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2013 IEEE 12th International Conference on Cognitive Informatics and Cognitive Computing最新文献

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Rank information fusion for challenging ocular image recognition 基于秩信息融合的挑战性眼图像识别
M. Monwar, B. Kumar, Vishnu Naresh Boddeti, J. Smereka
Under challenging imaging conditions which include lower resolution, occlusion, motion and de-focus blur, iris recognition performance degrades. In such conditions ocular region has been suggested as a new biometric modality which has the ability to overcome some of the above mentioned drawbacks. In this work, we investigate the performance of rank level fusion approach that fuses the outputs of three ocular region matching algorithms, namely, Probabilistic Deformation Model (PDM), modified Scale-Invariant Feature Transform (m-SIFT) and Gradient Orientation Histogram (GOH), employed for recognizing challenging ocular images in the Face and Ocular Challenge Series (FOCS) dataset. We investigate different rank fusion schemes including the highest rank, Borda count, plurality voting and Markov chain and demonstrate that rank-level fusion can lead to improved recognition performance.
在具有挑战性的成像条件下,包括低分辨率,遮挡,运动和离焦模糊,虹膜识别性能下降。在这种情况下,眼区已被建议作为一种新的生物识别方式,它具有克服上述一些缺点的能力。在这项工作中,我们研究了秩级融合方法的性能,该方法融合了三种眼部区域匹配算法的输出,即概率变形模型(PDM)、改进的尺度不变特征变换(m-SIFT)和梯度方向直方图(GOH),用于识别人脸和眼部挑战系列(FOCS)数据集中的挑战性眼部图像。我们研究了最高等级、Borda计数、多数投票和马尔可夫链等不同的等级融合方案,并证明了等级融合可以提高识别性能。
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引用次数: 7
Functional Mesh Learning for pattern analysis of cognitive processes 用于认知过程模式分析的功能网格学习
Orhan Firat, M. Ozay, Itir Önal, Ilke Öztekin, F. Yarman-Vural
We propose a statistical learning model for classifying cognitive processes based on distributed patterns of neural activation in the brain, acquired via functional magnetic resonance imaging (fMRI). In the proposed learning machine, local meshes are formed around each voxel. The distance between voxels in the mesh is determined by using functional neighborhood concept. In order to define functional neighborhood, the similarities between the time series recorded for voxels are measured and functional connectivity matrices are constructed. Then, the local mesh for each voxel is formed by including the functionally closest neighboring voxels in the mesh. The relationship between the voxels within a mesh is estimated by using a linear regression model. These relationship vectors, called Functional Connectivity aware Local Relational Features (FC-LRF) are then used to train a statistical learning machine. The proposed method was tested on a recognition memory experiment, including data pertaining to encoding and retrieval of words belonging to ten different semantic categories. Two popular classifiers, namely k-Nearest Neighbor and Support Vector Machine, are trained in order to predict the semantic category of the item being retrieved, based on activation patterns during encoding. The classification performance of the Functional Mesh Learning model, which range in 62-68% is superior to the classical multi-voxel pattern analysis (MVPA) methods, which range in 40-48%, for ten semantic categories.
