In the present study, a theoretical model is developed by presenting the empirically modified extended form of the usual Tait equation of state to study the volume compression and elastic properties in nc-MgO under pressure. It is found that the extended form of usual Tait equation yields results very close to the experimental data. The validity of modified equation and usual Tait equation are tested according to Stacey criterion under infinite pressure and noted that the modified equation satisfies the Stacey criteria of stability while the usual Tait equation does not follow this criteria especially in high pressure range. Using modified form of Tait equation, we have thus determined the bulk modulus, shear modulus, Young's modulus and Poisson's ratio for MgO nanocrystal (7 nm) under pressure and the results so obtained are compared with the available experimental data. The pressure dependent elastic constants C11, C12, C44, shear velocity and compressional velocity are also determined with varying pressure. A good agreement with the available experimental data justifies the validity and applicability of the present model theory to explain the elastic behavior of nc-MgO under the effect of high pressure successfully.
{"title":"Compression and Elastic Behavior of nc-MgO under High Pressure","authors":"M. Goyal, B. Gupta","doi":"10.1109/CICT.2016.74","DOIUrl":"https://doi.org/10.1109/CICT.2016.74","url":null,"abstract":"In the present study, a theoretical model is developed by presenting the empirically modified extended form of the usual Tait equation of state to study the volume compression and elastic properties in nc-MgO under pressure. It is found that the extended form of usual Tait equation yields results very close to the experimental data. The validity of modified equation and usual Tait equation are tested according to Stacey criterion under infinite pressure and noted that the modified equation satisfies the Stacey criteria of stability while the usual Tait equation does not follow this criteria especially in high pressure range. Using modified form of Tait equation, we have thus determined the bulk modulus, shear modulus, Young's modulus and Poisson's ratio for MgO nanocrystal (7 nm) under pressure and the results so obtained are compared with the available experimental data. The pressure dependent elastic constants C11, C12, C44, shear velocity and compressional velocity are also determined with varying pressure. A good agreement with the available experimental data justifies the validity and applicability of the present model theory to explain the elastic behavior of nc-MgO under the effect of high pressure successfully.","PeriodicalId":118509,"journal":{"name":"2016 Second International Conference on Computational Intelligence & Communication Technology (CICT)","volume":"98 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2016-08-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124539909","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}
Software testing is a process to determine that a software product satisfies the specified requirements. Software testing spans over all phases of the Software Development Life Cycle namely, requirement specification, analysis, designing, development, deployment and maintenance of a software. Software testing is important to point out the defects in the software and to ensure that the developed software works fine in the real environment with different operating systems, devices, browsers and concurrent users. Further software testing can be classified into various types based on the objective of testing, level at which the testing is performed, knowledge of the system or the degree of automation. In this paper, we examine the suitability of Aspect Oriented Programming (AOP) for the purpose of performing various types of software testing. AOP is a programming paradigm which modularizes the crosscutting concerns into units called aspects and separates them from the modules implementing the primary business logic. This leads to a system that is easier to understand and simpler to maintain. The basis of the idea behind using AOP for software testing is that aspects in AOP can be used to capture execution points within the program's modules and thus we can test components where we suspect bugs without even modifying the source code.
{"title":"Aspect Oriented Programming and Types of Software Testing","authors":"Manish Jain, D. Gopalani","doi":"10.1109/CICT.2016.22","DOIUrl":"https://doi.org/10.1109/CICT.2016.22","url":null,"abstract":"Software testing is a process to determine that a software product satisfies the specified requirements. Software testing spans over all phases of the Software Development Life Cycle namely, requirement specification, analysis, designing, development, deployment and maintenance of a software. Software testing is important to point out the defects in the software and to ensure that the developed software works fine in the real environment with different operating systems, devices, browsers and concurrent users. Further software testing can be classified into various types based on the objective of testing, level at which the testing is performed, knowledge of the system or the degree of automation. In this paper, we examine the suitability of Aspect Oriented Programming (AOP) for the purpose of performing various types of software testing. AOP is a programming paradigm which modularizes the crosscutting concerns into units called aspects and separates them from the modules implementing the primary business logic. This leads to a system that is easier to understand and simpler to maintain. The basis of the idea behind using AOP for software testing is that aspects in AOP can be used to capture execution points within the program's modules and thus we can test components where we suspect bugs without even modifying the source code.","PeriodicalId":118509,"journal":{"name":"2016 Second International Conference on Computational Intelligence & Communication Technology (CICT)","volume":"10 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2016-08-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122332364","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}
Today's SoCs design and verification Environment is increasingly complex in nature which throws challenges to a verification engineer. This complexity demands various skills like understanding of different architectures, analysis, debugging and learning various software and HDL & HVL languages like C, C ++, Verilog, SystemVerilog (SV), Universal Verification Methodology (UVM), that codifies the best practices for an efficient and exhaustive verification by creation of robust, reusable and interoperable verification IP and test bench components. This Paper proposes the development of UVM test bench environment to verify ordering Rules for DVBSH. Digital Video Broadcasting -- Satellite to Hand held (DVB-SH) IP is the name of a mobile broadcast standard designed to deliver video, audio and dataservices to small handheld devices such as mobile telephone and to vehicle mounted devices. The DVB-SH IP along the serial datapath by employing the stimulus Directed testing approach in SV and UVM environment. DVBSH IP is verified by writing the test cases to test various features to ensure the functionality ofDVB-SH as per the protocol specification. The verification is done using the SV classes and UVM environment components like Driver, Monitor, Environment, Agent, Test, Top, etc., forchecking the functionality and fixing the bugs associated with it using VCS debugger to ensure the correctness of output. The desired output which is strategically placed in scoreboard iscompared with the output obtained from the DUT. Verification has been done by using a vcsmx_vJ-2014.12-1 tool from Synopsys and with the UVM 1.1 library.
