Advanced Design Architecture for Network Intrusion Detection using Data Mining and Network Performance Exploration

The primary goal of an Intrusion Detection System (IDS) is to identify intruders and differentiate anomalous network activity from normal one. Intrusion detection has become a significant component of network security administration due to the enormous number of attacks persistently threaten our computer networks and systems. Traditional Network IDS are limited and do not provide a comprehensive solution for these serious problems which are causing the many types security breaches and IT service impacts. They search for potential malicious abnormal activities on the network traffics; they sometimes succeed to find true network attacks and anomalies (true positive). However, in many cases, systems fail to detect malicious network behaviors (false negative) or they fire alarms when nothing wrong in the network (false positive). In accumulation, they also require extensive and meticulous manual processing and interference. Hence applying Data Mining (DM) techniques on the network traffic data is a potential solution that helps in design and develops better efficient intrusion detection systems. Data mining methods have been used build automatic intrusion detection systems. The central idea is to utilize auditing programs to extract set of features that describe each network connection or session, and apply data mining programs to learn that capture intrusive and non-intrusive behavior. In addition, Network Performance Analysis (NPA) is also an effective methodology to be applied for intrusion detection. In this research paper, we discuss DM and NPA Techniques for network intrusion detection and propose that an integration of both approaches have the potential to detect intrusions in networks more effectively and increases accuracy

SCALABLE FREQUENT ITEMSET MINING USING HETEROGENEOUS COMPUTING: PARAPRIORI ALGORITHM

ABSTRACT Association Rule mining is one of the dominant tasks of data mining, which concerns in finding frequen

Improvement in maternal child bonding and lactation establishment with antenatal counseling

Background: Breastfeeding (BF) is best food source for infants to improve child health, maternal health and mother-infant bonding. We aimed to assess the effect of antenatal education in increasing the frequency and duration of breast feeding and helpful in increasing the intimacy of mother and child and further improve the maternal and fetal outcomes. Methods: It is a prospective, randomized and interventional study held at tertiary care hospital for 18 months on 200 pregnant females. The counselled group (n=100) received one session of antenatal breastfeeding education, while the non-counselled group received routine antenatal obstetric care with no special intervention applied. Results: It was observed that the mean age and education of the mothers in the counselled as well as non-counselled group was statistically similar. The mean ANC visits, early initiation of BF, mean BSES and exclusive BF, were significantly higher in the counselled group as compared to non-counselled group. Complications are more in non-counselled group mothers. Conclusions: This study results demonstrate that a meaningful breastfeeding support and clinical health education can improve exclusive BF and BF self-efficacy with lowers the risk of complications

Chemical Beneficiation of Low Grade Coal - A Review

India is having large reserves of low grade coals. The use of low-grade coal in various industries like power plants, metallurgical plants, cement units etc. leads to environ-mental pollution because of generation of large amount of solid and gaseous pollutants. Therefore, it is of impor-tance paramount to clean the coal before its utilization. There are a number of upgrading technologies to produce clean coal. The current paper reviews demineralization aspects by physical and chemical beneficiation of high ash and/ sulfur containing coal.Physical beneficiation of coal is not very effective in separation of the finely dispersed minerals, whereas chemical beneficiation uses expensive reagents and leads to generation of large amount of waste-water which needs to be purified before discharge. Thus, a combined approach consisting of physical and chemical cleaning of coal appears to have a potential for. signifi-cant reduction of ash with less investment while generat-ing less polluting wastewater

STUDY OF NIRUDDHA PRAKASH WITH SPECIAL REFERENCE TO PHIMOSIS: A REVIEW

In Ayurvedic Samhita Niruddha Prakash (phimosis) vyadhi (disease) is described to be formed because of vitiated Vata Dosha where constricted Shishnacharma (prepuce) covers Mani (glans penis). This creates obstructed, slow urine flow and the prepuce could not be retracted. Treatment described in Ayurvedic epics is dilatation of preputial meatus by Niruddhaprakash Nadiyantra and Vatadosh Shamak medicated tail (oil) Parishek (fomentation). Surgery is advised if this measure fails. Niruddha prakash has similar features to that of phimosis described in modern medical science. Recent researches shows that glans penis and prepuce has common epithelium and its complete separation essential for complete prepitual retraction exposing whole of glans may normally occur up to the age of 17 years. This may lead to wrong diagnosis of phimosis. Circumcision is considered as treatment of choice for phimosis. In this review article efforts have made to analyze description of Niruddha prakash in Ayurved Epics, and recent researches regarding development and separation of prepuce, non surgical treatment of phimosis for bypass of surgical and anaesthetic complications, and surgical procedure with less complications compared to circumcision that will preserve prepuce as it is important structure protecting glans and urethral meatus and also for coital pleasure.