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New Feature Selection Method for Text Categorization 一种新的文本分类特征选择方法
Pub Date : 2017-03-01 DOI: 10.6109/jicce.2017.15.1.53
Xingfeng Wang, Heecheol Kim
The preferred feature selection methods for text classification are filter-based. In a common filter-based feature selection scheme, unique scores are assigned to features; then, these features are sorted according to their scores. The last step is to add the top-N features to the feature set. In this paper, we propose an improved global feature selection scheme wherein its last step is modified to obtain a more representative feature set. The proposed method aims to improve the classification performance of global feature selection methods by creating a feature set representing all classes almost equally. For this purpose, a local feature selection method is used in the proposed method to label features according to their discriminative power on classes; these labels are used while producing the feature sets. Experimental results obtained using the well-known 20 Newsgroups and Reuters-21578 datasets with the k-nearest neighbor algorithm and a support vector machine indicate that the proposed method improves the classification performance in terms of a widely known metric (F₁).
文本分类的首选特征选择方法是基于过滤器的。在常见的基于过滤器的特征选择方案中,为特征分配唯一分数;然后,根据这些特征的得分对它们进行排序。最后一步是将top-N个特征添加到特征集中。在本文中,我们提出了一种改进的全局特征选择方案,其中最后一步进行了修改,以获得更具代表性的特征集。该方法旨在通过创建一个几乎平等地表示所有类别的特征集来提高全局特征选择方法的分类性能。为此,该方法采用局部特征选择方法,根据特征在类上的判别能力对特征进行标记;这些标签在生成特性集时使用。使用众所周知的20个新闻组和路透社-21578数据集进行k近邻算法和支持向量机的实验结果表明,所提出的方法在众所周知的度量(F₁)方面提高了分类性能。
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引用次数: 2
Distributed Estimation Using Non-regular Quantized Data 基于非正则量化数据的分布式估计
Pub Date : 2017-03-01 DOI: 10.6109/jicce.2017.15.1.7
Y. Kim
We consider a distributed estimation where many nodes remotely placed at known locations collect the measurements of the parameter of interest, quantize these measurements, and transmit the quantized data to a fusion node; this fusion node performs the parameter estimation. Noting that quantizers at nodes should operate in a non-regular framework where multiple codewords or quantization partitions can be mapped from a single measurement to improve the system performance, we propose a low-weight estimation algorithm that finds the most feasible combination of codewords. This combination is found by computing the weighted sum of the possible combinations whose weights are obtained by counting their occurrence in a learning process. Otherwise, tremendous complexity will be inevitable due to multiple codewords or partitions interpreted from non-regular quantized data. We conduct extensive experiments to demonstrate that the proposed algorithm provides a statistically significant performance gain with low complexity as compared to typical estimation techniques.
我们考虑了一种分布式估计,其中许多节点远程放置在已知位置,收集感兴趣参数的测量值,量化这些测量值,并将量化数据传输到融合节点;该融合节点执行参数估计。注意到节点上的量化器应该在一个非规则的框架中运行,在这个框架中,多个码字或量化分区可以从单个测量中映射出来,以提高系统性能,我们提出了一种低权重估计算法,该算法可以找到最可行的码字组合。这种组合是通过计算可能组合的加权和来找到的,这些组合的权重是通过计算它们在学习过程中的出现次数来获得的。否则,由于从非规则量化数据中解释多个码字或分区,将不可避免地带来巨大的复杂性。我们进行了大量的实验来证明,与典型的估计技术相比,所提出的算法提供了统计上显着的性能增益,且复杂度较低。
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引用次数: 2
Low-Power Voltage Converter Using Energy Recycling Capacitor Array 基于能量回收电容器阵列的低功率电压变换器
Pub Date : 2017-03-01 DOI: 10.6109/jicce.2017.15.1.62
Syed Asmat Ali Shah, A. N. Ragheb, Hyungwon Kim
This paper presents a low-power voltage converter based on a reconfigurable capacitor array. Its energy recycling capacitor array stores the energy during a charge stage and supplies the voltage during an energy recycle stage even after the power source is disconnected. The converter reconfigures the capacitor array step-wise to boost the lost voltage level during the energy recycle stage. Its energy saving is particularly effective when most of the energy remaining in the charge capacitors is wasted by the leakage current during a longer sleep period. Simulations have been conducted using a voltage source of 500 mV to supply a V DD of around 800 mV to a load circuit consisting of four 32-bit adders in a 65-nm CMOS process. Results demonstrate energy recycling efficiency of 85.86% and overall energy saving of 40.14% compared to a conventional converter, when the load circuit is shortly active followed by a long sleep period.
