Improving a Bag of Words Approach for Skin Cancer Detection in Dermoscopic Images.
Conference paperAbstract—With a rapidly increasing incidence of melanoma
skin cancer, there is a need for decision support systems to
detect it in its early stages, which would lead to better decisions
in treating it successfully. However, developing such systems is
still a challenging task for researchers. Several Computer Aided-
Diagnosis (CAD) systems have been proposed in the last two
decades to increase the accuracy of melanoma detection. Image
feature extraction is a critical step in differentiating between
melanoma and normal skin lesions. In this paper, we propose
to improve a bag-of-words approach by combining features
consisting of the color histogram and first order moments with the
Histogram of Oriented Gradients (HOG). Experimental results
show that the proposed technique significantly improves the
detection accuracy, with an average sensitivity of 91% and
specificity of 85%. The proposed system was validated on a
dataset of 200 medically annotated images (40 melanomas and
160 non-melanomas) obtained from the database of the Hospital
Pedro Hispano.
Naser Alfed, Fouad Khelifi, Ahmed Bouridane, (04-2016), Saint Julian's, Malta: IEEE. DOI: 10.1109/CoDIT38383.2016, 24-27
A secure and robust compressed domain video steganography for intra-and inter-frames using embedding-based byte differencing (EBBD) scheme
Journal ArticleThis paper presents a novel secure and robust steganographic technique in the compressed video domain namely embedding-based byte differencing (EBBD). Unlike most of the current video steganographic techniques which take into account only the intra frames for data embedding, the proposed EBBD technique aims to hide information in both intra and inter frames. The information is embedded into a compressed video by simultaneously manipulating the quantized AC coefficients (AC-QTCs) of luminance components of the frames during MPEG-2 encoding process. Later, during the decoding process, the embedded information can be detected and extracted completely. Furthermore, the EBBD basically deals with two security concepts: data encryption and data concealing. Hence, during the embedding process, secret data is encrypted using the simplified data encryption standard (S-DES) algorithm to provide better security to the implemented system. The security of the method lies in selecting candidate AC-QTCs within each non-overlapping 8 × 8 sub-block using a pseudo random key. Basic performance of this steganographic technique verified through experiments on various existing MPEG-2 encoded videos over a wide range of embedded payload rates. Overall, the experimental results verify the excellent performance of the proposed EBBD with a better trade-off in terms of imperceptibility and payload, as compared with previous techniques while at the same time ensuring minimal bitrate increase and negligible degradation of PSNR values.
Tarik Idbeaa, (03-2016), California, USA: Plos one, 11 (3), 1-22
Some Results on Differential Subordination Defined by a Generalized Derivative Operator
Journal ArticleThe object of the present paper is to derive some results on differential subordination associated with a generalized derivative operator for certain normalized analytic functions in the open unit disc. The authors establish sandwich type theorems. These results extend many previously known results.
Entisar EL-Yagubi, (01-2016), Tokyo: International Information Institute, 19 (1), 7-15
Mathematical reflection approach to instrumental variable estimation method for simple regression model
Journal ArticleThe measurement errors problem is endemic in many econometric studies, and one of the oldest known statistical problems. Instrumental variable (IV) method is one of the popular solutions adopted to deal with the mismeasured variables in statistical and econometric analyses. This paper proposes an efficient IV estimator to the parameters of the simple regression model where both variables are subject to measurement errors. The proposed IV is defined using simple mathematical transformation of the manifest independent variable (mismeasured variable). The proposed method is straightforward, and easy to implement. The theoretical superiority of the proposed estimator over the existing IV based estimators due to Wald (1940), Bartlett (1949), and Durbin (1954) is established by analytical comparison and geometric expositions. Simulation based numerical comparisons of the proposed estimator with four different existing estimators are also included.
Anwar A Mohamad Saqr, (01-2016), Pakistan Journal of Statistics: Pakistan Journal of Statistics, 32 (1), 37-48
Olive Pomace as an Abundant, Low-cost Adsorbent for Nitrate Removal from Aqueous Solution
Journal ArticleAbstract- Many methods have been applied in order to reduce nitrate concentration in aqueous solutions, among them
is the adsorption onto the surface of agricultural wastes. In this study, batch experiments were carried out to investigate
the adsorption of nitrate onto olive pomace (OP), a solid by-product of olive oil industry. To achieve this, six parameters
were studied by varying only one parameter at a time. These parameters were the effect of: pH, contact time,
temperature, adsorbent weight, agitation speed and nitrate concentration. The optimum pH was found to be 5, while the
optimum time was 75 minutes. Nitrate removal percentage was found to increase with increasing adsorbent weight or
temperature, with 92.5% of nitrate removed by using 2 g of OP and 48% of nitrate was removed at 60ºC. Generally,
agitation speed increased the nitrate removal percentage, while high initial concentration of nitrate was found to decrease
its removal percentage. These findings, combined with the low cost of OP and its abundance, suggest that OP is a
potential adsorbent for nitrate removal provided that the optimum conditions are applied. Applying this method for
nitrate removal will make drinking water safer to drink and wastewater safer to discharge.
