Empirical analysis of rough set categorical clustering techniques based on rough purity and value set

Clustering a set of objects into homogeneous groups is a fundamental operation in data mining. Recently, attention has been put on categorical data clustering, where data objects are made up of non-numerical attributes. The implementation of several existing categorical clustering techniques is challenging as some are unable to handle uncertainty and others have stability issues. In the process of dealing with categorical data and handling uncertainty, the rough set theory has become well-established mechanism in a wide variety of applications including databases. The recent techniques such as Information-Theoretic Dependency Roughness (ITDR), Maximum Dependency Attribute (MDA) and Maximum Significance Attribute (MSA) outperformed their predecessor approaches like Bi-Clustering (BC), Total Roughness (TR), Min-Min Roughness (MMR), and standard-deviation roughness (SDR). This work explores the limitations and issues of ITDR, MDA and MSA techniques on data sets where these techniques fails to select or faces difficulty in selecting their best clustering attribute. Accordingly, two alternative techniques named Rough Purity Approach (RPA) and Maximum Value Attribute (MVA) are proposed. The novelty of both proposed approaches is that, the RPA presents a new uncertainty definition based on purity of rough relational data base whereas, the MVA unlike other rough set theory techniques uses the domain knowledge such as value set combined with number of clusters (NoC). To show the significance, mathematical and theoretical basis for proposed approaches, several propositions are illustrated. Moreover, the recent rough categorical techniques like MDA, MSA, ITDR and classical clustering technique like simple K-mean are used for comparison and the results are presented in tabular and graphical forms. For experiments, data sets from previously utilized research cases, a real supply base management (SBM) data set and UCI repository are utilized. The results reveal significant improvement by proposed techniques for categorical clustering in terms of purity (21%), entropy (9%), accuracy (16%), rough accuracy (11%), iterations (99%) and time (93%). vi

Epilepsy in the rural areas of sindh: knowledge, beliefs and practices

Unfounded beliefs regarding epilepsy are still common and widespread. Visits to shrines and seeking help from faith healers goes along with thesebeliefs.This creates a major barrier in the timely diagnosis and treatment of epilepsy. Objective: To determine the knowledge, beliefs and practices relating to epilepsy in the rural areas of Sind and how do they differ between educated and uneducated families of patients with epilepsy. Methods: This was an observational study conducted at the Neurology Out-Patient Department of the Peoples Medical University Hospital Nawabshah during the period 1.1.2015 to 30.6.2015. A pro forma was designed incorporating questions pertaining to knowledge,beliefs and practices regarding epilepsy amongpatients and accompanying family members.Each case was considered as representing the whole family.Educational background was ascertainedand the comparison of study variablesbetween educated and uneducated families was evaluated. The questions were translated into their native spoken language (Sindhi). Results: A total of 120 cases were included in this study. Sixty nine (57.7%)were male and 51 (42.5%) were female. Age ranged from 1 to 55 years. Eighty one (67.5%) were the residents of rural villages and 39(32.5%)were residing in Nawabshah and adjoining towns.Of the 120 cases 80 (66.7%)families were educatedand 40 (33.3%) were uneducated. Majority 76 (63.3%) believed that epilepsy is a disease whereas 44(36.7%) considered epilepsy a “super naturalforce” (‘alamaat’: a native term) or possession by a ‘fakir’ (Jinaat). Of the80 educated families 56 (70.0%) had knowledge about the disease and of the 40 uneducated families 20 (50%) had no knowledge about the disease.Better awareness about the disease among families having educational background was statistically significant (p\u3c0.05). Of the 80 educated families 23 (28.8%) visited shrines and of the 40 uneducated families 26 (65.0%)visited shrines. Uneducated families visiting shrines wasstatistically significant (p\u3c0.01). Families having younger individuals (11 -30 years) were more inclined towards visiting shrines. Out of 120 cases 44 (36.6%) were being treated by faith healers (dagho-phenu: a native term for this kind of practice) and 76 (63.%) were receiving medical therapy. Of the 44 cases receiving faith healing 28 (63.6%)also visited shrines and of the 76 caseswho were receiving medical therapy 21 (27.6%) visited shrines.Followers of faith healing practices significantly visited shrines compared to those who were receiving medical therapy (p\u3c0.001). Those who went for faith healing at first place and did not get benefitout of it came to seek medical therapy. They also pledgedfor the strict complianceand thatin future they will not switch over to “other” forms of therapy. Conclusion: Misperceptions about epilepsy are common in the rural areas of Sindh, Possession by a “supernatural force” (Alamaat) was most common belief among those who did not consider epilepsy a disease.Knowledge about epilepsy was better among families having educational background. Uneducation and unawareness leads to unscientific practices like faith healingand visit to shrines. There iswillingness for receiving medical therapy once the proper guidelines are provi

