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Business Intelligence (BI) analysis is evolving towards Exploratory BI, an iterative, multi-round exploration paradigm where analysts progressively refine their understanding. However, traditional BI systems impose critical limits for…

Databases · Computer Science 2026-03-27 Yunkai Lou , Shunyang Li , Longbin Lai , Jianke Yu , Wenyuan Yu , Ying Zhang

Analytical dashboards are popular in business intelligence to facilitate insight discovery with multiple charts. However, creating an effective dashboard is highly demanding, which requires users to have adequate data analysis background…

Human-Computer Interaction · Computer Science 2022-09-14 Dazhen Deng , Aoyu Wu , Huamin Qu , Yingcai Wu

Visualization dashboards are increasingly used in strategic settings like auctions to enhance decision-making and reduce strategic confusion. This paper presents behavioral experiments evaluating how different dashboard designs affect bid…

Computer Science and Game Theory · Computer Science 2025-07-29 Paula Kayongo , Jessica Hullman , Jason Hartline

Designing a visualization is often a process of iterative refinement where the designer improves a chart over time by adding features, improving encodings, and fixing mistakes. However, effective design requires external critique and…

Human-Computer Interaction · Computer Science 2023-03-14 Sungbok Shin , Sanghyun Hong , Niklas Elmqvist

Traditional methods for performance appraisal are not suitable for agile fast-paced software companies. This has been a realization in the software industry since the early adoption of agile methodologies. Nonetheless, software companies…

Software Engineering · Computer Science 2021-03-11 Fatma Meawad

Business Intelligence (BI) plays a critical role in empowering modern enterprises to make informed data-driven decisions, and has grown into a billion-dollar business. Self-service BI tools like Power BI and Tableau have democratized the…

Databases · Computer Science 2025-04-17 Eugenie Y. Lai , Yeye He , Surajit Chaudhuri

Currently, the most successful learning models in computer vision are based on learning successive representations followed by a decision layer. This is usually actualized through feedforward multilayer neural networks, e.g. ConvNets, where…

Computer Vision and Pattern Recognition · Computer Science 2017-08-22 Amir R. Zamir , Te-Lin Wu , Lin Sun , William Shen , Jitendra Malik , Silvio Savarese

Business Intelligence and Analytics (BI&A) is the process of extracting and predicting business-critical insights from data. Traditional BI focused on data collection, extraction, and organization to enable efficient query processing for…

Artificial Intelligence · Computer Science 2017-04-12 Quoc Duy Vo , Jaya Thomas , Shinyoung Cho , Pradipta De , Bong Jun Choi , Lee Sael

While biological vision systems rely heavily on feedback connections to iteratively refine perception, most artificial neural networks remain purely feedforward, processing input in a single static pass. In this work, we propose a…

Computer Vision and Pattern Recognition · Computer Science 2025-07-15 David Calhas , Arlindo L. Oliveira

The importance of explainability in AI has become a pressing concern, for which several explainable AI (XAI) approaches have been recently proposed. However, most of the available XAI techniques are post-hoc methods, which however may be…

Machine Learning · Computer Science 2022-04-15 Leonardo Lucio Custode , Giovanni Iacca

Contemporary product analytics systems require users to pose explicit queries, such as writing SQL, configuring dashboards, or constructing funnels, before insights can surface. This pull-based paradigm creates a bottleneck: it requires…

Information Retrieval · Computer Science 2026-04-29 Arun Patra , Bhushan Vadgave

Predicting default is essential for banks to ensure profitability and financial stability. While modern machine learning methods often outperform traditional regression techniques, their lack of transparency limits their use in regulated…

Machine Learning · Computer Science 2025-09-16 Sagi Schwartz , Qinling Wang , Fang Fang

Financial companies continuously analyze the state of the markets to rethink and adjust their investment strategies. While the analysis is done on the digital form of data, decisions are often made based on graphical representations in…

Computer Vision and Pattern Recognition · Computer Science 2019-08-21 Naftali Cohen , Tucker Balch , Manuela Veloso

Designing high-quality presentation slides can be challenging for non-experts due to the complexity involved in navigating various design choices. Numerous automated tools can suggest layouts and color schemes, yet often lack the ability to…

Computer Vision and Pattern Recognition · Computer Science 2025-07-24 Jooyeol Yun , Heng Wang , Yotaro Shimose , Jaegul Choo , Shingo Takamatsu

The fundamental goal of business data analysis is to improve business decisions using data. Business users often make decisions to achieve key performance indicators (KPIs) such as increasing customer retention or sales, or decreasing…

Databases · Computer Science 2022-02-10 Sneha Gathani , Madelon Hulsebos , James Gale , Peter J. Haas , Çağatay Demiralp

Future of sustainable fashion lies in adoption of AI for a better understanding of consumer shopping behaviour and using this understanding to further optimize product design, development and sourcing to finally reduce the probability of…

Computers and Society · Computer Science 2020-08-18 Shravan Sajja , Nupur Aggarwal , Sumanta Mukherjee , Kushagra Manglik , Satyam Dwivedi , Vikas Raykar

We present nBIIG, a neural Business Intelligence (BI) Insights Generation system. Given a table, our system applies various analyses to create corresponding RDF representations, and then uses a neural model to generate fluent textual…

Computation and Language · Computer Science 2022-11-09 Yotam Perlitz , Dafna Sheinwald , Noam Slonim , Michal Shmueli-Scheuer

With the proliferation of the e-commerce industry, analyzing customer feedback is becoming indispensable to a service provider. In recent days, it can be noticed that customers upload the purchased product images with their review scores.…

Computer Vision and Pattern Recognition · Computer Science 2022-07-21 Chandranath Adak , Soumi Chattopadhyay , Muhammad Saqib

To enable data-driven decision-making across organizations, data professionals need to share insights with their colleagues in context-appropriate communication channels. Many of their colleagues rely on data but are not themselves…

Human-Computer Interaction · Computer Science 2024-10-15 Hyeok Kim , Arjun Srinivasan , Matthew Brehmer

This project proposes the development of an advanced admin dashboard tailored for enterprise development, leveraging the Refine framework, Ant Design, and GraphQL API. It promises heightened operational efficiency by optimizing backend…

Databases · Computer Science 2024-04-17 Sai Teja Gajjala , Devi Deepak Manchala , Bhargav Gummadelly , Naga Sailaja K
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