{"title":"Verification of a Digital Video Broadcasting -- Satellite to Handheld (DVB-SH) IP Using UVM","authors":"Mohammed Faiz Ur Rahman, D. Naveen","doi":"10.1109/CICT.2016.98","DOIUrl":"https://doi.org/10.1109/CICT.2016.98","url":null,"abstract":"Today's SoCs design and verification Environment is increasingly complex in nature which throws challenges to a verification engineer. This complexity demands various skills like understanding of different architectures, analysis, debugging and learning various software and HDL & HVL languages like C, C ++, Verilog, SystemVerilog (SV), Universal Verification Methodology (UVM), that codifies the best practices for an efficient and exhaustive verification by creation of robust, reusable and interoperable verification IP and test bench components. This Paper proposes the development of UVM test bench environment to verify ordering Rules for DVBSH. Digital Video Broadcasting -- Satellite to Hand held (DVB-SH) IP is the name of a mobile broadcast standard designed to deliver video, audio and dataservices to small handheld devices such as mobile telephone and to vehicle mounted devices. The DVB-SH IP along the serial datapath by employing the stimulus Directed testing approach in SV and UVM environment. DVBSH IP is verified by writing the test cases to test various features to ensure the functionality ofDVB-SH as per the protocol specification. The verification is done using the SV classes and UVM environment components like Driver, Monitor, Environment, Agent, Test, Top, etc., forchecking the functionality and fixing the bugs associated with it using VCS debugger to ensure the correctness of output. The desired output which is strategically placed in scoreboard iscompared with the output obtained from the DUT. Verification has been done by using a vcsmx_vJ-2014.12-1 tool from Synopsys and with the UVM 1.1 library.","PeriodicalId":118509,"journal":{"name":"2016 Second International Conference on Computational Intelligence & Communication Technology (CICT)","volume":"39 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2016-08-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126658391","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}
Motor vehicles have become an essential part of our day to day life. The demand for the vehicles is increasing at uncontrollable rate. The other rate which is also going beyond control is Road Accident. Road Accidents happen in case of Rash Driving, Over-speeding, Breaking Lanes, Ignoring Safety Precautions etc. This happens globally and is one of the major causes of death. In its report, WHO (World Health Organization) claims that in the year of 2010 China and India have registered more than 2 lakhs deaths in road accidents [7]. CDC (Centers for Disease Control and Prevention), in its report, claims that in the year of 2009 India had topped the list of Road Traffic Fatalities followed by China and USA respectively [8]. It also claims that these fatalities happen more with Middle Income Grade and Lower Income Grade people. Another report claims that about 40% of Road Accidents happens either due to over-speeding or negligence in safety precautions [9]. Keeping these facts in the mind, it has been decided to develop a system which cannot just only control the speed of the vehicle but also urges them to fasten their seatbelt. The system will be a combination of Speed Controlling Circuit and Seatbelt Detection Circuit. This system will have to parts 1) Transmitter and 2) Receiver System. Transmitter part will be on the Road Side at Speed Sign Board. The role of the transmitter is to transmit the maximum allowable speed limit of that road to receiver. Receiver part will be on the vehicle embedded with the system. Role of the receiver would be to compare received Speed Limit Data (received from transmitter) with current speed of the vehicle. It will generate a signal in case of over-speeding and after 10 seconds the engine will stop. In addition to this, it also keeps checking whether Driver and/or Co-Driver (if present) wearing the seatbelt or not. In this, system again will generate an error signal and after 10 seconds delay the engine will stop.
