Volume 9 | Issue 5

 Abstract

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FIR, Police, Blockchain, Security, Cryptography, Security Attack.

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Decision Tree classification is one of the most widely used machine learning algorithm in dozens of sectors due to its classification effectiveness and model interpretability. However, the voluminous training data and the inherent problem complexity are the two major factors that strongly influence the time and computational efficiencies of the decision tree classification models. As the complexity of the problem increases, the number of computations required to learn every significant pattern will also increase. These enormous computations upsurge the training time and necessitate extensive computing resources especially when the training dataset is huge. To analyze such voluminous and complex datasets at a rapid speed, the need to shift to parallel processing approaches is essential for lowering overall computational costs. In this scenario, this paper provides a comparative analysis of various parallel implementations of decision tree classification models in Apache Spark on three UCI big datasets namely SUSY, PokerHand, and RLCP. The performance exhibited by various parallel implementations is compared in terms of scalability, time complexity and classification performances.

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Decision Tree classification, Machine Learning, Parallel implementation, Big datasets, Apache Spark.

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Key words: threatened, locally rare, angiosperms, Sebhargog, Vadgam, Banaskantha

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Mung bean is a low input, short duration and high value cash crop. Therefore, that fits very well in the rice-wheat cropping system of the Punjab and other states. There is a gap of 65 to 70 days for growing a crop after wheat and before the main rice crop plantation. . Less amount of fertilizer use in commonly on oil seed and pulses that have a higher sulphur demand per unit of pulses production than cereals. Generally, farmer using sulphur free fertilizer like DAP, Urea, MOP therefore sulphur deficient in soil. The correction of sulphur deficeinces, application of sulphur fertilizer 40 kg/ha increase height and branches per plant of green gram significantly and also application of sulphur was also reported to increase number and weight of root nodules in green gram use mostly,available in market sulphur as bentonite sulphur 90%, sulphur WP application this is effective sources it also improve soil ph and quality of vegetable and fodder crops.

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Sulphur, Mung bean, Fertilizer, Yield

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This Human Computer Interaction (HCI) has become one of the important projects in this new era and technology. Using the new technology many things have changed in this world, but there are still a few things which are still being used the same. One of the best examples one can give for this is the Computer System. A computer system in this era is still using the same computerized devices which were used before. But using HCI we can change these computerized devices by using the latest technology we have. This research work focuses on HCI using Hand Gesture movement for computerized devices like Mouse. Using this gesture, movement we will be eliminating the use of external and computerized hardware. We will be using free sources for development of the project and will be using the image processing and image acquisition process.

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Human Computer Interaction(HCI), Hand Gesture, Image processing, Image Acquisition

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This review discusses factors responsible for the texture of fruits and vegetables and the changes brought about by freezing. It describes some of the early work on frozen food texture, as well as the more recent studies of cryogenic and other rapid freezing methods. The effects of storage and cooking on texture are also considered. Food shelf-life extension is important not only to food manufacturers, but also to home refrigeration/freezing appliance companies, whose products affect food quality and food waste. While freezing and refrigerating both extend the shelf life of foods, food quality deterioration continues regardless of the preservation method

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Keywords: Freezing, Food, Preservation, Vegetable

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the article studies The discovery of the coronavirus (SARS-CoV-2) and the spread of COVID-19 have led many governments to take drastic measures. The lockdown of large parts of society and economic life has come as an exogenous shock to many economic actors, not least innovative start-ups. This rapid response research combines a qualitative research design informed by entrepreneurial ecosystem actors with an analysis of policy measures called for, announced, and reportedly implemented in the international press. Interviews from an entrepreneurial ecosystem offer a first-hand account of the adversity start-ups face during a crisis and how by utilizing bricolage responses they cope, and the analysis of policy measures can serve as an inspiration to design support initiatives to protect start-ups from the consequences of the current lockdown and to alleviate the effects of future crises and the obstacles faced and are facing due to covid 19.

