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Tasks = Data + Action + Context: Automated Task Assistance through Data-Oriented Analysis [chapter]

Alan Dix
Lecture Notes in Computer Science  
Although the focus in this paper is on automated task support, the importance of objects and data in understanding tasks is one that applies to other forms of task analysis in the design process.  ...  Human activity unfolds partly through planning and learnt sequences of actions, and partly through reaction to the physical objects and digital data in the environment.  ...  assistance. While the focus of the work described here is automated task assistance, broader lessons for human analysis and task design also emerge.  ... 
doi:10.1007/978-3-540-85992-5_1 fatcat:tubzdjrbxna5tfoy3sdcbrurem

Generalizability of Face-Based Mind Wandering Detection Across Task Contexts

Angela Stewart, Nigel Bosch, Sidney D'Mello
2017 Educational Data Mining  
Additionally, we analyzed generalizability of individual features and found that the lip tightener and jaw drop action units had the greatest potential to generalize across task contexts.  ...  We investigate generalizability of face-based detectors of mind wandering across task contexts.  ...  ANALYSIS We developed automated detectors of MW using video-based features in the contexts of narrative film viewing and scientific reading.  ... 
dblp:conf/edm/StewartBD17 fatcat:sp2bvgbwrzbifao5kf3wadu34m

CCMF, Computational Context Modeling Framework - An Ontological Approach to Develop Context-Aware Web Applications [chapter]

Luis Paulo, Paulo Caetano da Silv
2012 Semantics in Action - Applications and Scenarios  
automate the analysis and development of context-aware web applications.  ...  of analysis of context structures.  ...  .), ISBN: 978-953-51-0536-7, InTech, Available from:  ... 
doi:10.5772/38281 fatcat:spkwv455ozbmhlq7wor36cb4zy

Master Thesis Proposal: Designing An Architecture For Machine-Actionable Research Data Management Planning In An Institutional Context [article]

Simon Oblasser
2018 Zenodo  
This master thesis proposal provides the necessary context and outlines the work in progress for exploring machine-actionable Data Management Plans (maDMPs) use cases in an institutional context such as  ...  Which tasks of data management planning can be supported with system integration and automation? RQ3.  ...  Develop and describe use cases and workflows for machine-actionable data management planning in an institutional context.  ... 
doi:10.5281/zenodo.1464188 fatcat:4kafkjt5bbdm5gj5k6dyf6bfea

Improving Task-Oriented Dialogue Systems In Production with Conversation Logs

Alon Jacovi, Ori Bar El, Ofer Lavi, David Boaz, David Amid, Inbal Ronen, Ateret Anaby-Tavor
2020 Knowledge Discovery and Data Mining  
In this work we propose a solution to a significant limitation of task-oriented dialogue systems -their inability to learn and improve over time during deployment.  ...  implemented as rule-based execution graphs, the available solutions for improvement incorporate neural network modules, either fully or partially, despite the poor performance of neural architectures for the task-oriented  ...  INTRODUCTION Dialogue systems, or virtual assistants, are automated systems for interacting with users through a natural language interface.  ... 
dblp:conf/kdd/JacoviELBARA20 fatcat:m2l3qlhxnjernnbjoduxqaanmy

Towards Actionable Mission Impact Assessment in the Context of Cloud Computing [chapter]

Xiaoyan Sun, Anoop Singhal, Peng Liu
2017 Lecture Notes in Computer Science  
The gap essentially ac counts for the weakest link between missions and attackresilient systems, and also explains why the existing impact analysis is not really actionable.  ...  This gap is even widened in the context of cloud computing.  ...  The existing mission-oriented impact as sessment techniques can be classified into four categories: 1) mission impact assessment through use of ontology based data collection.  ... 
doi:10.1007/978-3-319-61176-1_14 fatcat:syhd74ykffb6tnguplgwqtcwka

Environmental context, managerial cognition, and strategic action: an integrated view

Sucheta Nadkarni, Pamela S. Barr
2008 Strategic Management Journal  
context, managerial cognition, and strategic action.  ...  In response, we develop an integrated model that answers two questions: 1) Does industry context affect managerial cognition?  ...  Acknowledgments The authors thank Lisa Lambert and Bill Provaznik for their assistance with the data analysis and Editor Edward Zajac and two anonymous reviewers for Strategic Management Journal for their  ... 
doi:10.1002/smj.717 fatcat:gn2ebs65fna5nbtthzpqbspfrm

Quiet Eye Affects Action Detection from Gaze More Than Context Length [chapter]

Hana Vrzakova, Roman Bednarik
2015 Lecture Notes in Computer Science  
We explored mouse interaction and related eye-movement data from interactive problem solving situations and isolated sequences with high probability of interactive action.  ...  To establish whether one can predict the interactive action from gaze, we 1) analyzed gaze data using sliding fixation sequences of increasing length and 2) considered sequences several fixations prior  ...  Analysis of data To understand how much data is needed to reliably predict the upcoming action, we employ gaze fixations as a unit of analysis.  ... 
doi:10.1007/978-3-319-20267-9_23 fatcat:lijkew65d5alpi6zi5aoca3nne