Abdounasser Omar, (01-2016), 000: MAYFEB Journal of Environmental Science, 1 10-19
ON A SUBCLASS OF P-VALENT STARLIKE FUNCTIONS ASSOCIATED WITH A GENERALIZED HYPERGEOMETRIC DIFFERENTIAL OPERATOR
Conference paperThe object of the present paper is to introduce a new subclass of p-valent starlike functions with negative coefficients in the open unit disc which is defiined by a generalized derivative operator. We obtain coefficient inequalities, growth and distortion theorems and extreme points for the subclass of p-valent functions.
Entisar EL-Yagubi, (11-2015), TURKISH: New Developments In Pure and Applied Mathematics, 159-162
An adaptive compressed video steganography based on pixel-value differencing schemes
Conference paperRecent developments in both information and communication security have heightened interest in enhancing the embedding capacity for data handling techniques. Although many steganographic techniques, in the literature, have been developed for this purpose, most of them distort the quality of the host-signal during data embedding and the changes will be become visible to the human eye especially for those signals distributed via the Internet which must be processed by a low bit rate compression due to bandwidth limitations. Therefore, the challenge is to create a steganographic technique that is able to hide acceptable amount of data without altering the quality of the host-signal. In this paper, pixel-value differencing (PVD) steganographic scheme and its two modified versions, namely, enhanced pixel-value differencing (EPVD) and tri-way pixel-value differencing (TPVD) were implemented, analyzed and compared in terms of invisibility, fidelity and impact of data hiding on the compression efficiency. Experimental results indicate that the EPVD scheme is capable of providing better performance than other compared schemes.
Tarik Faraj Idbeaa, (10-2015), Ho Chi Minh City, Vietnam: IEEE, 50-55
MEL FREQUENCY CEPSTRAL COEFFICIENTS (MFCC) FEATURE EXTRACTION ENHANCEMENT IN THE APPLICATION OF SPEECH RECOGNITION: A COMPARISON STUDY.
Journal ArticleAbstract Mel Frequency Cepstral Coefficients (MFCCs) are the most widely used features in the majority of the speaker and speech recognition applications. Since 1980s, remarkable efforts have been undertaken for the development of these features. Issues such as use suitable spectral estimation methods, design of effective filter banks, and the number of chosen features all play an important role in the performance and robustness of the speech recognition systems. This paper provides an overview of MFCC's enhancement techniques that are applied in speech recognition systems. The details such as accuracy, types of environments, the nature of data, and the number of features are investigated and summarized in the table combined with the corresponding key references. Benefits and drawbacks of these MFCC's enhancement techniques have been discussed. This study will hopefully contribute to raising …
TARIQ F. IDBEAA, (09-2015), Islamabad, PAKISTAN: Journal of Theoretical & Applied Information Technology, 79 (1), 38-59
Evaluation of risk factors for Libyan patients with hypertension and diabetes mellitus
Journal ArticleAbstract: Hypertension is a challenge for public health professionals all-over the world. It is the leading and most important modifiable risk factor for coronary heart disease, congestive heart failure, stroke, renal diseases, retinopathy and many other diseases. The aim of the present study is to evaluate and study the most identifiable risk factors for patients with diseases of hypertension and diabetes mellitus such as age, gender, marital status, tobacco smoking, life style and with associated diseases (dyslipidemia and diabetes) treated at city hospital in Tripoli (Tripoli Medical Centre). This was a cross sectional prospective study which was carried out during October 2013 and January 2014. The study included 200 consecutive patients (102 females and 98 males) who are older than 30 years and who came for a regular follow up at the OPD of Tripoli medical centre. During this study, variables like age, gender, diabetes, smoking and dyslipidemia were taken into account in relation to hypertension. In addition, it is assorted some important biochemical parameters such as total cholesterol, triglycerides, low density lipoprotein, high density lipoprotein and fasting blood glucose in the studied population and compared them with available data. The findings revealed that Libyan population not only old age and male gender are potential threat for an early hypertensive but other variables like diabetes, cardiovascular diseases, dyslipidemia, obesity, migraine and obstructive apnea are also playing an important role in hypertension complications. It is concluded that this population is more prone to hyperglycemia and high pulse pressure with hypertension in the majority of survey population
Nadia Abdullah Ibrahem Etaher, (09-2015), www.ljmr.com.ly: Libyan J Med Res, 1 (9), 32-43
Pigment network-based skin cancer detection.
Conference paperAbstract— Diagnosing skin cancer in its early stages is a challenging task for dermatologists given the fact that the chance for a patient’s survival is higher and hence the process of analyzing skin images and making decisions should be time efficient. Therefore, diagnosing the disease using automated and computerized systems has nowadays become essential. This paper proposes an efficient system for skin cancer detection on dermoscopic images. It has been shown that the statistical characteristics of the pigment network, extracted from the dermoscopic image, could be used as efficient discriminating features for cancer detection. The proposed system has been assessed on a dataset of 200 dermoscopic images of the ‘Hospital Pedro Hispano’ [1] and the results of cross-validation have shown high detection accuracy.
Naser Alfed, Fouad Khelifi, Ahmed Bouridane, (08-2015), Milan, Italy: IEEE (EMBC), 7214-7217