Treatment of Municipal Wastewater Through Horizontal Flow Constructed Wetland

Highly contaminated municipal wastewater is being disposed of into land and rivers without any prior treatment has severe side effects on human and marine animals. This research focused on the treatment of Majeed Keerio village municipal wastewater through horizontal flow constructed wetland system. The experimental study was evaluated and monitored timely over a year. The overall treatment efficiency performance of the wetland system was determined by considering organic pollutants removal efficiency. This study emphasized on the design of horizontal flow constructed wetland for the effective treatment of municipal wastewater of village Majeed Keerio, Sakrand, Sindh. The constructed wetland efficiently reduced COD, BOD5, TSS, turbidity, total phosphate, total nitrogen pollutants of wastewater, which was about 92.3%, 93%, 96%, 96.4% and 74%, respectively. This method reduced all thermotolerant coliforms. Constructed wetland system was found most economical and effective for the treatment of domestic wastewater. The effect of different hydraulic loading rates under varying hydraulic retention times within the constructed wetland was examined. The higher hydraulic retention times resulted in improved pollutants removal efficiency

Frequency of vitamin d deficiency in multiple sclerosis patients: a cross sectional study.

Vitamin D deficiency is linked to poor treatment response in patients with Multiple S clerosis. The aim of this study is to define the frequency of Vitamin D deficiency for early detection and timely intervention leading to improved morbidity rates

Effectiveness Of Double J Stent With Extracorporeal Shockwave Lithotripsy: An Analysis Of Stone-Free Rates

Introduction: Preservation of renal function and integrity is of profound importance and therefore renders stent-related symptoms a secondary concern. The usage of DJ stent is known for decades to support stone removal, this study aims to assess the effect of DJ stent after extracorporeal shock wave lithotripsy for stone removal and DJ stent-related complications in adult patients. Methods: This is a prospective, comparative study, Patients were selected after being diagnosed with established radiological evidence of a single radio-opaque stone ≤ 2 cm. The presence of the visible radio-opaque shadow post-procedure indicated residual stones and negative results. Primary follow-up was recommended after 2 weeks post-procedure and participants were inquired about all the anticipated complications, data was entered on SPSS version 23.0 for analysis. The chi-square test was applied to assess the significance and a p-value ≤ 0.05 was deemed significant for our results. Results: The sample size of the study was 150, sorted equally into two separated groups categorized by presence and absence of DJ stent after ESWL, stone size was almost similar to avoid any confounding factor with the mean value of 1.24 ± 0.2 in group A and 1.6 ± 0.1 in group B, with a p-value of 0.05. Hematuria was categorized within mild 6(4%) & 7(4.6%), moderate 6(4%) & 5(3.3%) while gross hematuria was reported in 1(0.6%) & 2(1.3%) in group A and B respectively. Conclusion: This study concluded that using a DJ stent with ESWL does not help in the stone passage or improve stone-free rates of stone removal after breaking the calculi with shockwave lithotripsy

An advanced and efficient Co3O4/C nanocomposite for the oxygen evolution reaction in alkaline media

The design of efficient nonprecious catalysts for the hydrogen evolution reaction (HER) or the oxygen evolution reaction (OER) is a necessary, but very challenging task to uplift the water-based economy. In this study, we developed a facile approach to produce porous carbon from the dehydration of sucrose and use it for the preparation of nanocomposites with cobalt oxide (Co3O4). The nanocomposites were studied by the powder X-ray diffraction and scanning electron microscopy techniques, and they exhibited the cubic phase of cobalt oxide and porous structure of carbon. The nanocomposites showed significant OER activity in alkaline media, and the current densities of 10 and 20 mA cm(-2) could be obtained at 1.49 and 1.51 V versus reversible hydrogen electrode (RHE), respectively. The impedance study confirms favorable OER activity on the surface of the prepared nanocomposites. The nanocomposite is cost-effective and can be capitalized in various energy storage technologies