{"title":"RF Module Based -- Speed Check and Seatbelt Detection System","authors":"H. Gupta, A. Pundir, O. Sharma","doi":"10.1109/CICT.2016.106","DOIUrl":"https://doi.org/10.1109/CICT.2016.106","url":null,"abstract":"Motor vehicles have become an essential part of our day to day life. The demand for the vehicles is increasing at uncontrollable rate. The other rate which is also going beyond control is Road Accident. Road Accidents happen in case of Rash Driving, Over-speeding, Breaking Lanes, Ignoring Safety Precautions etc. This happens globally and is one of the major causes of death. In its report, WHO (World Health Organization) claims that in the year of 2010 China and India have registered more than 2 lakhs deaths in road accidents [7]. CDC (Centers for Disease Control and Prevention), in its report, claims that in the year of 2009 India had topped the list of Road Traffic Fatalities followed by China and USA respectively [8]. It also claims that these fatalities happen more with Middle Income Grade and Lower Income Grade people. Another report claims that about 40% of Road Accidents happens either due to over-speeding or negligence in safety precautions [9]. Keeping these facts in the mind, it has been decided to develop a system which cannot just only control the speed of the vehicle but also urges them to fasten their seatbelt. The system will be a combination of Speed Controlling Circuit and Seatbelt Detection Circuit. This system will have to parts 1) Transmitter and 2) Receiver System. Transmitter part will be on the Road Side at Speed Sign Board. The role of the transmitter is to transmit the maximum allowable speed limit of that road to receiver. Receiver part will be on the vehicle embedded with the system. Role of the receiver would be to compare received Speed Limit Data (received from transmitter) with current speed of the vehicle. It will generate a signal in case of over-speeding and after 10 seconds the engine will stop. In addition to this, it also keeps checking whether Driver and/or Co-Driver (if present) wearing the seatbelt or not. In this, system again will generate an error signal and after 10 seconds delay the engine will stop.","PeriodicalId":118509,"journal":{"name":"2016 Second International Conference on Computational Intelligence & Communication Technology (CICT)","volume":"11 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2016-08-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131043099","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}
Megha Sharma, Rituraj Soni, Ajay Chaudhary, V. Goar
Sequencing and scheduling plays a very important role in service industries, planning and manufacturing system. Therefore, better sequencing and scheduling system has a significant impact on time complexity. Since, problem is NP-hard for more than two machines, effort has been made in the progress of heuristic procedures so that optimal solutions can be procured in less time interval proficient sequencing direct to enhance in utilization efficiency and hence reduce the time required to complete the jobs. In this paper, we are making an attempt to bring down the make-span and compare time complexity in m-machine flow shop environment by reducing the sequences and to find an optimal or near optimal make-span. For effective analysis, a well known heuristic algorithm that is, CDS is considered.
{"title":"Comparison of Approximation Heuristics with Minimizing Make-Span in Permutation Flow Shop Scheduling Environment","authors":"Megha Sharma, Rituraj Soni, Ajay Chaudhary, V. Goar","doi":"10.1109/CICT.2016.112","DOIUrl":"https://doi.org/10.1109/CICT.2016.112","url":null,"abstract":"Sequencing and scheduling plays a very important role in service industries, planning and manufacturing system. Therefore, better sequencing and scheduling system has a significant impact on time complexity. Since, problem is NP-hard for more than two machines, effort has been made in the progress of heuristic procedures so that optimal solutions can be procured in less time interval proficient sequencing direct to enhance in utilization efficiency and hence reduce the time required to complete the jobs. In this paper, we are making an attempt to bring down the make-span and compare time complexity in m-machine flow shop environment by reducing the sequences and to find an optimal or near optimal make-span. For effective analysis, a well known heuristic algorithm that is, CDS is considered.","PeriodicalId":118509,"journal":{"name":"2016 Second International Conference on Computational Intelligence & Communication Technology (CICT)","volume":"13 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2016-08-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127616683","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}
Nowadays, the challenges facing by researchers is to classify the cancer disease accurately without involving biological experiments so that early treatment is possible. With the recent advances in Genomic signal processing (GSP) domain, researchers have been applying digital signal processing (DSP) techniques in raw genomic data for extracting the hidden features and periodicities within the fragments of DNA. In this paper, we have incorporated Electron ion interaction potential (EIIP) method for mapping of DNA sequence into digital signal and Discrete wavelet transform (DWT) power spectrum methods in our algorithm to predict the abnormalities present in the protein coding region. This technique also reduces the noise present in the signal as well as compressed the large sample data. This crucial region plays an important role for analyzing cancerous and non-cancerous cell. The aim of this research paper is to discover families of genes or gene products that can be used to classify disease, thereby leading to molecular-based diagnosis and prognosis. In this work, algorithm is implemented using MATLAB R2012a which supports bioinformatics toolbox. The proposed algorithm is tested for several normal and abnormal DNA sequences of Homosapien chromosomes available in National center of Biotechnology Information (NCBI) database, PubMed, Uniprot, HMR195 and BG570 database.
