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01 Dec 2009TL;DR: The performance of Naïve Bayes classifier is analyzed by training the classifier with only the positive features selected by CHIR, a statistics based method as input, and the proposed method achieves higher classification accuracy compared to other native methods for the 20Newsgroup benchmark.
Abstract: Text Classification is enduring to be one of the most researched problems due to continuously-increasing amount of electronic documents and digital data. Naive Bayes is an effective and a simple classifier for data mining tasks, but does not show much satisfactory results in automatic text classification problems. In this paper, the performance of Naive Bayes classifier is analyzed by training the classifier with only the positive features selected by CHIR, a statistics based method as input. Feature selection is the most important preprocessing step that improves the efficiency and accuracy of text classification algorithms by removing redundant and irrelevant terms from the training corpus. Experiments were conducted for randomly selected training sets and the performance of the classifier with words as features was analyzed. The proposed method achieves higher classification accuracy compared to other native methods for the 20Newsgroup benchmark.
37 citations
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TL;DR: In this paper, single crystals of potassium acid phthalate (KAP) and amino acid (DL-Alanine, L-Methionine) doped KAP were grown from aqueous solutions by slow cooling method using powder X Ray diffraction (XRD) and Fourier Transform Infrared (FTIR) analysis.
Abstract: Single crystals of potassium acid phthalate (KAP) and amino acid (DL-Alanine, L-Methionine) doped KAP were grown from aqueous solutions by slow cooling method. The grown crystals were characterized using powder X Ray diffraction (XRD) and Fourier Transform Infrared (FTIR) analysis. The thermal stability of KAP in the presence of dopants was analysed using Thermogravimetric and Differential Scanning caloriemetric (TGA/ DSC) studies and the maximum temperature for non linear optical application of this compound in the presence of dopants was found out. The transmittance of KAP was found to increase in the presence of dopants. Etch pits were observed for all the crystals using different etchants. Vickers microhardness tests were performed to study the mechanical stability of the crystals. The hardness of DL-alanine doped KAP is more than that of L-alanine doped KAP crystal. The dielectric constant and loss were determined as a function of temperature. Frequency response of the dielectric constant and dielectric loss factor have been studied over the frequency range of 50Hz – 5MHz. Second harmonic generation (SHG) was confirmed in all the crystals using the Kurtz and Perry powder technique. (© 2008 WILEY-VCH Verlag GmbH & Co. KGaA, Weinheim)
37 citations
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TL;DR: Measurements of seminal TAC and ROS are valuable for predicting semen quality, and hence predicting the outcomes of fertility treatment, and the opposite was seen with TAC levels.
Abstract: Objective The aim of this study was to measure reactive oxygen species (ROS) production and total antioxidant capacity (TAC) in the seminal fluid of the male partners in couples undergoing intrauterine insemination and to evaluate correlations between these values and their semen parameters. Methods The study was conducted at Vamsam Fertility Center, Coimbatore, India and enrolled 110 male patients from whom semen samples were collected. ROS production was measured by a thiobarbituric acid reactive species assay, and TAC was measured by a 2,2-diphenyl-2-picrylhydrazyl free radical assay. The differences in the TAC and malondialdehyde (MDA) levels between the subfertile and fertile groups were analysed. Correlations between sperm parameters and TAC and MDA levels were statistically analysed, and cutoff values with respect to the controls were determined. All hypothesis tests used were two-tailed, with statistical significance assessed at the level of p Results A total of 87 subfertile and 23 fertile men were included in the study. The mean MDA level was significantly higher in the subfertile subjects than in the fertile subjects, and the mean antioxidant level was significantly lower in the subfertile subjects than in the fertile subjects. Seminal MDA levels were negatively associated with sperm concentration, motility, and morphology, whereas the opposite was seen with TAC levels. Conclusion Measurements of seminal TAC and ROS are valuable for predicting semen quality, and hence predicting the outcomes of fertility treatment.
37 citations
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TL;DR: From experiments, it is observed that horn made of titanium had the lowest temperature rise at the critical region and can be expected to operate at amplitudes up to 77 μm without suffering failure due to cyclic loading.
37 citations
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31 Dec 2011TL;DR: This architecture offers an alternative through a graphical user interface that combines MATLAB, Simulink and XSG and explores important aspects concerned to hardware implementation.
Abstract: This paper presents an efficient architecture for various image filtering algorithms and tumor characterization using Xilinx System Generator (XSG). This architecture offers an alternative through a graphical user interface that combines MATLAB, Simulink and XSG and explores important aspects concerned to hardware implementation. Performance of this architecture implemented in SPARTAN-3E Starter kit (XC3S500E-FG320) exceeds those of similar or greater resources architectures. The proposed architecture reduces the resources available on target device by 50%.
37 citations
Authors
Showing all 3174 results
Name | H-index | Papers | Citations |
---|---|---|---|
Mohan K. Balasubramanian | 47 | 130 | 6238 |
Dong-Sheng Jeng | 45 | 398 | 7548 |
Bruce H. Thomas | 43 | 274 | 6662 |
S. Vinodh | 41 | 239 | 5610 |
S. G. Ponnambalam | 33 | 186 | 3573 |
V.S. Raja | 29 | 119 | 2745 |
Bheemappa Suresha | 26 | 148 | 2213 |
S. Basavarajappa | 26 | 92 | 2672 |
Periasamy Viswanathamurthi | 25 | 92 | 2443 |
N. Jawahar | 25 | 69 | 1812 |
Ram Ramesh | 24 | 129 | 1966 |
Sundaramoorthy Rajasekaran | 24 | 52 | 1659 |
S.R. Devadasan | 23 | 30 | 1148 |
Sam Anand | 23 | 86 | 1698 |
R. Balasundaraprabhu | 23 | 59 | 1375 |