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Improved sparse logistic regression for efficient feature selection

Variable and feature selection have become the focus of most of the research areas of application for which datasets with hundreds of thousands of parameters are available. These areas may include health risk prediction, text processing of internet documents, gene array analysis etc. Features gathered for analysis may not be completely informative; some may contain noise, some may require normalization or most of them can be irrelevant. The goal of feature selection is to improve predictions of predictors, provide faster & cost effective predictors and provide a better understanding of the underlying process and the data. In feature selection, sparse logistic regression method serves best for countably selecting the important attributes. The logistic loss function is included for sparsity purpose. The regularization parameter is responsible for controlling the sparsity factor. It provides the most effective and relevant variable selection for a specific model. Most of the applications where prediction is required, this method serves its best purpose.

Published by: Shreyal Gajare, Shilpa Sonawani

Author: Shreyal Gajare

Paper ID: V4I4-1283

Paper Status: published

Published: July 20, 2018

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Research Paper

Properties of GR-regular spaces in topology

In 2011, S.Bhattacharya (Halder) has introduced the concepts of gr-closed sets in topological spaces. In 2012, S.I.Mahmood has defined and studied the concepts of gr-continuity, gr-irresoluteness, perfect gr-continuity and Tgr – spaces. The purpose of this paper is to investigate and study the concepts of gr-regular spaces, Gr-regular spaces, GR-regular spaces along with some allied gr-continuity and some allied gr-regularity axioms in topology.

Published by: Govindappa Navalagi, Sujata Mookanagoudar

Author: Govindappa Navalagi

Paper ID: V4I4-1294

Paper Status: published

Published: July 20, 2018

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Research Paper

Experimental investigation on performance of reciprocating air compressor by using nanoparticle in lubricating oil

Reciprocating compressors are positive displacement machines in which the compressing and displacing element is a piston having a reciprocating motion within a cylinder. The reciprocating compressor plays an important role in various fields such Applications include oil refineries, gas pipelines, chemical plants, natural gas processing plants and refrigeration plants. One specialty application is the blowing of plastic bottles made of polyethylene terephthalate (PET) is widely used in these fields. Good performance is very crucial for the use in these fields because it is related to the energy-saving benefit. A remarkable part of entire power loss in a reciprocating air compressor is due to the undesirable friction between rubbing surfaces of mechanical components. The development of low friction compressor is necessary for the limitations of fossil fuels. The colloidal effect, rolling effect, protective film, and the third body may be the main mechanisms of friction-reduction and antiwear of nanoparticles in lubricant. So in the present dissertation work the two nanoparticles i.e. CuO and TiO2 are used as lubricating oil additives and its effect on the performance and characteristics of compressor were studied.

Published by: Omkar Chandrakant Nikam, Anil R. Acharya

Author: Omkar Chandrakant Nikam

Paper ID: V4I4-1303

Paper Status: published

Published: July 20, 2018

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Research Paper

Reducing casting defects and improving productivity in a small scale foundry industry using DMAIC approach

The defects need to be diagnosed correctly for appropriate remedial measures; otherwise new defect may get introduced. The proper classification and identification of particular defect is basic need to correct and control quality of casting. Keeping rejection to a bare minimum is essential to improve the yield and increase the effective capacity of the foundry unit and also improve the productivity. This work identifies major defects slag and porosity. There are many reasons which generate these defects. So it is preferably necessary to reduce it as much as possible by appropriate analysis of the defects which includes the root cause analysis so that actual reasons behind occurring the defects can be found out to make the corrective action. In this work six sigma technique was used to identify and analyse casting defect. Final result of this work was to reduce the defect by taking corrective action. Tool should be identifying the sources of variation clearly.

Published by: Pradip Kumar Ganguly, Rajesh Rana

Author: Pradip Kumar Ganguly

Paper ID: V4I4-1299

Paper Status: published

Published: July 20, 2018

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Research Paper

Gesture controlled X-RHex (2.0) robot

In this paper, the authors describe the design of Gesture controlled X-RHex (2.0) Robot. X-RHex (2.0) has only six actuators, one motor located at each hip, achieving mechanical simplicity that promotes reliable and robust operation in real-world tasks. The paper is also about improving controlling the robot and accurate handling. Gesture controlling is the solution for easy handling and giving the desired direction to robot effectively. Empirically stable and highly maneuverable locomotion arises from a very simple clock-driven, open loop tripod gait. The main area of paper is to operate the wireless X-RHex (2.0) Robot more efficiently by using an accelerometer sensor.

Published by: Rutwij Mahadev Munnoli, Akshay Kodgi, Pushkar Pardeshi, Kaushal Kulkarni, Avinash Lavnis

Author: Rutwij Mahadev Munnoli

Paper ID: V4I4-1261

Paper Status: published

Published: July 20, 2018

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Research Paper

Should India have a uniform civil code

The Framers of the Constitution made various laws for the better working of the country but a country like India cannot be governed by a single center hence various powers were given to the constitution for the working of the state mentioned under The Directive Principle of the State in Part IV of the Indian Constitution. One such Directive Principle is mentioned under Article 44 which says that the citizen of the country should be governed under a single set of laws irrespective of their regions or religion. The paper is a brief study of the most debated and controversial topic about the implementation of a Uniform Civil Code in India. In the recent years, various judgment of Supreme court has shown a marked proclivity towards the establishment of Uniform Civil Code and even deals with the unresolved debate on the freedom to religion.

Published by: Sheetal Kumrawat

Author: Sheetal Kumrawat

Paper ID: V4I4-1298

Paper Status: published

Published: July 20, 2018

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