本文提出了一种基于可重构电容阵列的低功率电压变换器。其能量回收电容器阵列在充电阶段存储能量,并在电源断开后在能量回收阶段提供电压。转换器重新配置电容阵列,逐步提高能量回收阶段的损失电压水平。当在较长的休眠期间,充电电容器中剩余的大部分能量被泄漏电流浪费时,其节能效果尤其显著。在65纳米CMOS工艺中,使用500 mV电压源为由四个32位加法器组成的负载电路提供约800 mV的电压DD进行了模拟。结果表明,与传统变流器相比,负载电路在短时间有功后长时间休眠时,能量回收效率为85.86%,总体节能40.14%。
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引用次数: 1
Design of a Polygon Slot Antenna with a Polygon Tuning Stub for Ultra-Wideband Applications 一种用于超宽带应用的带多边形调谐根的多边形缝隙天线设计
Pub Date : 2017-03-01 DOI: 10.6109/jicce.2017.15.1.1
Ju Ho Lee, Young Gyu Choi, Joong-Han Yoon
In this study, we develop and experimentally evaluate an ultra-wideband (UWB) slot antenna with a polygon tuning stub. The proposed antenna consists of a polygon slot with a 50-Ω feed line. The effects of various parameters of the polygon-shaped slot and the polygon tuning stub on UWB applications are investigated. The optimum parameters were obtained using the Ansys HFSS software. The results of the studies on the surface current distributions of the operating frequency bands were discussed. The proposed antenna is fabricated on an inexpensive FR-4 substrate with the overall dimensions of 28.0 mm × 30.0 mm. The measured results confirm that the proposed antenna covers frequencies from 2.58 GHz to 13.27 GHz, which is the UWB frequency range. Further, the proposed UWB antenna also exhibited that omni-directionality in the H-plane gain varied from 1.185 to 7.246 dBi. The good antenna characteristics of the proposed antenna make it suitable for UWB system applications.
在本研究中,我们开发并实验评估了一种带有多边形调谐根的超宽带(UWB)缝隙天线。所提出的天线由一个带有50-Ω馈线的多边形槽组成。研究了多角形槽和多角形调谐短段各参数对超宽带应用的影响。利用Ansys公司的HFSS软件确定了最佳工艺参数。讨论了工作频段表面电流分布的研究结果。所提出的天线是在一个便宜的FR-4基板上制造的,总体尺寸为28.0 mm × 30.0 mm。测量结果表明,该天线覆盖的频率范围为2.58 GHz ~ 13.27 GHz,为超宽带频率范围。此外,所提出的超宽带天线在h面增益范围为1.185 ~ 7.246 dBi的全向性。该天线具有良好的天线特性,适合于超宽带系统应用。
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引用次数: 0
Bayesian Approach to Users' Perspective on Movie Genres 用户对电影类型看法的贝叶斯方法
Pub Date : 2017-03-01 DOI: 10.6109/jicce.2017.15.1.43
Artem Lenskiy, Eric Makita
Movie ratings are crucial for recommendation engines that track the behavior of all users and utilize the information to suggest items the users might like. It is intuitively appealing that information about the viewing preferences in terms of movie genres is sufficient for predicting a genre of an unlabeled movie. In order to predict movie genres, we treat ratings as a feature vector, apply a Bernoulli event model to estimate the likelihood of a movie being assigned a certain genre, and evaluate the posterior probability of the genre of a given movie by using the Bayes rule. The goal of the proposed technique is to efficiently use movie ratings for the task of predicting movie genres. In our approach, we attempted to answer the question: “Given the set of users who watched a movie, is it possible to predict the genre of a movie on the basis of its ratings?” The simulation results with MovieLens 1M data demonstrated the efficiency and accuracy of the proposed technique, achieving an 83.8% prediction rate for exact prediction and 84.8% when including correlated genres.