Context-aware conversational developer assistants

Nick C. Bradley, Thomas Fritz, Reid Holmes
2018 Proceedings of the 40th International Conference on Software Engineering - ICSE '18  
In this thesis I present Devy, a Conversational Developer Assistant (CDA) that enables developers to focus on their high-level development tasks.  ...  actions; where needed, Devy can also prompt the developer for additional information.  ...  Devy's primary goal is to help developers maintain their focus on their development tasks, enabling them to offload low-level actions to an automated assistant.  ... 
doi:10.1145/3180155.3180238 dblp:conf/icse/BradleyFH18 fatcat:ktc4itqyb5frdislfawrp42sou

Context-aware Monitoring in Robotic Surgery [article]

Mohammad Samin Yasar, David Evans, Homa Alemzadeh
2019 arXiv   pre-print
We present a context-aware safety monitoring system which segments a surgical task into subtasks using kinematics data and monitors safety constraints specific to each subtask.  ...  Analysis of the trajectory data shows that each subtask of a given surgical procedure has consistent safety constraints across multiple demonstrations by different subjects.  ...  RELATED WORK Previous works have explored automated surgical task segmentation and skill evaluation in robot-assisted surgery.  ... 
arXiv:1901.09802v1 fatcat:cvmxp26curgqvld5b2dxm4ldvy

An Autonomic Cycle of Data Analysis Tasks for the Supervision of HVAC Systems of Smart Building

Jose Aguilar, Douglas Ardila, Andrés Avendaño, Felipe Macias, Camila White, José Gomez-Pulido, José Gutierrez de Mesa, Alberto Garces-Jimenez
2020 Energies  
Data analysis tasks incorporate data mining models for extracting knowledge from the system monitoring, analyzing abnormal situations and automatically identifying and taking corrective actions.  ...  This article proposes an autonomic cycle of data analysis tasks (ACODAT) for the supervision of the building's HVAC systems.  ...  The autonomous cycle cleans and transforming the data assisted with statistical analysis in Task 1, preparing it for the next tasks.  ... 
doi:10.3390/en13123103 fatcat:33qlg2ppkrarpe75ifgrkridem

"And then they died": Using Action Sequences for Data Driven,Context Aware Gameplay Analysis [article]

Erica Kleinman, Sabbir Ahmad, Zhaoqing Teng, Andy Bryant, Truong-Huy D. Nguyen, Casper Harteveld, Magy Seif El-Nasr
2020 arXiv   pre-print
While effective in extracting information regarding player action, much of the context regarding when and how those actions occurred is lost.  ...  data analysis methodology that uses behavioral labels and visualizations to allow analysts to examine player behavior in a way that is context sensitive, scalable, and generalizable.  ...  through action sequences and visualization systems [2, 42] .  ... 
arXiv:2006.10823v1 fatcat:aidrizomnrberktgjqteylgv4e

A General Context-Aware Framework for Improved Human-System Interactions

Stacy Lovell Pfautz, Gabriel Ganberg, Adam Fouse, Nathan Schurr
2015 The AI Magazine  
For humans and automation to effectively collaborate and perform tasks, all participants need access to a common representation of potentially relevant situational information, or context.  ...  Our goal is to develop an approach that enables humans to interact with automation more intuitively and naturally that is reusable across domains by modeling context and algorithms at a higher-level of  ...  We developed a use case around a team of analysts tasked with researching next-generation technology through the collection and analysis of open source information.  ... 
doi:10.1609/aimag.v36i2.2582 fatcat:wrpdkcauojfqlir5l76myeltwq

Multimodal Learning Analytics and Education Data Mining: Using Computational Technologies to Measure Complex Learning Tasks

Paulo Blikstein, Marcelo Worsley
2016 Journal of Learning Analytics  
Multimodal learning analytics and education data mining: Using computational technologies to measure complex learning tasks.  ...  Journal of Learning Analytics, 3(2), 220-238. http://dx.ABSTRACT: New high-frequency multimodal data collection technologies and machine learning analysis techniques could offer new insights into learning  ...  Automated, finegrained data collection and analysis could help resolve this tension in two ways.  ... 
doi:10.18608/jla.2016.32.11 fatcat:cc5ni6zjhzglhmaw4yvpg7qrlm

Design and Assessment of a Task-Driven Introductory Data Science Course Taught Concurrently in Multiple Languages: Python, R, and MATLAB

Ting Xiao, Ronald I. Greenberg, Mark V. Albert
2021 Proceedings of the 26th ACM Conference on Innovation and Technology in Computer Science Education V. 1  
The focus was on practical programming skills and learning through demos to develop useful skills quickly.  ...  Tutorials in all three languages were produced to prepare students for the language-independent task-driven assignments given each day.  ...  ACKNOWLEDGMENTS We would like to thank the following students for their assistance in assembling the materials for the course across the three languages: Emily Phillips (Python), Ian Cowen (R), Abdullah  ... 
doi:10.1145/3430665.3456364 fatcat:nvemd7qk2zdznmqacdqgc6kojy
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