{"title":"DWT Based Cancer Identification Using EIIP","authors":"S. Chakraborty, V. Gupta","doi":"10.1109/CICT.2016.148","DOIUrl":"https://doi.org/10.1109/CICT.2016.148","url":null,"abstract":"Nowadays, the challenges facing by researchers is to classify the cancer disease accurately without involving biological experiments so that early treatment is possible. With the recent advances in Genomic signal processing (GSP) domain, researchers have been applying digital signal processing (DSP) techniques in raw genomic data for extracting the hidden features and periodicities within the fragments of DNA. In this paper, we have incorporated Electron ion interaction potential (EIIP) method for mapping of DNA sequence into digital signal and Discrete wavelet transform (DWT) power spectrum methods in our algorithm to predict the abnormalities present in the protein coding region. This technique also reduces the noise present in the signal as well as compressed the large sample data. This crucial region plays an important role for analyzing cancerous and non-cancerous cell. The aim of this research paper is to discover families of genes or gene products that can be used to classify disease, thereby leading to molecular-based diagnosis and prognosis. In this work, algorithm is implemented using MATLAB R2012a which supports bioinformatics toolbox. The proposed algorithm is tested for several normal and abnormal DNA sequences of Homosapien chromosomes available in National center of Biotechnology Information (NCBI) database, PubMed, Uniprot, HMR195 and BG570 database.","PeriodicalId":118509,"journal":{"name":"2016 Second International Conference on Computational Intelligence & Communication Technology (CICT)","volume":"23 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2016-08-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133011675","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}
Pranay Bhardwaj, Ramnik Ahuja, K. Dangi, Charu Rana
This paper aims to analyze and statistically verify the relation between call drop rates (CDR) and handover behavior of an area with the user density of that area. This paper also presents some solutions for the service provider to achieve an optimum performance in a location with varying user densities. We have considered the 'National Capital Region' of India as a test case with high as well as low density areas to show adequate contrast.
{"title":"Analysis and Statistical Verification of Relation of Call Drop Rate and Handover Behavior to the User Density","authors":"Pranay Bhardwaj, Ramnik Ahuja, K. Dangi, Charu Rana","doi":"10.1109/CICT.2016.102","DOIUrl":"https://doi.org/10.1109/CICT.2016.102","url":null,"abstract":"This paper aims to analyze and statistically verify the relation between call drop rates (CDR) and handover behavior of an area with the user density of that area. This paper also presents some solutions for the service provider to achieve an optimum performance in a location with varying user densities. We have considered the 'National Capital Region' of India as a test case with high as well as low density areas to show adequate contrast.","PeriodicalId":118509,"journal":{"name":"2016 Second International Conference on Computational Intelligence & Communication Technology (CICT)","volume":"18 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2016-08-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132067926","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}
Telemetry is used for sensing and measuring of information at some location and then to transmit to desire location. It is very useful for medical monitoring too. The electrical activity of heart is measured in the form of electrocardiogram (ECG) at skin. The monitoring of fetus ECG(FECG) is important to monitor the baby inside mom abdomen. The observation during labour and delivery is done by monitoring fetus heart rate(FHR). The abdominal electrocardiogram(AECG) consist of FECG as well as maternal electrocardiogram(MECG). The amplitude of FECG is very less in compare to MECG. So its difficult to separate. In this paper we use orthogonal frequency division multiplexing (OFDM) for transmission from remote area with high signal to noise ratio(SNR). Wavelet transforms (WT) and artificial intelligence systems is used to de-noise composite signal and to obtain FCEG from AECG. Coding is done in MATLAB and computer added diagnosis(CAD) is used to avoid any mistakes. The artificial neural network and fuzzy interference system (ANFIS) is used to get exact F-ECG at desired location.
