners and these indicate the boundary of the symbol. This feature of the QR code is proper to express the watermark information. That is, because the QR code is 2D barcodes, nonlinear code and matrix code, it can be modulated to the spread spectrum and can be used for the watermarking algorithm. The proposed algorithm assigns the different spread spectrum sequences to the individual users respectively. In the case that the assigned code sequences are orthogonal, we can identify the watermark information of the individual user from an audio content. The algorithm used the Walsh code as an orthogonal code. The watermark information is rearranged to the 1D sequence from 2D barcode and modulated by the Walsh code. The modulated watermark information is embedded into the DCT (discrete cosine transform) domain of the original audio content. For the performance evaluation, I used 3 audio samples, "Amazing Grace", "Oh! Carol" and "Take me home country roads", The attacks for the robustness test were MP3 compression, echo attack, and sub woofer boost. The MP3 compression was performed by a tool of Cool Edit Pro 2.0. The specification of MP3 was CBR(Constant Bit Rate) 128kbps, 44,100Hz, and stereo. The echo attack had the echo with initial volume 70%, decay 75%, and delay 100msec. The sub woofer boost attack was a modification attack of low frequency part in the Fourier coefficients. The test results showed the proposed algorithm is robust to the attacks. In the MP3 attack, the strength of the watermark information is not affected, and then the watermark can be detected from all of the sample audios. In the sub woofer boost attack, the watermark was detected when the strength is 0.3. Also, in the case of echo attack, the watermark can be identified if the strength is greater and equal than 0.5.

Performance Analysis of Multi-Code CDMA System over IS-95B Forward Channel (IS-95B 순방향 채널에서의 멀티코드 CDMA 시스템의 성능분석)

  • 곽재민;최창호;이영교;오창헌;김언곤;조성준
    • The Journal of Korean Institute of Communications and Information Sciences
    • /
    • v.25 no.5B
    • /
    • pp.879-888
    • /
    • 2000
  • In this paper, the performance of IS-95B CDMA system adopting multi-code scheme for data service on the forward link is obtained by theoretical analysis and computer simulation. The wireless channel is assumed to include AWGN, MUI(Multi-User Interference), and MPI(Multi-Path Interference), and multipath Rayleigh fading modeled by TDL(Tapped Delay Line). To obtain actual performance, IS-95B system using PN codes(M-sequence) concatenated with Walsh codes is considered. The BER performance of voice/data service satisfying QoS requirement and the maximum capacity of voice users is derived in terms of various system parameters(voice activity factor, required SNR of voice/data users, the number of multi-codes, the number of voice/data users.,etc.). As a result, under the condition that the maximum allowable number of voice user is 38 in voice only system, as the number of multi-code is decreased by 1, the maximum allowable number of voice user is increased by 5% for system with 1 data user and 22.3% for system with 4 data users. Therefore, it is possible to increase maximum allowable number of users in IS-95B CDMA system by appropriate control of the number of multi-codes and required SNR according to channel environment and traffic characteristic.

  • PDF

Study on the Effectiveness of Resilient Parenting Program ("탄력적 부모되기" 프로그램의 효과성연구)

  • Yang, Ok-Kyung;Kim, Yoen-Soo;Kwon, Ja-Young
    • Korean Journal of Social Welfare
    • /
    • v.58 no.1
    • /
    • pp.143-173
    • /
    • 2006
  • This study is about the verification of the effectiveness of 'Resilient Parenting Program' based on Walsh's family resilience approach. The program was developed for strengthening parenting self-efficacy and increasing parent satisfaction and family relation as well. The program was practiced once a week for 8 weeks at the B community service center and each session lasted for 2 hours. The participants of the program were 13 mothers of elementary schools who had a need to increase their parenting skills and satisfaction. Among the 13 participants, 7 of them were arranged to the experimental group and 6 of them were included to the control group. The scores of the two groups at the point of pre-test, post-test and follow-up test, 3 months after the termination of the program, were analysed and compared through the Wilcoxen matched pairs signed rank test and Mann-Whitney U test. The scales adapted in this study were the Parent Satisfaction Scale, the Parenting Self-efficacy Scale, and the Family Relation Scale. As the results of the analyses, there were significant differences of the increases in the area of parent-child relationship satisfaction, general parent satisfaction, parenting self-efficacy, and family relation between the two groups. In conclusion, the effectiveness and utilization of the program were confirmed. Also, it is verified that the program can be an important tool for strengthening healthy family functioning through the interventions of parents in the field of community based social work practice.

