2018 Eleventh International Conference on Contemporary Computing (IC3)最新文献

Predicting Computer Network Traffic: A Time Series Forecasting Approach Using DWT, ARIMA and RNN 计算机网络流量预测:基于DWT、ARIMA和RNN的时间序列预测方法

2018 Eleventh International Conference on Contemporary Computing (IC3) Pub Date : 2018-08-01 DOI: 10.1109/IC3.2018.8530608

Rishabh Madan, Parthasarathi Mangipudi

{"title":"Predicting Computer Network Traffic: A Time Series Forecasting Approach Using DWT, ARIMA and RNN","authors":"Rishabh Madan, Parthasarathi Mangipudi","doi":"10.1109/IC3.2018.8530608","DOIUrl":"https://doi.org/10.1109/IC3.2018.8530608","url":null,"abstract":"This paper proposes the Discrete Wavelet Transform (DWT), Auto Regressive Integrated Moving Averages (ARIMA) model and Recurrent Neural Network (RNN) based technique for forecasting the computer network traffic. Computer network traffic is sampled on computer networking device connected to the internet. At first, discrete wavelet transform is used to decompose the traffic data into non-linear (approximate) and linear (detailed) components. After that, detailed and approximate components are reconstructed using inverse DWT and predictions are made using Auto Regressive Moving Average (ARIMA) and Recurrent Neural Networks (RNN), respectively. Internet traffic is a time series which can be used to predict the future traffic trends in a computer network. Numerous computer network management tasks depend heavily on the information about the network traffic. This forecasting is very useful for numerous applications, such as congestion control, anomaly detection, and bandwidth allocation. Our method is easy to implement and computationally less expensive which can be easily applied at the data centers, improving the quality of service (QoS) and reducing the cost.","PeriodicalId":118388,"journal":{"name":"2018 Eleventh International Conference on Contemporary Computing (IC3)","volume":"13 3 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126104357","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 69

Tomato Leaf Disease Detection Using Convolutional Neural Networks 基于卷积神经网络的番茄叶片病害检测

2018 Eleventh International Conference on Contemporary Computing (IC3) Pub Date : 2018-08-01 DOI: 10.1109/IC3.2018.8530532

Prajwala Tm, A. Pranathi, Kandiraju SaiAshritha, Nagaratna B. Chittaragi, S. Koolagudi

引用次数: 154

A Lip Reading Model Using CNN with Batch Normalization 基于批处理归一化的CNN唇读模型

2018 Eleventh International Conference on Contemporary Computing (IC3) Pub Date : 2018-08-01 DOI: 10.1109/IC3.2018.8530509

Saquib Nadeem Hashmi, Harsh Gupta, Dhruv Mittal, Kaushtubh Kumar, Aparajita Nanda, Sarishty Gupta

{"title":"A Lip Reading Model Using CNN with Batch Normalization","authors":"Saquib Nadeem Hashmi, Harsh Gupta, Dhruv Mittal, Kaushtubh Kumar, Aparajita Nanda, Sarishty Gupta","doi":"10.1109/IC3.2018.8530509","DOIUrl":"https://doi.org/10.1109/IC3.2018.8530509","url":null,"abstract":"The goal of Lip-reading is to decode and analyze the lip movements of a speaker for a said word or phrase. Variation in speaking speed, intensity and same lip sequence of distinct characters have been the challenging aspects of lip reading. In this paper we present a lip reading model for an audio-less video data of variable-length sequence frames. First, we extract the lip region from each face image in the video sequence and concatenate them to form a single image. Next, we design a twelve-layer Convolutional Neural Network with two layer of batch normalization for training the model and to extract the visual features end-to-end. Batch normalization helps to reduce the internal and external variances in various attributes like speaker's accent, lighting and quality of image frames, pace of the speaker and posture of speaking etc. We validate the performance of ourmodel on a standard audio-less video MIRACLE-VC1 dataset and compare with an existing model whichuses 16 layers CNN or more. A training accuracy of 96% and a validation accuracy of 52.9% have been attained on the proposed lip reading model.","PeriodicalId":118388,"journal":{"name":"2018 Eleventh International Conference on Contemporary Computing (IC3)","volume":"3 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115666561","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 19

Moedor Cleaning Robot Moedor清洁机器人

2018 Eleventh International Conference on Contemporary Computing (IC3) Pub Date : 2018-08-01 DOI: 10.1109/IC3.2018.8530503

Anmol Taneja, G. Bansal, R. Setia, N. Hema

引用次数: 2

Identification of Relevant Contextual Dimensions Using Regression Analysis 使用回归分析识别相关情境维度

2018 Eleventh International Conference on Contemporary Computing (IC3) Pub Date : 2018-08-01 DOI: 10.1109/IC3.2018.8530565

Anu Taneja, Anuja Arora

引用次数: 1

Parameter Estimation in a Biological System Using Differential Evolution Algorithm 基于差分进化算法的生物系统参数估计

2018 Eleventh International Conference on Contemporary Computing (IC3) Pub Date : 2018-08-01 DOI: 10.1109/IC3.2018.8530508

