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Building Detection using Two-Layered Novel Convolutional Neural Networks 基于双层卷积神经网络的建筑物检测
IF 1.7 4区 心理学 Q3 PSYCHOLOGY, CLINICAL Pub Date : 2021-04-20 DOI: 10.36548/JSCP.2021.1.004
P. Karuppusamy
In the recent years, there has been a high surge in the use of convolutional neural networks (CNNs) because of the state-of-the art performance in a number of areas like text, audio and video processing. The field of remote sensing applications is however a field that has not fully incorporated the use of CNN. To address this issue, we introduced a novel CNN that can be used to increase the performance of detectors built that use Local Binary Patterns (LBP) and Histogram of Oriented Gradients (HOG). Moreover, in this paper, we have also increased the accuracy of the CNN using two improvements. The first improvement involves feature vector transformation with Euler methodology and combining normalized and raw features. Based on the results observed, we have also performed a comparative study using similar methods and it has been identified that the proposed CNN proves to be an improvement over the others.
近年来,由于卷积神经网络在文本、音频和视频处理等领域的最先进性能,卷积神经网络的使用激增。然而,遥感应用领域还没有完全纳入CNN的使用。为了解决这个问题,我们介绍了一种新的CNN,它可以用来提高使用局部二进制模式(LBP)和定向梯度直方图(HOG)构建的检测器的性能。此外,在本文中,我们还使用了两个改进来提高CNN的准确性。第一个改进涉及使用欧拉方法进行特征向量变换,并结合归一化特征和原始特征。根据观察到的结果,我们还使用类似的方法进行了比较研究,结果表明,所提出的CNN比其他方法有所改进。
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引用次数: 40
Big Data Analysis and Perturbation using Data Mining Algorithm 基于数据挖掘算法的大数据分析与扰动
IF 1.7 4区 心理学 Q3 PSYCHOLOGY, CLINICAL Pub Date : 2021-04-19 DOI: 10.36548/JSCP.2021.1.003
W. Haoxiang, S. Smys
The advancement and introduction of computing technologies has proven to be highly effective and has resulted in the production of large amount of data that is to be analyzed. However, there is much concern on the privacy protection of the gathered data which suffers from the possibility of being exploited or exposed to the public. Hence, there are many methods of preserving this information they are not completely scalable or efficient and also have issues with privacy or data utility. Hence this proposed work provides a solution for such issues with an effective perturbation algorithm that uses big data by means of optimal geometric transformation. The proposed work has been examined and tested for accuracy, attack resistance, scalability and efficiency with the help of 5 classification algorithms and 9 datasets. Experimental analysis indicates that the proposed work is more successful in terms of attack resistance, scalability, execution speed and accuracy when compared with other algorithms that are used for privacy preservation.
计算技术的进步和引入已被证明是非常有效的,并导致了大量需要分析的数据的产生。然而,收集到的数据有可能被利用或暴露在公众面前,其隐私保护问题备受关注。因此,有许多保存这些信息的方法,它们不是完全可扩展或有效的,并且在隐私或数据实用程序方面也存在问题。因此,本文提出了一种有效的微扰算法,通过最优几何变换利用大数据来解决这些问题。在5种分类算法和9个数据集的帮助下,对所提出的工作进行了准确性、抗攻击性、可扩展性和效率的检验和测试。实验分析表明,与其他用于隐私保护的算法相比,该算法在抗攻击、可扩展性、执行速度和准确性方面取得了更大的成功。
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引用次数: 69
Fuzzy Chaos Whale Optimization and BAT Integrated Algorithm for Parameter Estimation in Sewage Treatment 污水处理中参数估计的模糊混沌鲸优化与BAT集成算法
IF 1.7 4区 心理学 Q3 PSYCHOLOGY, CLINICAL Pub Date : 2021-04-15 DOI: 10.36548/JSCP.2021.1.002
Akey Sungheetha, R RajeshSharma