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COVID-19,START-UPS,ECONOMIC CRISIS

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In this paper present by Design and Implementation of Common E-learning Platform for Technical Course and Internship. This paper basically works on E-learning and Internship. E-learning has become an ef ective component in most educational institutions; for this reason, there is a clear need to develop general principles and standards through a systematic model to design e-learning systems. There are many models of e-learning courses design, but they are dif erentiated in quality, in most of these models there is a gap between the needs of system developers, content designers, lecturers, and students. In this research, a new model was proposed to design e-learning courses in an attempt to bridge this gap. The proposed model carries out the analysis, design, and development of courses for e-learning systems and its application, then how to evaluate the performance of this system and its usability. A case study was developed by the stages of this proposed model and using Moodle platform, it illustrates the creating courses process, study plans, lessons for each semester, and the analysis, design, and creation of scientific content. Where the scientific content was designed based on the educational approach used by Iraqi universities.

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Keywords- E-learning; Learning Management System (LMS); Analysis Design Development Implementation and Evaluation (ADDIE);

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The financial area in India has witnessed various changes. The banks are the life savers of the economy and assume a synergist part in actuating and supporting monetary development, particularly, in agricultural nations and India is no special case. Driving patron for GDP in India is Banking Industry. The vast majority of the banks have started to take a develop approach towards banking, with the goal of making more incentive for clients in the banks. Banking in India has effectively gone through an immense change in the years since autonomy. These days we have E Banking framework alongside cash notes. India's money related framework can make another instrument alongside liquidity and security. The Indian financial area where presented appearance of the card, presentation of Electronic Clearing Service (ECS) in 1990's, EFT, RTGS, NEFT, versatile banking, web-based banking are the different developments in banking. This paper focuses an outline of advancements in financial area i.e. banking system.

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Digital banking, E Banking, Cyber Frauds, E Wallet, Online Banking

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Job satisfaction or employee satisfaction is a measure of workers' contentedness with their job, whether they like the job or individual aspects or facets of jobs, such as nature of work or supervision. Job satisfaction can be measured in cognitive (evaluative), affective (or emotional), and behavioural components. Researchers have also noted that job satisfaction measures vary in the extent to which they measure feelings about the job (affective job satisfaction) or cognitions about the job (cognitive job satisfaction). In this research paper various variables responsible for employees satisfaction has been discuss such as basic salary, bonus, commission, incentives, compensation and benefit which give satisfaction to employee. This research paper also deals the various ways by which one can improve employee satisfaction.

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satisfaction, compensation, employees

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Text analysis is a popular area of research for the retrieval of essential information for further surveys. The meteoric advancement of digital text data has led to high volumes with diversity. There has always been an issue for the selection of proper techniques to retrieve underlying patterns and trends from unstructured and vast data. Different techniques for this textual data analysis like preprocessing, natural language processing, sentiment analysis, and classification are discussed here for proper selection according to the decision making.

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text preprocessing, NLP, sentiment analysis, statistical methods, text classification, regression, topic modelling.

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Breast cancer is the second fatal cancer among women throughout the world with low survival rate and escalating incidence rate in developing countries such as India and low income countries . Different quality of care is available for patients suffering breast cancer depending on living area, some offering multimodality protocol based treatment but majority will undergo inadequate and inappropriate treatments. Awareness and preventive measures are options that will end with positive results toward better management of breast cancer. Identification of at risk individuals who have the hereditary as well as related risk factors will pave the ground for early detection and better management. This article entails the efficiency of preventive intervention for expedient and appropriate management of breast cancer.