  • PDF

The Effects of Prompted Voiding Therapy on Urinary Incontinence Control of Elderly Patients (노인환자의 요실금 조절을 위한 자극배뇨 요법의 효과)

  • 이경자;김미경;송희영
    • Journal of Korean Academy of Nursing
    • /
    • v.27 no.4
    • /
    • pp.943-952
    • /
    • 1997
  • This study was done to analyze the effects of prompted voiding therapy on urinary incontinence in elderly patients in an elderly care hospital. Specifically, this study looks to evaluate the effects of prompted voiding as an intervention for improving independent voiding and also identified the relationship of urinary continence to cognitive, emotional, and physical factors. The study was based on a pre-experimental design used to evaluate the effects of prompted voiding therapy on an experimental group without a control group. An experimental group of 143 patients was selected through convenience sampling from patients in an elderly care hospital. The data was collected from November 4 to December 14, 1996. Prompted voiding therapy is a behavioral therapy for managing incontinence and it is applied to patients who are cognitively impaired and dependent. In this study, the patients were asked at each designated time whether or not they had to urinate. If they answered yes, they were either given a bedpan or were assisted to the bathroom, and if the patient answered no, their diaper was checked to determine whether or not it was wet. The results were then recorded on the patients urinary voiding record. The urinary voiding score based on the model presented by Burton(1984), Burke and Walsh(1992), Chenitz, Stone & Salisbury(1991) was modified and used as a tool in this study. After forty six out of the total of 143 patients were selected for interviews through random sampling the levels of cognitive functions, mental depression and ADL(activities of dally life) within the given time frame were measured. In this study, the cognitive function was measured using the scale developed by Kabhn, Goldfarb, Pollack & Peck(1960), elderly mental depression, using the tool developed by Sheikh & Yesavage(1986), and the ADL(activities of dally living), through the Barthel Index. The data was analyzed through SPSS windows for descriptive statistics, repeated measured ANOVA and Pearson's correlation. According to the results of the study, the application of the prompted voiding therapy can improve the voiding pattern of patients. It was shown especially that incontinence could be controlled by the intervention developed according to the individual voiding pattern. In terms of the relationship between cognitive function, mental depression and ADL and the voiding function score, a close correlation was not found. It was shown that urinary incontinence can be improved through therapy even though patients have problems nth their cognitive, mental and physical functions.

  • PDF

Comparison of Feature Performance in Off-line Hanwritten Korean Alphabet Recognition (오프라인 필기체 한글 자소 인식에 있어서 특징성능의 비교)

  • Ko, Tae-Seog;Kim, Jong-Ryeol;Chung, Kyu-Sik
    • Korean Journal of Cognitive Science
    • /
    • v.7 no.1
    • /
    • pp.57-74
    • /
    • 1996
  • This paper presents a comparison of recognition performance of the features used inthe recent handwritten korean character recognition.This research aims at providing the basis for feature selecion in order to improve not only the recognition rate but also the efficiency of recognition system.For the comparison of feature performace,we analyzed the characteristics of theose features and then,classified them into three rypes:global feature(image transformation)type,statistical feature type,and local/ topological feature type.For each type,we selected four or five features which seem more suitable to represent the characteristics of korean alphabet,and performed recongition experiments for the first consonant,horizontal vowel,and vertical vowel of a korean character, respectively.The classifier used in our experiments is a multi-layered perceptron with one hidden layer which is trained with backpropagation algorithm.The training and test data in the experiment are taken from 30sets of PE92. Experimental results show that 1)local/topological features outperform the other two type features in terms of recognition rates 2)mesh and projection features in statical feature type,walsh and DCT features in global feature type,and gradient and concavity features in local/topological feature type outperform the others in each type, respectively.

  • PDF

Performance Analysis of Complex Phase-code for Phase Multiplexes Holographic Memory System (위상 다중화 홀로그래픽 메모리 시스템을 위한 CPC 위상코드의 성능 분석)

  • 조병철;김정진;김은수
    • The Journal of Korean Institute of Communications and Information Sciences
    • /
    • v.28 no.1C
    • /
    • pp.1-8
    • /
    • 2003
  • In this paper, performance of the CPC(complex phase code) which is recently proposed as a practical phase encoding method for phase-code multiplexes holographic memory system is comparatively analyzed with those of the conventional phase codes such as PR(pure random code), RCE(random code with equality), WHM(Walsh Hadamard Matrix). In computer simulation, the size of an address bean is fixed at 32$\times$32 pixels and 0%-25% phase-error ratio in a pixel are intentionally added to the real phase values to consider the nonlinear phase-modulation characteristics of the practical spatial light modulator. From comparative analysis of crosstalks and signal-to-noise ratios for these phase codes by calculating auto-correlation and cross-correlation, it is found that the CPC have the lowest cross-correlation mean value of 0.021, the lowest standard deviation of 0.0113 and the highest signal-to-noise ratio(SNR) of 27.4 among the four types of phase code. In addition, from the calculation of the number of all possible address beams for these four types of phase code as the size of the address beam is fixed to 3232 pixels, the CPC is found to have 6.334$\times$10$^{49}$ address beams, which are relatively higher number than that of the conventional phase codes.