Biological and social issues rise with faults that occur in waste water treatment plant (WWTP). Nature as well as humans are negatively impacted by the dangerous effects of poorly treated wastewater. This paper combines the fuzzy logic, chaos theory, whale optimization algorithm (WOA) and BAT algorithm (FCW-BAT) to create a novel model for parameter estimation. The WWTP applications are exposed to FCW-BAT algorithm for identifying nonwell-structured domain, validating decision rules, cost reduction and estimation of several relevant attributes from the complete dataset. The significant data is retained while reducing the complete feature set using FCW-BAT prior to the classification process. Estimation of data uncertainty and fuzzification is performed with the cost function fast fuzzy c-means. The WOA parameters are estimated and tuned with the help of several chaos sequence maps. Complex real-time datasets consisting of missing values and several uncertainty features are tested and experimented. Shorter execution time, higher convergence speed, lower error and improved performance are obtained with the sine chaos map embedded in the proposed algorithm. Additionally, the WWTP sensor process faults may also be detected by the proposed model with great levels of accuracy enabling the system operators to make appropriate control decisions. Journal of Soft Computing Paradigm (JSCP) (2021) Vol.03/ No.01 Pages: 10-18 http://irojournals.com/jscp/ DOI: https://doi.org/10.36548/jscp.2021.1.002 11 ISSN: 2582-2640 (online) Submitted:10.02.2021 Revised: 05.03.2021 Accepted: 28.03.2021 Published: 15.04.2021
随着污水处理厂(WWTP)发生故障,生物和社会问题也随之出现。自然和人类都受到未经处理的废水的危险影响的负面影响。本文将模糊逻辑、混沌理论、鲸鱼优化算法(WOA)和蝙蝠算法(FCW-BAT)相结合,建立了一种新的参数估计模型。WWTP应用程序暴露于FCW-BAT算法,用于识别非结构良好的域,验证决策规则,降低成本并估计完整数据集中的几个相关属性。在分类过程之前,使用FCW-BAT减少完整的特征集,同时保留重要的数据。利用代价函数快速模糊c均值对数据进行不确定性估计和模糊化。利用混沌序列映射对WOA参数进行估计和调优。对由缺失值和若干不确定特征组成的复杂实时数据集进行了测试和实验。该算法中嵌入正弦混沌映射后,执行时间更短,收敛速度更快,误差更小,性能得到改善。此外,所提出的模型也可以以很高的精度检测到WWTP传感器过程故障,从而使系统操作员能够做出适当的控制决策。Journal of Soft Computing Paradigm (JSCP) (2021) Vol.03/ No.01 Pages: 10-18 http://irojournals.com/jscp/ DOI: https://doi.org/10.36548/jscp.2021.1.002 11 ISSN: 2582-2640 (online)提交:10.02.2021修订:05.03.2021接受:28.03.2021发布:15.04.2021
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引用次数: 30
Capsule Network Algorithm for Performance Optimization of Text Classification 用于文本分类性能优化的胶囊网络算法
IF 1.7 4区 心理学 Q3 PSYCHOLOGY, CLINICAL Pub Date : 2021-04-03 DOI: 10.36548/JSCP.2021.1.001
J SamuelManoharan
In regions of visual inference, optimized performance is demonstrated by capsule networks on structured data. Classification of hierarchical multi-label text is performed with a simple capsule network algorithm in this paper. It is further compared to support vector machine (SVM), Long Short Term Memory (LSTM), artificial neural network (ANN), convolutional Neural Network (CNN) and other neural and non-neural network architectures to demonstrate its superior performance. The Blurb Genre Collection (BGC) and Web of Science (WOS) datasets are used for experimental purpose. The encoded latent data is combined with the algorithm while handling structurally diverse categories and rare events in hierarchical multi-label text applications.
在视觉推理领域,胶囊网络在结构化数据上展示了优化的性能。本文采用一种简单的胶囊网络算法对分层多标签文本进行分类。进一步将其与支持向量机(SVM)、长短期记忆(LSTM)、人工神经网络(ANN)、卷积神经网络(CNN)等神经网络和非神经网络架构进行比较,以证明其优越的性能。Blurb Genre Collection(BGC)和Web of Science(WOS)数据集用于实验目的。编码的潜在数据与算法相结合,同时在分层多标签文本应用程序中处理结构多样的类别和罕见事件。
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引用次数: 46
Zoom or In-Person: An Ecological Momentary Assessment Study of Time with Friends and Depressive Symptoms on Affect in Emerging Adults. 放大还是亲身体验?与朋友相处的时间和抑郁症状对成年期情感的生态学瞬间评估研究
IF 1 4区 心理学 Q3 PSYCHOLOGY, CLINICAL Pub Date : 2021-04-01 DOI: 10.1521/jscp.2021.40.2.97
Irena Kesselring, Haley E Yaremych, Samantha Pegg, Lindsay Dickey, Autumn Kujawa

Introduction: Depression is associated with increased negative affect (NA) and low positive affect (PA), as well as interpersonal difficulties. Although most studies examine symptoms and affect at only one time point, ecological momentary assessment (EMA) captures data on affect and activity in real time and across contexts. The present study used EMA to explore the links between in-person and virtual social interactions, depressive symptoms, and momentary affect.

