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The ability to accurately predict and analyze student performance in online education, both at the outset and throughout the semester, is vital. Most of the published studies focus on binary classification (Fail or Pass) but there is still…

Machine Learning · Computer Science 2024-12-10 Naveed Ur Rehman Junejo , Muhammad Wasim Nawaz , Qingsheng Huang , Xiaoqing Dong , Chang Wang , Gengzhong Zheng

While the task of automatically detecting eating events has been examined in prior work using various wearable devices, the use of smartphones as standalone devices to infer eating events remains an open issue. This paper proposes a…

Human-Computer Interaction · Computer Science 2022-06-01 Wageesha Bangamuarachchi , Anju Chamantha , Lakmal Meegahapola , Salvador Ruiz-Correa , Indika Perera , Daniel Gatica-Perez

We are in the dawn of deep learning explosion for smartphones. To bridge the gap between research and practice, we present the first empirical study on 16,500 the most popular Android apps, demystifying how smartphone apps exploit deep…

Machine Learning · Computer Science 2021-01-14 Mengwei Xu , Jiawei Liu , Yuanqiang Liu , Felix Xiaozhu Lin , Yunxin Liu , Xuanzhe Liu

The COVID-19 pandemic has brought profound change in the daily lives of a large part of the global population during 2020 and 2021. Such changes were mirrored in aspects such as changes to the overall energy consumption, or long periods of…

Computers and Society · Computer Science 2022-06-06 Georgios Mylonas , Dimitrios Amaxilatis , Ioannis Chatzigiannakis

In this work we investigate intra-day patterns of activity on a population of 7,261 users of mobile health wearable devices and apps. We show that: (1) using intra-day step and sleep data recorded from passive trackers significantly…

Machine Learning · Statistics 2016-12-06 Tom Quisel , David C. Kale , Luca Foschini

System energy models are important for energy optimization and management in mobile systems. However, existing system energy models are built in lab with the help from a second computer. Not only are they labor-intensive; but also they will…

Operating Systems · Computer Science 2010-12-22 Mian Dong , Lin Zhong

App usage prediction is important for smartphone system optimization to enhance user experience. Existing modeling approaches utilize historical app usage logs along with a wide range of semantic information to predict the app usage;…

Machine Learning · Computer Science 2021-08-27 Yonchanok Khaokaew , Mohammad Saiedur Rahaman , Ryen W. White , Flora D. Salim

Online grading systems have become extremely prevalent as majority of academic materials are in the process of being digitized, if not already done. In this paper, we present the concept of design and implementation of a mobile application…

Computers and Society · Computer Science 2023-11-13 Kaustubh Kundu , Sushant Yadav , Tayyabbali Sayyad

Attitude determination using the smartphone's inertial sensors poses a major challenge due to the sensor low-performance grade and variate nature of the walking pedestrian. In this paper, data-driven techniques are employed to address that…

Signal Processing · Electrical Eng. & Systems 2022-09-13 Eran Vertzberger , Itzik Klein

Oral presentation skills are a critical component of higher education, yet comprehensive datasets capturing real-world student performance across multiple modalities remain scarce. To address this gap, we present SOPHIAS (Student Oral…

Human-Computer Interaction · Computer Science 2026-01-13 Alvaro Becerra , Ruth Cobos , Roberto Daza

Wearable sensors, such as smartwatches, have become increasingly prevalent across domains like healthcare, sports, and education, enabling continuous monitoring of physiological and behavioral data. In the context of education, these…

Human-Computer Interaction · Computer Science 2025-12-03 Alvaro Becerra , Pablo Villegas , Ruth Cobos

We measure the vertical velocities of elevators, pedestrians climbing stairs, and drones (flying unmanned aerial vehicles), by means of smartphone pressure sensors. The barometric pressure obtained with the smartphone is related to the…

Physics Education · Physics 2016-12-21 Martin Monteiro , Arturo C. Marti

Integrating driver, in-cabin, and outside environment's contextual cues into the vehicle's decision making is the centerpiece of semi-automated vehicle safety. Multiple systems have been developed for providing context to the vehicle, which…

Human-Computer Interaction · Computer Science 2021-04-29 Arash Tavakoli , Shashwat Kumar , Mehdi Boukhechba , Arsalan Heydarian

Analytical models developed in offline settings with pre-prepared data are typically used to predict students' performance. However, when data are available over time, this learning method is not suitable anymore. Online learning is…

Computers and Society · Computer Science 2024-07-16 Chahrazed Labba , Anne Boyer

Modeling infection spread during pandemics is not new, with models using past data to tune simulation parameters for predictions. These help understand the healthcare burden posed by a pandemic and respond accordingly. However, the problem…

Systems and Control · Electrical Eng. & Systems 2020-10-21 Himanshu Kharkwal , Dakota Olson , Jiali Huang , Abhiraj Mohan , Ankur Mani , Jaideep Srivastava

Online tools provide unique access to research students' study habits and problem-solving behavior. In MOOCs, this online data can be used to inform instructors and to provide automatic guidance to students. However, these techniques may…

Computers and Society · Computer Science 2019-04-17 Adithya Sheshadri , Niki Gitinabard , Collin F. Lynch , Tiffany Barnes , Sarah Heckman

Learning analytics (LA) is data collection, analysis, and representation of data about learners in order to improve their learning and performance. Furthermore, LA opens the door to opportunities for self-regulated learning in higher…

Human-Computer Interaction · Computer Science 2022-11-16 Saša Brdnik , Boštjan Šumak , Vili Podgorelec

Now-a-days the amount of data stored in educational database increasing rapidly. These databases contain hidden information for improvement of students' performance. The performance in higher education in India is a turning point in the…

Information Retrieval · Computer Science 2012-01-18 Brijesh Kumar Bhardwaj , Saurabh Pal

This paper presents a study on using Agile methodologies in the teaching process at the university/college level during the Covid-19 pandemic, online classes. We detail a list of techniques inspired from software engineering Agile…

Software Engineering · Computer Science 2023-07-25 M. Petrescu , A Sterca

The increasing use of Artificial Intelligence (AI) by students in learning presents new challenges for assessing their learning outcomes in project-based learning (PBL). This paper introduces a co-design study to explore the potential of…

Human-Computer Interaction · Computer Science 2024-01-30 Chengbo Zheng , Kangyu Yuan , Bingcan Guo , Reza Hadi Mogavi , Zhenhui Peng , Shuai Ma , Xiaojuan Ma