Use of autonomous maximal smile to evaluate dental and gingival exposure

  • Wang, Shuai;Lin, Hengzhe;Yang, Yan;Zhao, Xin;Mei, Li;Zheng, Wei;Li, Yu;Zhao, Zhihe
    • The korean journal of orthodontics
    • /
    • v.48 no.3
    • /
    • pp.182-188
    • /
    • 2018
  • Objective: This study was performed to validate the autonomous maximal smile (AMS) as a new reference for evaluating dental and gingival exposure. Methods: Digital video clips of 100 volunteers showing posed smiles and AMS at different verbal directives were recorded for evaluation a total of three times at 1-week intervals. Lip-teeth relationship width (LTRW) and buccal corridor width (BCW) were measured. LTRW represented the vertical distance between the inferior border of the upper vermilion and the edge of the maxillary central incisors. Intraclass correlation coefficients (ICCs) for reproducibility, and the m-value (minimum number of repeated measurements required for an ICC level over 0.75), were calculated. Results: LTRW and BCW of the AMS were 1.41 and 2.04 mm, respectively, greater than those of the posed smile (p < 0.05), indicating significantly larger dental and gingival exposure in the AMS. The reproducibility of the AMS (0.74 to 0.77) was excellent, and higher than that of the posed smile (0.62 to 0.65), which had fair-to-good reproducibility. Moreover, the m-value of the AMS (0.88 to 1.05) was lower than that of the posed smile (1.59 to 1.85). Conclusions: Compared to the posed smile, the AMS shows significantly larger LTRW and BCW, with significantly higher reproducibility. The AMS might serve as an adjunctive reference, in addition to the posed smile, in orthodontic and other dentomaxillofacial treatments.

Necrotizing Enterocolitis in Term Infants (만삭아에 발생한 괴사성 장염)

  • Kim, Dae-Yeon;Kim, Seong-Chul;Kim, Kyung-Mo;Kim, Ellen Ai-Rhan;Kim, Ki-Soo;Pi, Soo-Young;Kim, In-Koo
    • Advances in pediatric surgery
    • /
    • v.9 no.1
    • /
    • pp.19-23
    • /
    • 2003
  • Necrotizing Enterocolitis (NEC) is usually a disease of premature infants, but occasionally it affects the term neonate. Twenty-five infants with NEC were treated at Asan Medical Center between January 2000 and December 2002, and 13 of them were term infants. In each case, the diagnosis of NEC was established by a clinical illness fulfilling the Bell's stage II or III NEC as modified by Walsh or by surgical findings. There were six males and seven females. The birth weight was from 1,960 to 3,700 g. The age at diagnosis was from 1 to 40 days. Four patients had congenital heart disease: one of who had hypothyroidism and cleft palate. Abdominal distension was present in all, and bloody stools in four. One patient had history of hypoglycemia, three had Rota viral infection. Eight patients had leucopoenia (<$5.0{\times}10^9/L$), seven had thrombocytopenia (<$100{\times}10^9/L$), and three severe thrombocytopenia (<$50{\times}10^9/L$). Laparotomy was required in 10 of the 13 patients. Indications for operation in the acute phase were failure to respond to aggressive medical therapy in five, and perforation in three patients. There were two late phase operations for intestinal stricture and fistula. There were no operative complications. Ten of thirteen patients survived (76.9%). Two patients died of septic complication. There was a delayed death due to heart failure. There was a significant difference in survival according to platelet count ($50{\times}10^9/L$) (p<0.05). Congenital heart disease and Rota viral infection are associated with NEC in term infants and thrombocytopenia and leucopoenia may be surgical indications.