Methods: Emerging adults (N=86) completed a self-report measure of both general depression and dysphoria symptoms, followed by EMA surveys 8 times daily for one week, reporting momentary affect (PA and NA) and social context (in-person and virtual interactions with friends).

Results: In-person, but not virtual, presence of friends was associated with increased PA overall. Depressive symptoms were linked to less time with in-person friends and elevated NA. There was also a significant interaction between in-person presence of friends and dysphoria in predicting NA, such that presence of in-person friends was associated with lower NA only for those low in dysphoria.

Discussion: Findings suggest that time with in-person friends is associated with increased PA overall and decreased NA only for those lower in depressive symptoms, but these effects do not generalize to virtual interactions. Those with greater depressive symptoms may be less responsive to positive stimuli and experience less of an effect of friends' presence on affect. Alternatively, maladaptive social behaviors characteristic of depression may influence the effect of social interactions on affect.

简介抑郁症与消极情绪(NA)增加和积极情绪(PA)降低以及人际交往困难有关。虽然大多数研究仅在一个时间点上对症状和情绪进行研究,但生态瞬间评估(EMA)可实时捕捉不同情境下的情绪和活动数据。本研究使用 EMA 来探讨人际和虚拟社交互动、抑郁症状和瞬间情绪之间的联系:方法:新近成年者(86 人)完成了一项关于一般抑郁症状和焦虑症状的自我报告测量,随后进行了为期一周、每天 8 次的 EMA 调查,报告瞬间情感(PA 和 NA)和社会环境(与朋友的亲身互动和虚拟互动):结果:朋友的亲身参与(而非虚拟参与)与总体 PA 的增加有关。抑郁症状与与亲朋好友相处时间减少和不愉快程度增加有关。在预测 NA 方面,朋友的亲身参与与焦虑症之间也存在明显的交互作用,因此只有焦虑症程度较低的人,朋友的亲身参与才与较低的 NA 有关:讨论:研究结果表明,与亲朋好友在一起的时间与总体活动量的增加有关,而只有抑郁症状较轻的人的活动量才会减少,但这些影响并不普遍适用于虚拟互动。抑郁症状较重的人可能对积极刺激的反应较弱,朋友的存在对情感的影响较小。另外,抑郁症所特有的不适应性社交行为也可能会影响社交互动对情感的影响。
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引用次数: 0
Received Social Support and Post-Traumatic Stress Symptoms in New Zealand and Philippine Emergency Responders 在新西兰和菲律宾紧急救援人员中获得社会支持和创伤后应激症状
IF 1.7 4区 心理学 Q3 PSYCHOLOGY, CLINICAL Pub Date : 2021-04-01 DOI: 10.1521/JSCP.2021.40.2.153
Johnrev Guilaran, Ian de Terte, K. Kaniasty, C. Stephens
Introduction: Emergency responders are at risk of post-traumatic stress symptoms (PTSS). This study investigates the relationship between the different components of received social support (RSS) and PTSS in these occupations. Method: This cross-sectional study involved emergency responders from New Zealand and the Philippines (n=223). Participants answered an online questionnaire measuring social support and PTSS. Results: High amount of total received support was significantly associated with lower levels of PTSS. Analyses of RSS components revealed that co-worker, emotional, and tangible support exhibited salutary main effects on PTSS. Furthermore, high amounts of RSS from supervisors were found to be associated with low levels of PTSS only among participants who reported low trauma exposure. Discussion: Findings were congruent with the main effects model of RSS. Results also underscored the importance of investigating varied manifestations of social support as they may differentially influence the strength of effects of receiving social support by emergency responders.
引言:急救人员有出现创伤后应激症状(PTSS)的风险。本研究调查了这些职业中获得社会支持(RSS)的不同组成部分与PTSS之间的关系。方法:这项横断面研究涉及新西兰和菲律宾的急救人员(n=223)。参与者回答了一份测量社会支持和创伤后应激障碍的在线问卷。结果:获得的支持总量高与PTSS水平低显著相关。对RSS成分的分析表明,同事、情感和有形支持对PTSS表现出有益的主要影响。此外,只有在报告创伤暴露程度较低的参与者中,来自监管人员的大量RSS才与创伤后应激障碍水平较低有关。讨论:研究结果与RSS的主要效应模型一致。研究结果还强调了调查社会支持的各种表现形式的重要性,因为它们可能会不同地影响应急人员接受社会支持的效果。
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引用次数: 2
Intersectionality, Gender, and the Self-Stigma of Mental Illness 交叉性、性别与精神疾病的自我污名
IF 1.7 4区 心理学 Q3 PSYCHOLOGY, CLINICAL Pub Date : 2021-04-01 DOI: 10.1521/JSCP.2021.40.2.145
Rachel E. Dubke, P. Corrigan
Introduction: This study sought to examine self-stigma at the intersection of two identities: mental illness and gender. Methods: Using an MTurk panel, 100 self-identified men and women with and without mental illness (total N = 400) completed the Difference and Disdain Self-Stigma Scale. Results: Significant effects were found for mental illness (participants with mental illness reported greater perceptions of being different from the population and disdain themselves because of that) but not for gender or the interaction. Discussion: Failure to find intersectionality may reflect classic findings from social psychological research that suggests people do not necessarily diminish self-esteem because of socio-demographic identity (I am a woman or African American). Future studies need to test for an intersection effect for public stigma.
