
Tarique KhanMarche Polytechnic University | Università degli Studi di Ancona · Department of Information Engineering (DII)
Tarique Khan
Doctor of Engineering
About
8
Publications
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Introduction
My research focuses on improving the forecasting of Key Performance Indicators (KPIs) using machine learning and deep learning models. I apply these techniques in the manufacturing, retail, and business sectors to optimize performance and support sustainability goals, such as reducing greenhouse gas emissions. My work explores regression algorithms, transformer models, and graph-based methods to enhance sustainability and KPI predictions in complex environments.
Publications
Publications (8)
Key performance indicators (KPIs) are essential tools for organizations across industries, providing a means to assess and enhance performance, efficiency, and quality. However, predicting KPIs presents challenges due to data nonlinearity, uncertainty, and variability. Traditional approaches, like trend analysis, may struggle to cope with these iss...
Key performance indicators (KPIs) express the company’s strategy and vision in terms of goals and enable alignment with stakeholder expectations. In business intelligence, forecasting KPIs is pivotal for strategic decision-making. For this reason, in this work, we focus on forecasting KPIs. We built a transformer model architecture that outperforms...
Massive multiple-input multiple-output (m-MIMO) is recognized as large-scale MIMO (LS-MIMO) and is a crucial podium for fifth-generation communication networks (5G) to reinforce spectral efficiency (SE) and capacity of the system. Pilot contamination (PC) arises because the non-orthogonal pilot sequences transmitted by users in a cell similar to th...
Key Performance Indicators (KPIs) are crucial tools that are remarkably used to evaluate business performance. Recently, the management of KPIs has fascinated the focus of both academic and business professionals, and that has led to the development of research on various methods dealing with issues such as modeling, maintenance, and expressiveness...
Environmental, Social, and Corporate Governance (ESG) criteria allow to evaluate business's overall awareness and attention to social and environmental aspects. They are fundamental tools to direct investments towards sustainable projects and activities. However, each ESG rating agency has its own definitions, criteria and methodologies for the sel...
Due to the increasing rate of text over the Internet, it is very difficult to retrieve the relevant information regarding the user. To overwhelm with these types of problems more research work has been done in information retrieval and text analytics so far and it is one of the most trending topics for research regarding the keyword extraction. The...
Due to the increasing rate of text over the Internet, it is very difficult to retrieve the relevant information regarding the user. To overwhelm with these types of problems more research work has been done in information retrieval and text analytics so far and it is one of the most trending topics for research regarding the keyword extraction. The...