我们提出了一种统计学习模型,用于根据大脑中神经激活的分布模式对认知过程进行分类,该模型通过功能性磁共振成像(fMRI)获得。在提出的学习机中,每个体素周围形成局部网格。利用功能邻域概念确定网格中体素之间的距离。为了定义功能邻域,测量体素记录的时间序列之间的相似度,构造功能连通性矩阵。然后,通过在网格中包含功能最接近的相邻体素,形成每个体素的局部网格。使用线性回归模型估计网格内体素之间的关系。这些关系向量称为功能连接感知局部关系特征(FC-LRF),然后用于训练统计学习机。在一个识别记忆实验中对该方法进行了测试,包括对10个不同语义类别的单词进行编码和检索的数据。两个流行的分类器,即k-最近邻和支持向量机,被训练来预测被检索的项目的语义类别,基于编码期间的激活模式。在10个语义类别中,功能网格学习模型的分类性能为62-68%,优于经典的多体素模式分析(MVPA)方法的40-48%。
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引用次数: 22
Novel multimodal template generation algorithm 一种新的多模态模板生成算法
Padma Polash Paul, M. Gavrilova
Multimodal biometric system has emerged as a highly successful new approach to combat problems of unimodal biometric system such as intraclass variability, interclass similarity, data quality, non-universality, and sensitivity to noise. The idea behind the cancelable biometric or cancelability is to transform a biometric data or feature into a new one so that the stored biometric template can be easily changed in a biometric security system. In this paper, we present a novel architecture for template generation within the context of the cancelable multimodal system. We develop a novel cancelable biometric template generation algorithm using random projection and transformation-based feature extraction and selection. We further validate the performance of the proposed algorithm on a virtual multimodal face and ear database.
多模态生物识别系统作为一种非常成功的新方法出现,以解决单模态生物识别系统的问题,如类内变异性、类间相似性、数据质量、非普适性和对噪声的敏感性。可取消生物特征或可取消性背后的思想是将生物特征数据或特征转换为新的数据或特征,以便在生物特征安全系统中轻松更改存储的生物特征模板。在本文中,我们提出了一种在可取消多模态系统环境下生成模板的新架构。我们开发了一种新的基于随机投影和变换的特征提取和选择的可取消生物特征模板生成算法。我们进一步在一个虚拟的多模态人脸和耳朵数据库上验证了该算法的性能。
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引用次数: 5
Design and implementation of automatic verification for PLC systems PLC系统自动验证的设计与实现
Mo Xia, Mian Sun, G. Luo, Xibin Zhao
Programmable Logic Controller (PLC) have been widely used in industries, and safety and reliability of them has been urgently concerned. However, it's hard to verify all the cases to discover the logical flaws of complex systems by traditional testing. Formal verification methods introduce mathematical rigor in their analysis thereby guaranteeing exhaustive state space coverage. But there is not an effective and efficient tool for PLC verification, and the general-purpose formal tools need lots of relevant knowledge. This paper proposes an automatic verification tool for PLC systems. It includes graphical modeling, syntax check, code generation, code optimization and representation of the counter-examples which violate some system properties.
可编程控制器(PLC)在工业中得到了广泛的应用,其安全性和可靠性已成为人们迫切关注的问题。然而,传统的测试方法很难验证所有的案例,从而发现复杂系统的逻辑缺陷。形式化验证方法在其分析中引入了数学严谨性,从而保证了详尽的状态空间覆盖。但目前还没有一种有效的、高效的PLC验证工具,通用的形式化工具需要大量的相关知识。本文提出了一种PLC系统的自动验证工具。它包括图形化建模、语法检查、代码生成、代码优化和表示违反某些系统属性的反例。
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引用次数: 4
Mining hierarchical temporal association rules in a publication database 在发布数据库中挖掘分层时态关联规则
Guo-Cheng Lan, T. Hong, Pei-Shan Wu, S. Tsumoto
Different from the existing studies, this work presents a new kind of rules with the concept of a hierarchy of time granules, namely hierarchical temporal association rules. The lifespan of an item in a time granule is calculated from the publication time of the item to the end time in the time granule. A three-phase mining framework is proposed to effectively and efficiently find this kind of rules from a temporal database. The experimental results show the performance of the proposed algorithm under the item lifespan definition.