电影评级对于跟踪所有用户的行为并利用这些信息来推荐用户可能喜欢的项目的推荐引擎来说是至关重要的。从直观上讲,关于电影类型的观看偏好的信息足以预测未标记电影的类型,这很吸引人。为了预测电影类型,我们将评分作为特征向量,应用伯努利事件模型来估计电影被指定为特定类型的可能性,并使用贝叶斯规则评估给定电影类型的后验概率。所提出的技术的目标是有效地使用电影评级来预测电影类型。在我们的方法中,我们试图回答这样一个问题:“给定观看电影的用户集,是否有可能根据其评级来预测电影的类型?”基于MovieLens 1M数据的仿真结果证明了该方法的效率和准确性,在精确预测时的预测率为83.8%,在包含相关类型时的预测率为84.8%。
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引用次数: 2
Reduced Hybrid Ring Coupler Using Surface Micromachining Technology for 94-GHz MMIC Applications 基于表面微加工技术的94 ghz MMIC小型化混合环形耦合器
Pub Date : 2016-12-31 DOI: 10.6109/jicce.2016.14.4.246
Won-Young Uhm, Tae-Jong Beak, K. Ryu, Sungchan Kim
In this study, we developed a reduced 94 GHz hybrid ring coupler on a GaAs substrate in order to demonstrate the possibility of the integration of various passive components and MMICs in the millimeter-wave range. To reduce the size of the hybrid ring coupler, we used multiple open stubs on the inside of the ring structure. The chip size of the reduced hybrid ring coupler with multiple open stubs was decreased by 62% compared with the area of the hybrid ring coupler without open stubs. Performance in terms of the loss, isolation, and phase difference characteristics exhibited no significant change after the use of the multiple open stubs on the inside of the ring structure. The reduced hybrid ring coupler showed excellent coupling loss of 3.87±0.33 dB and transmission loss of 3.77±0.72 dB in the measured frequency range of 90–100 GHz. The isolation and reflection were −48 dB and −32 dB at 94 GHz, respectively. The phase differences between two output ports were 180°±1° at 94 GHz.
在这项研究中,我们在GaAs衬底上开发了一种减小的94 GHz混合环形耦合器,以证明在毫米波范围内集成各种无源元件和mmic的可能性。为了减小混合式环形耦合器的尺寸,我们在环形结构的内部使用了多个开口桩。与不带开口桩的混合式环形耦合器相比,带多个开口桩的混合式环形耦合器的芯片尺寸减小了62%。在环形结构内部采用多个开口桩后,在损耗、隔离和相位差特性方面的性能没有明显变化。在90 ~ 100 GHz的测量频率范围内,简化后的混合式环形耦合器耦合损耗为3.87±0.33 dB,传输损耗为3.77±0.72 dB。在94 GHz时,隔离度和反射度分别为- 48 dB和- 32 dB。在94 GHz时,两个输出端口之间的相位差为180°±1°。
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引用次数: 0
Machine Learning Based Variation Modeling and Optimization for 3D ICs 基于机器学习的三维集成电路变分建模与优化
Pub Date : 2016-12-31 DOI: 10.6109/jicce.2016.14.4.258
S. Samal, Guoqing Chen, S. Lim
Three-dimensional integrated circuits (3D ICs) experience die-to-die variations in addition to the already challenging within-die variations. This adds an additional design complexity and makes variation estimation and full-chip optimization even more challenging. In this paper, we show that the industry standard on-chip variation (AOCV) tables cannot be applied directly to 3D paths that are spanning multiple dies. We develop a new machine learning-based model and methodology for an accurate variation estimation of logic paths in 3D designs. Our model makes use of key parameters extracted from existing GDSII 3D IC design and sign-off simulation database. Thus, it requires no runtime overhead when compared to AOCV analysis while achieving an average accuracy of 90% in variation evaluation. By using our model in a full-chip variation-aware 3D IC physical design flow, we obtain up to 16% improvement in critical path delay under variations, which is verified with detailed Monte Carlo simulations.
三维集成电路(3D ic)除了已经具有挑战性的模内变化之外,还经历了模到模的变化。这增加了额外的设计复杂性,使变异估计和全芯片优化更具挑战性。在本文中,我们证明了行业标准片上变化(AOCV)表不能直接应用于跨越多个芯片的3D路径。我们开发了一种新的基于机器学习的模型和方法,用于3D设计中逻辑路径的准确变化估计。我们的模型利用了从现有的GDSII 3D IC设计和签名仿真数据库中提取的关键参数。因此,与AOCV分析相比,它不需要运行时开销,同时在变异评估中实现90%的平均准确率。通过在全芯片变化感知3D IC物理设计流程中使用我们的模型,我们在变化下的关键路径延迟提高了16%,并通过详细的蒙特卡罗模拟验证了这一点。
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引用次数: 1
Performance Analysis of 32-QAPM System with MRC Diversity in Rician Fading Channel 具有MRC分集的32-QAPM系统在衰落信道中的性能分析
Pub Date : 2016-12-31 DOI: 10.6109/jicce.2016.14.4.227
Jae-Young Chun, E. Kim
In this study, the performance of a 32-quadrature amplitude position modulation (QAPM) system is analyzed under a Rician fading channel condition when the maximal ratio combining (MRC) diversity technique is used in the receiver. The fading channel is modeled as a frequency non-selective slow Rician fading channel corrupted by additive white Gaussian noise (AWGN). QAPM is available to improve BER performance without amplifying transmit power, and MRC diversity makes the performance improvement of QAPM system even bigger by intentionally maximizing SNR. Error performances are shown for the 32-QAPM system and a 32-phase silence shift keying (PSSK) system in order to examine the effects of fading severity, for various values of the Rician parameter, K. The dependence of error rates on MRC diversity is also analyzed. The simulation results show that the BER performance of the 32-QAPM system is better than that of the 32-PSSK system under the above mentioned conditions.