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breast cancer, prevention, intervention

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In this study brief that effect the RHA and SF when replacement on cement with some of ratio of sand aggregates with polypropylene fiber (PPF). Use RHA to improve the mechanical properties for engineered cementitious composite (ECC) with rate of silica fume. ECC is new type of cement it improves the ductility; tensile strength also can repair. This experimental confers on high tenacity, shrinkage, compressive strength, and cracking load. In addition will add polypropylene fiber (PPF). Important things in this study to found best replacement of RHA with SF to get good condition of mechanical properties. And superplasticizer is added to the concrete mixture to make it smooth and easy to form. Mix proportion that replacement with Sf and RHA can showing as SF05%, RHA05% + SF 10, RHA10 + SF15, RHA15 + SF20%, RHA10% + SF25%, RHA05% + SF30%, RHA0%. Using silica fume to resistance of chloride, sulfate attack, corrosion currents and acids that can make concrete high crack resistance and high-grade concrete also can change of strength to make it high strength early.

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ECC, RHA, SF.

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With the soaring development of huge scale online social networks, online information sharing is becoming ubiquitous a day. Various Information is propagating through online social networks including both positive and negative. Rumour blocking may be a significant issue in large-scale social networks. Malicious rumors could cause chaos in society and hence got to be blocked as soon as possible after being detected. During this system, during this system specialize in the way to minimize the propagation of negative information like the web rumours. The system is predicated on twitter and therefore the intention of the system is to detect and minimize the spreading of false, during this System posted by the user. Another important aim of the system is to form the users refrain from the habit of spreading rumour. During this system, during the System use a model of dynamic rumour influence minimization with user experience (DRIMUX). The goal is to attenuate the influence of the rumour (i.e., the amount of users that have accepted and sent the rumour) by blocking a particular subset of nodes. Additionally, different from existing problems of influence minimization, during this System take under consideration the constraint of user experience utility. Specifically, each node is assigned a tolerance time threshold. If the blocking time of every user exceeds that threshold, the utility of the network will decrease. Experiments are implemented supported large-scale world networks and validate the effectiveness of the method.

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Information spreading forensics, Conditional maximum likelihood estimators.

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Mergers and Acquisitions, Takeovers, Public sector banks, impacts of merging, efficiency and profitability of post-merger.

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Savings can be known as the cash or physical products set aside for future use. An Investment is an asset acquired or invested in to build wealth and save money from the hard-earned income or appreciation. The present study aims at investigating the percentage of salary saved by households, factors affecting the saving behaviour, and types of savings by households and determinants of the saving behavior of the rural households in the district of Trichy. The data of 136 sample households has been collected from rural households. This paper investigates the factors behind what determine household saving behaviour. An individual and a consumer is led by their culture, their social class, their membership groups, their family, their personality, their psychological factors, etc.. In my study size of 136 was drawn from the population using the descriptive sampling techniques. The results ultimately reveals that the age of the head of the household, gender, income and expenditure are significantly influencing the saving behavior in the entire study area.

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KEYWORDS: Income, Consumption, Household Savings in rural area.

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The current study was conducted on the Effectiveness of Motivational Incentives on Employee Performance. The main purpose of this study was to determine the level of incentives and to evaluate the impact of these incentives on employee performance. Research has developed a variety of ways in which employees are motivated including incentives based on financial and non - financial recognition. Research suggests that financial incentives alone were not enough. Capacity building programs should be implemented for employees that will not only make their job challenging but also increase their commitment to their organizations. The information from this study can be used effectively by companies to review their staff policies and other researchers for future studies.

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Employee performance, Incentives, Financial, Motivation, Efficiency, Satisfaction, Cyber Security.

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Investors face some risks while making investment in avenues due to the possibility of varying the market price. The investors make investments to get some additional return. There is a possibility to loss the amount invested too. The derivative instruments like forward, futures, option and swaps provide a great opportunity to save their investment from loss. It acts as hedge against market risk. If we analyze the market properly and make derivative contracts to overcome the difficulties, it will be helpful to earn more profit and to protect our investments. It also provides an opportunity to earn some quick profit.

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Derivatives, option, swap, Risk, hedge, investment

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Lip card, Beetroot, Betacyanin, Formulation and Evaluation of Lip card.

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