与已有研究不同的是,本文提出了一种新的时间粒层次概念的规则,即层次时间关联规则。时间颗粒中项目的生命周期是从项目的发布时间到时间颗粒中的结束时间计算的。提出了一种三阶段挖掘框架,从时态数据库中高效地发现这类规则。实验结果表明了该算法在项目寿命定义下的有效性。
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引用次数: 6
Information fusion of CNVs and SNPs on gene-gene interactions for molecular subtypes of lymphoma 淋巴瘤分子亚型基因-基因相互作用的CNVs和SNPs信息融合
Tse-Yi Wang, Yen-Ho Chen, Kuang-Chi Chen
Although genome-wide association studies report many disease-associated loci involved in pathogenesis, current identified variants only explain a little part of the heritability underlying complex diseases. To explore the other missing part of heritability, data-mining methods are proposed and developed to detect disease-associated interactions between variants. Recently, some studies have revealed the linkage disequilibrium between chromosome structure variations and disease-associated loci. We are motivated to employ a fusion approach that incorporates the information of copy number variations (CNVs) for identifying interactions between single nucleotide polymorphisms (SNPs). The CNV profiles are first used for clustering analysis of disease subtypes, and then the SNP-SNP interactions are examined by the multifactor dimensionality reduction (MDR) method. We applied the fusion approach in analyzing 214 lymphoma cases. The results showed that the interactions identified by the fusion approach were more significantly associated with lymphoma than those identified only by MDR without incorporating CNV information. Therefore, we conclude that information fusion of CNVs and SNPs provides a proper strategy for detecting gene-gene interactions in disease association studies.
尽管全基因组关联研究报告了许多与发病机制相关的疾病相关位点,但目前已确定的变异仅解释了复杂疾病遗传能力的一小部分。为了探索遗传力的其他缺失部分,提出并开发了数据挖掘方法来检测变异之间与疾病相关的相互作用。近年来,一些研究揭示了染色体结构变异与疾病相关位点之间的连锁不平衡。我们的动机是采用融合方法,结合拷贝数变异(CNVs)的信息来识别单核苷酸多态性(SNPs)之间的相互作用。CNV谱首先用于疾病亚型的聚类分析,然后通过多因素降维(MDR)方法检测SNP-SNP相互作用。我们应用融合入路分析了214例淋巴瘤病例。结果表明,通过融合方法鉴定的相互作用与淋巴瘤的相关性比仅通过MDR鉴定的相互作用更显著,而不纳入CNV信息。因此,我们得出结论,CNVs和snp的信息融合为疾病关联研究中检测基因-基因相互作用提供了一种合适的策略。
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引用次数: 0
Design of a Symbiotic Sensor Network 一种共生传感器网络的设计
H. Hara
In this paper, Design of a concept of a Symbiotic Sensor Network (SSN) and its implementation methodology are proposed. SSN can support people who install sensor network into ordinary home with 1)autonomous action and 2)interactive function.
本文提出了一种共生传感器网络的概念设计及其实现方法。SSN可以支持人们在普通家庭中安装传感器网络,具有1)自主行动和2)交互功能。
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引用次数: 1
Automated Chinese-English translation scoring based on answer knowledge base 基于答案知识库的汉英翻译自动评分
Wei Wu, Li Li
The current automated Chinese-English translation scoring methods mainly fall into two categories: one is based on the text similarity and the other on Natural Language Process (NLP). Both of them have to face the problem in their accuracy. This paper proposed an automated Chinese-English translation scoring method based on answer knowledge base by analyzing the shortcomings of the current automated scoring methods of Chinese-English translation. Answer knowledge base is constructed by means of such methods as semantic expansion of the answers. Students' answers are automatically scored based on the answer knowledge base, which improves its adaptability, flexibility and accuracy. The analysis of contrast experiments indicates that the method can work well and its accuracy is obviously improved. Meanwhile, this method can also apply to the automated scoring in other subjective tests.