S. Panda, R. Das

{"title":"Parameter Estimation in a Biological System Using Differential Evolution Algorithm","authors":"S. Panda, R. Das","doi":"10.1109/IC3.2018.8530508","DOIUrl":"https://doi.org/10.1109/IC3.2018.8530508","url":null,"abstract":"Tumours generally involve high rates of metabolic heat generation and blood perfusion. In this paper, we present an inverse method involving the differential evolution algorithm for predicting the blood perfusion rate from the knowledge of transient temperature response of the skin. The interesting aspect of this work is to demonstrate that mere prediction of blood perfusion rate can characterize a tumorous tissue without any prior knowledge of the rate of metabolic heat generation. This is done by the incorporation of the initial temperature in the governing forward method itself and eliminating the metabolic heat generation from the pertinent expressions. Due to the nonhomogenous nature of biological tissues, the thermal relaxation time of such systems is considerably higher than other materials. Thus, unlike conventionally-studied Pennes bioheat transfer model, the present study addresses a non-Fourier heat conduction-based bioheat transfer model. The effect of random noise is also accounted in the present study and it is finally observed that the present work satisfactorily deciphers the malignant melanoma and other related subsurface abnormalities using a non-invasive inverse method aided by the skin's transient thermal signatures.","PeriodicalId":118388,"journal":{"name":"2018 Eleventh International Conference on Contemporary Computing (IC3)","volume":"108 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124851342","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 2

Characterization Study of Developers in Non-Reproducible Bugs 不可复制bug中开发人员的特征研究

2018 Eleventh International Conference on Contemporary Computing (IC3) Pub Date : 2018-08-01 DOI: 10.1109/IC3.2018.8530641

Anjali Goyal, Neetu Sardana

{"title":"Characterization Study of Developers in Non-Reproducible Bugs","authors":"Anjali Goyal, Neetu Sardana","doi":"10.1109/IC3.2018.8530641","DOIUrl":"https://doi.org/10.1109/IC3.2018.8530641","url":null,"abstract":"Software bugs are inevitable. Increasing size and complexity of software systems makes bug handling a cumbersome and time-consuming task. In such scenarios, Non-Reproducible (NR) bug reports are an additional overhead for software developers as these bugs are hard-to-reproduce. This difficulty in reproducing NR bugs is due to varied reasons such as the absence of information required to create the same test environment, resource and time constraints, inability of the assigned developer to fix the issue, etc. However, when NR marked bug reports are reconsidered, a few percentages of these bug reports get Fixed (NRF). This fixation occurs either due to the trial of new solutions to reproduce the bug or due to the assignment of a different developer for the bug report. To find whether a change in developer helps in resolving NR bugs, this paper investigates the developers associated with NR bug reports. We gauged developer similarity (in terms of developer marking bug report as NR and Fix), tossing trends, presence of isBack and expertise level of developers who marked NRF bug reports as NR and Fix. We studied the change history of 24, 995 NR bug reports of Mozilla Firefox project. Our results show that 87.34% NRF bug reports are fixed by a developer who had not marked the bug report initially as NR. Also, we found that average tossing path length in NRF bug reports is three times higher than tossing path length in NR bug reports. This higher rate of bug tossing results in higher fixation probability of NR bug reports. It has also been observed that developers who fix NR bugs possess higher expertise than developers who marks bug reports as NR.","PeriodicalId":118388,"journal":{"name":"2018 Eleventh International Conference on Contemporary Computing (IC3)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129163378","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 4

Green IoT Systems: An Energy Efficient Perspective 绿色物联网系统:能效视角

2018 Eleventh International Conference on Contemporary Computing (IC3) Pub Date : 2018-08-01 DOI: 10.1109/IC3.2018.8530550

Vinita Tahiliani, Mavuri Dizalwar

引用次数: 20

Importance of Non-Technical Skills for Employment Opportunities: A Gap Analysis of Students and Employers Perception Importance of Non-Technical Skills 非技术技能对就业机会的重要性:学生和雇主对非技术技能重要性认知的差距分析

2018 Eleventh International Conference on Contemporary Computing (IC3) Pub Date : 2018-08-01 DOI: 10.1109/IC3.2018.8530663

Suhail M. Ghouse, Monica Chaudhary, S. Garg

{"title":"Importance of Non-Technical Skills for Employment Opportunities: A Gap Analysis of Students and Employers Perception Importance of Non-Technical Skills","authors":"Suhail M. Ghouse, Monica Chaudhary, S. Garg","doi":"10.1109/IC3.2018.8530663","DOIUrl":"https://doi.org/10.1109/IC3.2018.8530663","url":null,"abstract":"In this paper, an attempt has been made to examine the gap between the perceptions of the employers and the engineering students about the importance of Non-Technical Skills for better employment opportunities. Data was collected through a structured questionnaire-based survey targeting the students and the employers. Responses were collected from 104 students and 50 employers based in the National Capital Region, India. The results obtained showed that there is significant difference in the skill set that are highly prioritized by the employers when hiring young engineering graduates and in the skill set which an engineering student ranks higher. The findings are insightful and beneficial to students, employers and Universities also. There is need for universities also to understand the various parameters where the students and the employers share the same view and the universities can act as a catalyst in giving more focus on some particular non-technical skills like oral and written communication along with good presentation and soft skills for the overall value addition to the personality of a young engineering graduate.","PeriodicalId":118388,"journal":{"name":"2018 Eleventh International Conference on Contemporary Computing (IC3)","volume":"10 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131947995","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 2

Detection and Mitigation of DDoS in SDN SDN中DDoS的检测与缓解

2018 Eleventh International Conference on Contemporary Computing (IC3) Pub Date : 2018-08-01 DOI: 10.1109/IC3.2018.8530551

Bhavika Pande, G. Bhagat, S. Priya, H. Agrawal

引用次数: 9