{"title":"CAD for the Detection of Fetal Electrocardiogram through Neuro-Fuzzy Logic and Wavelets Systems for Telemetry","authors":"Pradeep Kumar, S. Sharma, S. Prasad","doi":"10.1109/CICT.2016.122","DOIUrl":"https://doi.org/10.1109/CICT.2016.122","url":null,"abstract":"Telemetry is used for sensing and measuring of information at some location and then to transmit to desire location. It is very useful for medical monitoring too. The electrical activity of heart is measured in the form of electrocardiogram (ECG) at skin. The monitoring of fetus ECG(FECG) is important to monitor the baby inside mom abdomen. The observation during labour and delivery is done by monitoring fetus heart rate(FHR). The abdominal electrocardiogram(AECG) consist of FECG as well as maternal electrocardiogram(MECG). The amplitude of FECG is very less in compare to MECG. So its difficult to separate. In this paper we use orthogonal frequency division multiplexing (OFDM) for transmission from remote area with high signal to noise ratio(SNR). Wavelet transforms (WT) and artificial intelligence systems is used to de-noise composite signal and to obtain FCEG from AECG. Coding is done in MATLAB and computer added diagnosis(CAD) is used to avoid any mistakes. The artificial neural network and fuzzy interference system (ANFIS) is used to get exact F-ECG at desired location.","PeriodicalId":118509,"journal":{"name":"2016 Second International Conference on Computational Intelligence & Communication Technology (CICT)","volume":"35 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2016-08-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116924884","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}
Neelam Sharma, A. Gupta, S. S. Rajput, Virendra Kumar Yadav
This paper is concerned with a crucial problem of MANET which is congestion control (CongClt). CongClt can be described as a mechanism used to control congestion (Cong) and keep the traffic below the capacity of the network. Many approaches have been proposed to overcome CongClt in Ethernet as well as in MANET. Controlling the Cong in MANET is quite difficult due to its fundamental characteristics. This discussion is centered on CongClt in MANET. In this work we discussed some of the CongClt techniques along with characteristics and working.
{"title":"Congestion Control Techniques in MANET: A Survey","authors":"Neelam Sharma, A. Gupta, S. S. Rajput, Virendra Kumar Yadav","doi":"10.1109/CICT.2016.62","DOIUrl":"https://doi.org/10.1109/CICT.2016.62","url":null,"abstract":"This paper is concerned with a crucial problem of MANET which is congestion control (CongClt). CongClt can be described as a mechanism used to control congestion (Cong) and keep the traffic below the capacity of the network. Many approaches have been proposed to overcome CongClt in Ethernet as well as in MANET. Controlling the Cong in MANET is quite difficult due to its fundamental characteristics. This discussion is centered on CongClt in MANET. In this work we discussed some of the CongClt techniques along with characteristics and working.","PeriodicalId":118509,"journal":{"name":"2016 Second International Conference on Computational Intelligence & Communication Technology (CICT)","volume":"5 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2016-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114991893","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}
Identifying performance of classifier is a challenging task. SVM plays an important role in classification. Here different kernel parameters are used as a tuning parameter to improve the classification accuracy. There are mainly four different types of kernels (Linear, Polynomial, RBF, and Sigmoid) that are popular in SVM classifier. The paper presents SVM classification results with above mentioned kernels on two different datasets (Diabetic Retinopathy dataset and Lung Cancer dataset). To evaluate the performance of the classifier we have used True positive rate, False Positive rate, Precision, Recall, F-measure and accuracy as performance measures of SVM. Finally we evaluated that SVM with linear kernel performs best among all.
{"title":"Role of Kernel Parameters in Performance Evaluation of SVM","authors":"Aditi Goel, S. Srivastava","doi":"10.1109/CICT.2016.40","DOIUrl":"https://doi.org/10.1109/CICT.2016.40","url":null,"abstract":"Identifying performance of classifier is a challenging task. SVM plays an important role in classification. Here different kernel parameters are used as a tuning parameter to improve the classification accuracy. There are mainly four different types of kernels (Linear, Polynomial, RBF, and Sigmoid) that are popular in SVM classifier. The paper presents SVM classification results with above mentioned kernels on two different datasets (Diabetic Retinopathy dataset and Lung Cancer dataset). To evaluate the performance of the classifier we have used True positive rate, False Positive rate, Precision, Recall, F-measure and accuracy as performance measures of SVM. Finally we evaluated that SVM with linear kernel performs best among all.","PeriodicalId":118509,"journal":{"name":"2016 Second International Conference on Computational Intelligence & Communication Technology (CICT)","volume":"14 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2016-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115449851","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}
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