目前的汉英翻译自动评分方法主要分为两大类,一类是基于文本相似度的评分方法,另一类是基于自然语言过程的评分方法。两者都必须面对准确性的问题。本文通过分析当前汉英翻译自动评分方法的不足,提出了一种基于答案知识库的汉英翻译自动评分方法。通过对答案进行语义扩展等方法构建答案知识库。基于答案知识库对学生的答案进行自动评分,提高了答案知识库的适应性、灵活性和准确性。对比实验分析表明,该方法效果良好,精度明显提高。同时,该方法也适用于其他主观测试的自动评分。
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引用次数: 3
Characterizing bipolar rating scales to investigate potency of eWOM messages involving attitude directionwithout its strength 采用双相评价量表的特征来研究不带强度的态度方向的eom信息的效力
K. Fujimoto
Electronic word-of-mouth (eWOM) is an important information source that influences consumer product evaluations. The author previously developed a computational model, called an inference space model, that predicts potency-magnitude relations of eWOM messages involving subjective rank expressions, which refer to the linguistic representations related to the attitude-levels of the benefits of product attributes. This paper mathematically investigates the potencymagnitude relations of message types differentiating the attitude direction and the strength. The investigations include the developments of a Q-magnitude Relation Map (Q-Map) which illustrates how the relations change based on the values of two parameters: evaluation target size and scale-size balancing indicator. The results show that three scale-classes of bipolar rating scales have a critical role in knowing how the relations change. Based on observations of the Q-Maps, unexplored hypotheses on the potency-magnitude relations are developed with respect to messages involving attitude direction without its strength.
电子口碑是影响消费者产品评价的重要信息来源。作者之前开发了一个计算模型,称为推理空间模型,该模型预测了涉及主观等级表达的eom消息的势量关系,这是指与产品属性利益的态度水平相关的语言表示。本文用数学方法研究了信号类型区分姿态方向和强度的势量关系。研究包括q -大小关系图(Q-Map)的发展,该图说明了基于两个参数值的关系是如何变化的:评价目标大小和规模-规模平衡指标。结果表明,双相评定量表的三个等级对了解关系如何变化具有关键作用。基于对q - map的观察,对于涉及姿态方向而没有其强度的信息,提出了关于势-幅度关系的未探索的假设。
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引用次数: 0
A biologically inspired computational model of Moral Decision Making for autonomous agents 自主主体道德决策的生物学启发计算模型
José-Antonio Cervantes, Luis-Felipe Rodríguez, Sonia López, Félix F. Ramos
In areas such as psychology and neuroscience a common approach to study human behavior has been the development of theoretical models of cognition. In fields such as artificial intelligence, these cognitive models are usually translated into computational implementations and incorporated into the architectures of intelligent autonomous agents (AAs). The main assumption is that this design approach contributes to the development of intelligent systems capable of displaying very believable and human-like behaviors. Decision Making is one of the most investigated and computationally implemented cognitive functions. The literature reports several computational models designed to allow AAs to make decisions that help achieve their personal goals and needs. However, most models disregard crucial aspects of human decision making such as other agents' needs, ethical values, and social norms. In this paper, we propose a biologically inspired computational model of Moral Decision Making (MDM). This model is designed to enable AAs to make decisions based on ethical and moral judgment. The simulation results demonstrate that the model helps to improve the believability of virtual agents when facing moral dilemmas.
在心理学和神经科学等领域,研究人类行为的一种常见方法是发展认知理论模型。在人工智能等领域,这些认知模型通常被转化为计算实现,并整合到智能自主代理(AAs)的架构中。主要的假设是,这种设计方法有助于智能系统的发展,能够显示非常可信和类似人类的行为。决策是研究最多、计算实现最多的认知功能之一。文献报道了几个计算模型,这些模型被设计成允许AAs做出有助于实现其个人目标和需求的决策。然而,大多数模型忽略了人类决策的关键方面,如其他主体的需求、道德价值观和社会规范。在本文中,我们提出了一个受生物学启发的道德决策(MDM)计算模型。该模型的设计目的是使自动助理能够根据伦理和道德判断做出决策。仿真结果表明,该模型有助于提高虚拟代理在面对道德困境时的可信度。
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引用次数: 9
期刊
2013 IEEE 12th International Conference on Cognitive Informatics and Cognitive Computing
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