引言:这项研究试图在精神疾病和性别这两种身份的交叉点上检验自我污名。方法:使用MTurk小组,100名自我认同的患有和不患有精神疾病的男性和女性(总N=400)完成了差异和蔑视自我污名量表。结果:发现对精神疾病有显著影响(患有精神疾病的参与者报告称,他们更倾向于与人群不同,并因此而鄙视自己),但对性别或互动没有影响。讨论:未能发现交叉性可能反映了社会心理学研究的经典发现,该研究表明,人们不一定会因为社会人口特征而降低自尊(我是女性或非裔美国人)。未来的研究需要检验公众污名的交叉效应。
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引用次数: 2
Implicit Beliefs About Emotions in Youth: Associations With Temperamental Negative Emotionality and Depression 青少年情绪的内隐信念与气质负性情绪和抑郁的关系
IF 1.7 4区 心理学 Q3 PSYCHOLOGY, CLINICAL Pub Date : 2021-04-01 DOI: 10.1521/JSCP.2021.40.2.121
C. M. Crawford, Julianne M. Griffith, B. Hankin, Jami F. Young
Introduction: Individual differences in beliefs about the controllability of emotions are associated with a range of psychosocial outcomes, including depressive symptoms. Less is known, however, about factors contributing to individual differences in these beliefs. The current study examined prospective associations between negative emotionality (NE) and implicit beliefs about emotions, as well as the indirect effect of NE on depressive symptoms through implicit beliefs about emotions. Methods: In a sample of children and adolescents, NE was assessed at baseline, implicit beliefs about emotions were assessed 18 months later, and depressive symptoms were assessed at baseline and 36 months later. Results: NE was associated with implicit beliefs about emotions, and an indirect effect of NE on depressive symptoms through implicit beliefs about emotions was observed. Discussion: NE represents a salient dispositional vulnerability factor contributing to individual differences in implicit beliefs about emotions, with implications for the development of depressive symptoms in youth.
关于情绪可控性信念的个体差异与一系列社会心理结果相关,包括抑郁症状。然而,导致这些信念的个体差异的因素却鲜为人知。本研究考察了负性情绪(NE)与情绪内隐信念之间的潜在关联,以及负性情绪通过情绪内隐信念对抑郁症状的间接影响。方法:在一组儿童和青少年样本中,在基线时评估NE,在18个月后评估关于情绪的内隐信念,在基线和36个月后评估抑郁症状。结果:新思维与情绪内隐信念相关,并通过情绪内隐信念间接影响抑郁症状。讨论:NE代表了一个显著的性格脆弱性因素,有助于对情绪的内隐信念的个体差异,对青少年抑郁症状的发展有影响。
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引用次数: 2
Self-Regulation in Dual Diagnosis: A Multi-Method Approach of Self-Awareness, Error-Monitoring and Emotional Distress 双重诊断中的自我调节:自我意识、错误监测和情绪困扰的多方法研究
IF 1.7 4区 心理学 Q3 PSYCHOLOGY, CLINICAL Pub Date : 2021-02-01 DOI: 10.1521/JSCP.2021.40.1.1
J. C. Beerten-Duijkers, C. Vissers, M. Rinck, J. Egger
Introduction: Self-regulatory actions direct the achievement of life goals. Awareness of one's state is needed to adequately self-regulate one's life. Methods: The self-regulatory actions of (cognitive/emotional) self-awareness and (error-)monitoring were assessed in patients with Dual Diagnosis and healthy controls. A multi-method approach was applied. Results: Patients with Dual Diagnosis reported lower capacity to identify, verbalize and interpret emotions in a cognitive manner. Both groups reported experiencing arousal of emotions, but patients showed less cognitive elaboration on them and they reported more negatively labeled emotions. Patients with Dual Diagnosis signaled errors less adequately, but did not differ in the number of errors. Discussion: The abundance of negative emotions may overwhelm patients and trigger substance use to handle this negativity. Especially because they do in fact experience the arousal of emotions, but they find it harder to timely identify, interpret and verbalize these emotions. Training self-awareness and emotion regulation may be beneficial.