本文分析了32正交幅度位置调制(QAPM)系统在完全衰落信道条件下,采用最大比组合(MRC)分集技术的性能。将衰落信道建模为受加性高斯白噪声(AWGN)破坏的频率非选择性慢速衰落信道。QAPM可以在不放大发射功率的情况下提高误码率性能,而MRC分集通过有意最大化信噪比,使QAPM系统的性能提升幅度更大。为了检验衰落严重程度对不同的r参数k值的影响,我们展示了32-QAPM系统和32相沉默移位键控(PSSK)系统的误差性能,并分析了错误率对MRC分集的依赖性。仿真结果表明,在上述条件下,32-QAPM系统的误码率性能优于32-PSSK系统。
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引用次数: 1
Compact Microstrip-Fed Square Loop Antenna for DTV Applications 用于数字电视的紧凑型微带馈电方形环路天线
Pub Date : 2016-12-31 DOI: 10.6109/jicce.2016.14.4.222
J. Yeo, Jong-Ig Lee
A design method for a compact square loop antenna fed by a microstrip (MS) line for indoor digital television (DTV) applications is proposed. The proposed antenna consists of a square loop, circular sectors, and an MS line. The square loop combined with circular sectors is printed on one side of a substrate, and a 75-Ω MS line is printed on the other side. The circular sectors are used as a wideband balun or transition to connect the MS line and the square loop. A prototype of the proposed square loop antenna operating in the DTV band (470–806 MHz) is designed and fabricated on an FR4 substrate. Experimental results show that the proposed antenna has the desired impedance characteristics in the frequency band of 464–1,220 MHz (89.8%) for a voltage standing wave ratio (VSWR) of <2 covering the DTV band, and a broadside gain of 0.8–3.3 dBi in the DTV band.
提出了一种用于室内数字电视(DTV)应用的微带馈电方形环形天线的设计方法。所提出的天线由一个方形环路、圆形扇区和一条MS线组成。在基板的一侧印刷与圆形扇形相结合的方形环路,在另一侧印刷75-Ω MS线。圆形扇区用作宽带平衡或过渡,以连接MS线和方形环路。在FR4基板上设计并制作了工作在数字电视频段(470-806 MHz)的方形环路天线原型。实验结果表明,该天线在464 ~ 1220 MHz(89.8%)频段具有理想的阻抗特性,驻波比(VSWR)小于2,覆盖DTV频段,宽带增益为0.8 ~ 3.3 dBi。
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引用次数: 0
Secure Message Transmission against Remote Control System 针对远程控制系统的安全信息传输
Pub Date : 2016-12-31 DOI: 10.6109/jicce.2016.14.4.233
Taehwan Park, Hwajeong Seo, Bongjin Bae, Howon Kim
A remote control system (RCS) can monitor a user’s confidential information by using the broadcast receivers in Android OS. However, the current RCS detection methods are based only on a virus vaccine. Therefore, if the user’s smartphone is infected by a brand new RCS, these methods cannot detect this new RCS immediately. In this paper, we present a secure message transmission medium. This medium is completely isolated from networks and can communicate securely through a QR code channel by using symmetric key cryptography such as the AES block cipher and public key cryptography such as elliptic curve cryptography for providing security. Therefore, the RCS cannot detect any confidential information. This approach is completely immune to any RCS attacks. Furthermore, we present a secure QR code-based key exchange protocol by using the elliptic curve Diffie–Hellman method and message transmission protocols; the proposed protocol has high usability and is very secure.
远程控制系统(RCS)可以通过Android操作系统中的广播接收器来监控用户的机密信息。然而,目前的RCS检测方法仅基于病毒疫苗。因此,如果用户的智能手机感染了一个全新的RCS,这些方法无法立即检测到这个新的RCS。本文提出了一种安全的信息传输介质。这种介质完全与网络隔离,可以通过QR码通道安全地通信,使用AES块密码等对称密钥加密和椭圆曲线密码等公钥加密来提供安全性。因此,RCS无法检测到任何机密信息。这种方法完全不受任何RCS攻击的影响。在此基础上,利用椭圆曲线Diffie-Hellman方法和消息传输协议,提出了一种安全的QR码密钥交换协议;该协议具有较高的可用性和安全性。
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引用次数: 3
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J. Inform. and Commun. Convergence Engineering
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