The accurate severity classification of a bug report is an important aspect fixing. reports are submitted into the tracking system with high speed, and owing to this, repository size has been increasing at enormous rate. This increased introduces biases in triage process. Therefore, it necessary classify balance triaging Previously, many machine learning models were proposed for automation classification. accuracy these not up mark because they do extract feature patterns classifier. paper...

Abstract Nowadays, the modern management is promoted to resolve issue of unreliable information transmission and provide work efficiency. The basic aim be more effective in role school train talents serve society. This article focuses on application data mining (DM) development system (IMS) universities colleges. DM provides powerful approaches for a variety educational areas. Due large amount student that can used design valuable patterns relevant learning behavior, research field education...

Diabetic retinopathy (DR) is on the increase nowadays due to high sugar level in blood, and it reason for blindness that mainly occurs middle-aged people. Furthermore, Internet of Medical Things (IoMT) enabled computer-aided diagnostic (CAD) systems record DR-related data online give patients with reassuring information. The internet allows interconnection a variety smart devices, enabling remote healthcare based IoMT link medical professionals. proper diagnosis diabetic detection DR...

Duplicate bug report detection is a process of finding duplicate in the tracking system. This essential to avoid unnecessary work and rediscovery. In typical systems, more than thousands reports are reported every day. turn, human cost, effort time increased. makes it an important problem software management process. The solution automate system for reducing manual effort, thus productivity triager's developer's It also speeds up as result maintenance cost reduced. However, existing systems...

Abstract To shorten the travel time and improve comfort, automatic train driving system is considered to replace manual driving. In this article, an control method of computer application data-processing based on artificial intelligence proposed. An operation (ATO) introduced structure function autopilot (train), optimized running target curve, basic principle fuzzy generalized predictive (PC) algorithm, combined with characteristics ATO design speed controller optimization curve make use...

Performance of the bug prediction model is directly depends on misclassification reports. Misclassification issue surely scarifies accuracy system. To resolve this manual examination reports are required, but it very time consuming and tedious job for a developer tester. In paper hybrid approach merging text mining, natural language processing machine learning techniques used to identify report as or non-bug. The four incorporates fields with textual added improve performance classifier....

Machine learning (ML) is a type of study that allows system how to perform operation by providing multiple examples they should be done. ML used allow we build our computer programs helps in automatic improvement with their past experiences. In today's time Learning plays vital role many fields like medical, gaming, robotics and more industries. By using algorithm, can generate prediction models which better solution fields. We predict result very less also, improve improving models. for...

Machines are continually being channelized in the current era of automation to deliver accurate interpretations what people communicate on social media. The human species is today engulfed concept and how believe, decisions made as a result mostly dependent sway masses media platforms. usage internet well booming day by day. Today, this ocean data can be used for fruitful purposes. Analysis sentiment textual posts supply knowledge information that citizen opinion polling, business...

Dengue is a distinctive and fatal infectious disease that spreads through female mosquitoes called Aedes aegypti. It notable concern for developing countries due to its low diagnosis rate. has the most astounding mortality level as compared other diseases tremendous platelet depletion. Hence, it can be categorized life-threatening fever same class of fevers. Additionally, been shown dengue shares many symptoms flu-based On hand, research community closely monitoring popular fields related...

The process of assigning bugs to particular programmers is called bug assignment in software engineering. programmer can fix the by applying their knowledge. This research article presents an Ant colony optimization-based recommendation model (ProRE) manage precisely. proposed ProRE performs four operations: data pre-processing, i.e., Pre-processing, extraction, feature selection, and process. selection stage utilized optimization (ACO) method determine appropriate subsets features from all...

<title>Abstract</title> Crop yield prediction plays a very important role in productivity growth. Prediction of the crop particular area helps farmer to choose right be grown land. With recommendation boosts up crop. Recommending correct type land on factors soil pH, rainfall, temperature, humidity etc. specific and most suitable crop, fertilizer is also necessary for more yield. It use fertilizers optimal timing growth crops. Therefore, this paper, we have attempted address these issues by...

The programmer cannot write a program without any bug. A large numbers of bugs are deposited into the bug tracking system through reports. To find root cause bug, meaningful and huge conversation happens between developer reporter. (triager) reads whole report then classified according to severity. previous researchers observed that summaries provide more resourcefully investigate information in repository as part severity classification task. further relationship summary classification....

Abstract Across numerous disciplines, virtual reality (VR) had been used to aid decision-making in training, design, and evaluation processes. Both the educational industrial groups have contributed a vast knowledge based on variety of VR topics during last two decades. has expanded industry recent years, but majority its applications do not involve robots. To study application technology it is better combine design activities with computer-integrated manufacturing system bring new...

Software is a collection of computer programs written in programming language. contains various modules which make it complex entity and can increase the defect probability at time development modules. In turn, cost to develop software be increased. Sometimes, these defects lead failure entire software. It will untimely delivery customer. This responsible for withdrawal or cancellation project future. Hence, this research work, some machine learning algorithms are applied ensure timely...