自我调节行为指导人生目标的实现。意识到自己的状态是自我调节生活的必要条件。方法:对双重诊断患者和健康对照者的(认知/情绪)自我意识和(错误)监测的自我调节行为进行评估。采用了多方法方法。结果:双重诊断的患者在识别、表达和解释认知方式的情绪方面能力较低。两组患者都报告了情绪的觉醒,但患者对情绪的认知阐述较少,他们报告了更多的负面情绪。双重诊断患者的错误信号较少,但在错误数量上没有差异。讨论:大量的负面情绪可能会使患者不堪重负,并引发药物使用来处理这种负面情绪。尤其是因为他们确实经历过情绪的觉醒,但他们发现很难及时识别、解释和表达这些情绪。训练自我意识和情绪调节可能是有益的。
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引用次数: 1
Social Support and Psychological Adjustment Among College Adults 大学生社会支持与心理适应
IF 1.7 4区 心理学 Q3 PSYCHOLOGY, CLINICAL Pub Date : 2021-02-01 DOI: 10.1521/JSCP.2021.40.1.69
Rachel Wesley, J. Booker
Introduction: We were interested in building on previous studies showing the promotive and buffering roles of social support for emerging adults We tested the associations of multiple domains of social support (i e , family, friends) with measures of adjustment and adversity Methods: Across four studies, U S college adults reported on domains of social support (family, friends, significant other), psychological adjustment (i e , life satisfaction, flourishing), and psychological adversity (i e , recent stress, depressive symptoms) Studies 1 and 4 were cross-sectional, whereas Studies 2 and 3 involved two, monthly survey reports Study 4 was completed against the backdrop of early COVID-19 disruptions for college adults in the Spring of 2020 Results: In each study, each domain of social support was positively correlated with measures of adjustment and negatively correlated with measures of adversity Partial correlations indicated that support from friends was incrementally associated with nearly every outcome, whereas support from family was incrementally associated with a majority of outcomes Multiphase studies supported unidirectional, but not bidirectional, effects from earlier adjustment onto later social support Discussion: Overall, findings reinforce the importance of social support for young adults and highlight the distinct importance of family and friends Findings also suggest that a lack of perceived social support may contribute to risks fitting views such as the stress generation theory among emerging adults [ABSTRACT FROM AUTHOR] Copyright of Journal of Social & Clinical Psychology is the property of Guilford Publications Inc and its content may not be copied or emailed to multiple sites or posted to a listserv without the copyright holder's express written permission However, users may print, download, or email articles for individual use This abstract may be abridged No warranty is given about the accuracy of the copy Users should refer to the original published version of the material for the full abstract (Copyright applies to all Abstracts )
引言:我们有兴趣在先前研究的基础上进一步研究社会支持对新兴成年人的促进和缓冲作用。我们测试了社会支持的多个领域(即家庭、朋友)与适应和逆境措施的关系。方法:在四项研究中,美国大学成年人报告了社会支持领域(家庭、朋友、重要他人),心理调整(即生活满意度、繁荣)和心理逆境(即最近的压力、抑郁症状)研究1和4是横断面的,而研究2和3涉及两份月度调查报告研究4是在2020年春季新冠肺炎早期对大学生造成干扰的背景下完成的结果:在每项研究中,社会支持的每个领域都与适应措施呈正相关,与逆境措施负相关部分相关性表明,来自朋友的支持与几乎每一个结果都递增相关,而来自家人的支持与大多数结果递增相关多阶段研究支持单向,但不是双向的,早期调整对后期社会支持的影响讨论:总体而言,研究结果强调了社会支持对年轻人的重要性,并强调了家人和朋友的独特重要性研究结果还表明,缺乏感知到的社会支持可能会导致新兴成年人中的压力生成理论等符合风险的观点[作者摘要]《社会与临床心理学杂志》版权归吉尔福德所有未经版权持有人明确书面许可,Publications Inc及其内容不得复制或通过电子邮件发送到多个网站或发布到listserv。但是,用户可以打印、下载、,或个人使用的电子邮件文章本摘要可能会被删节,对副本的准确性不作任何保证用户应参考材料的原始出版版本以获取完整摘要(版权适用于所有摘要)
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引用次数: 4
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Journal of Social and Clinical Psychology
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