  • PDF

Assessing the Damage: An Exploratory Examination of Electronic Word of Mouth (손해평고(损害评估): 대전자구비행소적탐색성고찰(对电子口碑行销的探索性考察))

  • Funches, Venessa Martin;Foxx, William;Park, Eun-Joo;Kim, Eun-Young
    • Journal of Global Scholars of Marketing Science
    • /
    • v.20 no.2
    • /
    • pp.188-198
    • /
    • 2010
  • This study attempts to examine the influence that negative WOM (NWOM) has in an online context. It specifically focuses on the impact of the service failure description and the perceived intention of the communication provider on consumer evaluations of firm competence, attitude toward the firm, positive word of mouth and behavioral intentions. Studies of communication persuasiveness focus on "who says what; to whom; in which channel; with what effect (Chiu 2007)." In this research study, we examine electronic web posting, particularly focusing on two aspects of "what": the level of service failure communicated and perceived intention of the individual posting. It stands to reason electronic NWOM that appears to be trying to damage a product’s or firm's reputation will be viewed as more biased and will thus be considered as less credible. According to attribution theory, people search for the causes of events especially those that are negative and unexpected (Weiner 2006). Hennig-Thurau and Walsh (2003) state "since the reader has only limited knowledge and trust of the author of an online articulation the quality of the contribution could be expected to serve as a potent moderator of the articulation-behavior relationship. We therefore posit the following hypotheses: H1. Subjects exposed to electronic NWOM describing a high level of service failure will provide lower scores on measures of (a) firm competence, (b) attitude toward the firm, (c) positive word of mouth, and (d) behavioral intention than will subjects exposed to electronic NWOM describing a low level of service failure. H2. Subjects exposed to electronic NWOM with a warning intent will provide lower scores on measures of (a) firm competence, (b) attitude toward the firm, (c) positive word of mouth, and (d) behavioral intention than will subjects exposed to electronic NWOM with a vengeful intent. H3. Level of service failure in electronic NWOM will interact with the perceived intention of the electronic NWOM, such that there will be a decrease in mean response on measures of (a) firm competence, (b) attitude toward the firm, (c) positive word of mouth, and (d) behavioral intention from electronic NWOM with a warning intent to a vengeful intent. The main study involved a2 (service failure severity) x2 (NWOM with warning versus vengeful intent) factorial experiment. Stimuli were presented to subjects online using a mock online web posting. The scenario described a service failure associated with non-acceptance of a gift card in a brick-and-mortar retail establishment. A national sample was recruited through an online research firm. A total of 113 subjects participated in the study. A total of 104 surveys were analyzed. The scenario was perceived to be realistic with 92.3% giving the scenario a greater than average response. Manipulations were satisfactory. Measures were pre-tested and validated. Items were analyzed and found reliable and valid. MANOVA results found the multivariate interaction was not significant, allowing our interpretation to proceed to the main effects. Significant main effects were found for post intent and service failure severity. The post intent main effect was attributable to attitude toward the firm, positive word of mouth and behavioral intention. The service failure severity main effect was attributable to all four dependent variables: firm competence, attitude toward the firm, positive word of mouth and behavioral intention. Specifically, firm competence for electronic NWOM describing high severity of service failure was lower than electronic NWOM describing low severity of service failure. Attitude toward the firm for electronic NWOM describing high severity of service failure was lower than electronic NWOM describing low severity of service failure. Positive word of mouth for electronic NWOM describing high severity of service failure was lower than electronic NWOM describing low severity of service failure. Behavioral intention for electronic NWOM describing high severity of service failure was lower for electronic NWOM describing low severity of service failure. Therefore, H1a, H1b, H1c and H1d were all supported. In addition, attitude toward the firm for electronic NWOM with a warning intent was lower than electronic NWOM with a vengeful intent. Positive word of mouth for electronic NWOM with a warning intent was lower than electronic NWOM with a vengeful intent. Behavioral intention for electronic NWOM with a warning intent was lower than electronic NWOM with a vengeful intent. Thus, H2b, H2c and H2d were supported. However, H2a was not supported though results were in the hypothesized direction. Otherwise, there was no significant multivariate service failure severity by post intent interaction, nor was there a significant univariate service failure severity by post intent interaction for any of the three hypothesized variables. Thus, H3 was not supported for any of the four hypothesized variables. This study has research and managerial implications. The findings of this study support prior research that service failure severity impacts consumer perceptions, attitude, positive word of mouth and behavioral intentions (Weun et al. 2004). Of further relevance, this response is evidenced in the online context, suggesting the need for firms to engage in serious focused service recovery efforts. With respect to perceived intention of electronic NWOM, the findings support prior research suggesting reader's attributions of the intentions of a source influence the strength of its impact on perceptions, attitude, positive word of mouth and behavioral intentions. The implication for managers suggests while consumers do find online communications to be credible and influential, not all communications are weighted the same. A benefit of electronic WOM, even when it may be potentially damaging, is it can be monitored for potential problems and additionally offers the possibility of redress.