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Fair Active Learning [article]

Hadis Anahideh and Abolfazl Asudeh and Saravanan Thirumuruganathan
2021 arXiv   pre-print
We design algorithms for fair active learning that carefully selects data points to be labeled so as to balance model accuracy and fairness.  ...  Active learning is a promising approach to build an accurate classifier by interactively querying an oracle within a labeling budget.  ...  We also proposed an efficient fair active learning algorithm with the same asymptotic time complexity as traditional active learning.  ... 
arXiv:2001.01796v5 fatcat:u2iufnu4qnh67og5v64hn75dta

Fair Active Learning [article]

Hadis Anahideh and Abolfazl Asudeh and Saravanan Thirumuruganathan
2020 arXiv   pre-print
We design algorithms for fair active learning that carefully selects data points to be labeled so as to balance model accuracy and fairness.  ...  Active learning is a promising approach to build an accurate classifier by interactively querying an oracle within a labeling budget.  ...  We also proposed an efficient fair active learning algorithm with the same asymptotic time complexity as traditional active learning.  ... 
arXiv:2006.13025v2 fatcat:cjln3vpv45a7bnovgdhza2jiim

Metric-Fair Active Learning

Jie Shen, Nan Cui, Jing Wang
2022 International Conference on Machine Learning  
In this paper, we henceforth study metric-fair active learning of homogeneous halfspaces, and show that under the distribution-dependent PAC learning model, fairness and label efficiency can be achieved  ...  It is, however, known that an active learning algorithm may incur unfairness due to such instance selection procedure.  ...  Related Works In this section, we provide a brief review of learning with fairness and active learning. Fairness.  ... 
dblp:conf/icml/ShenCW22 fatcat:gwk6lq5f45hcdi3x7yvbpa4z2m

Promoting Fairness in Learned Models by Learning to Active Learn under Parity Constraints

Amr Sharaf, Hal Daume III, Renkun Ni
2022 2022 ACM Conference on Fairness, Accountability, and Transparency  
To optimize the active learning policy, our proposed algorithm formulates the parity-constrained active learning task as a bi-level optimization problem.  ...  We develop a meta-learning algorithm for parity-constrained active learning that learns a policy to decide which labels to query so as to maximize accuracy subject to parity constraints.  ...  We are aware of only one paper that considers active learning in the context of fairness: Fair Active Learning (FAL) by [3] .  ... 
doi:10.1145/3531146.3534632 fatcat:r4zi4pn6ujar7hg2veyiyz7nzy

An overview of active learning methods for insurance with fairness appreciation [article]

Romuald Elie, Caroline Hillairet, François Hu, Marc Juillard
2022 arXiv   pre-print
We will introduce and integrate a post-processing fairness for multi-class tasks in this active learning framework to solve these two issues.  ...  unlabeled data is usually abundant, active learning can become a significant asset in reducing the labelling cost.  ...  Figure 8 : Fair active learning process: fairness-unawareness in queries.  ... 
arXiv:2112.09466v2 fatcat:uurkki726jc7dn5ip65c4fpd4y

The Consultants� Fair: An active learning pedagogical methodology for large groups

2018 Revista d'Innovació i Recerca en Educació  
» (an active learning methodology to pool the group project).  ...  This study provides empirical evidence of how active learning methodologies contribute to developing students' competencies and improving their satisfaction in large classroom settings.  ...  The Consultants' Fair: An active learning pedagogical methodology for large groups Universitat de Barcelona.  ... 
doi:10.1344/reire2018.11.220677 fatcat:gfyhqvyy5zaktbtu2m6pkvgcni

Copyright, Fair Use, and Creative Commons

Arthur Jason Boston
2020 Journal of Copyright in Education and Librarianship  
This article describes an active-learning exercise intended to help teach copyright, fair use, and Creative Commons licenses.  ...  In the exercise students use a worksheet to draw original pictures, create derivative pictures on tracing paper, select Creative Commons licenses, and explore commercial usage, fair use, and copyright  ...  The reward in this case is providing students a more concrete sense of what it all means by using an active-learning exercise. We will now delve into the steps for my activelearning exercise.  ... 
doi:10.17161/jcel.v3i3.8193 fatcat:wg6t5gxhere65e3gv2q77tekrm

Cross-Domain Facial Expression Recognition: A Unified Evaluation Benchmark and Adversarial Graph Learning [article]

Tianshui Chen, Tao Pu, Hefeng Wu, Yuan Xie, Lingbo Liu, Liang Lin
2021 arXiv   pre-print
We find that most of the current leading algorithms use adversarial learning to learn holistic domain-invariant features to mitigate domain shifts.  ...  We ensure that all these algorithms adopt the same source datasets and feature extractors for fair CD-FER evaluations.  ...  These inconsistent choices hinder fair comparisons among CD-FER algorithms.  ... 
arXiv:2008.00923v8 fatcat:mgezwmomlzfrzf6fptrr5ubqbm

The Impact Of Active Learning Through Cooperation On Science Fair Projects On Elementary School Students

Lynn Albers, Stevie Clark, Elizabeth Parry, Ryan Smith
2010 Annual Conference & Exposition Proceedings   unpublished
The purpose of this paper is to show that outside the classroom, active learning through science fair projects with assistance from RAMP-UP Fellows can positively impact fourth graders.  ...  John Dewey, one of the founders of pragmatism in education, believed that learning was active and that math could be learned through everyday activities such as cooking. 2 The program, building upon  ...  All experiments involved active hands-on learning and an opportunity for the university Fellow to bond with the student.  ... 
doi:10.18260/1-2--16607 fatcat:rncvlhmdzfdthdefpqmx5pv6au

Actively Engaging Project-based Learning Through a Mini Maker Faire in an Engineering Technology Program

Wei Zhan, Byul Hur, Yonghui Wang, Suxia Cui, Bugrahan Yalvac
2020 ASEE Virtual Annual Conference Content Access Proceedings   unpublished
Maker Culture also allows for the implementation of several student centered learning options such as active learning, cooperative learning, peer-led team learning, peer instruction, problem-based learning  ...  A Mini-Maker Faire was organized at the end of the semester where student did demo and presentation.  ...  activities for ET students.  ... 
doi:10.18260/1-2--34090 fatcat:jmhe5cp4uvhftiowuvtwoimwxe

The impact of science fair on the students' engagement, capacity, continuity, and motivation towards science learning

Kiah Ju Ong, Ying-Chyi chou, Ding-Yah Yang
2019 Jurnal pendidikan sains dan matematika Malaysia  
KLESF: The Fair 2017 is 3-day science fair organized in Malaysia to promote STEM education.  ...  They completed a pre-test on students' motivation toward science learning before the event.  ...  On the other hand, KLESF: The Fair 2017 had a lot of active learning activities that can provide fun learning, therefore, KLESF: The Fair 2017 can promote and motivate the learning of science.  ... 
doi:10.37134/jpsmm.vol9.1.1.2019 fatcat:2vuuaaduojhabb4lrlflzribci

Introducing and assessment of FAIR principles of education in teaching biochemistry to I year MBBS students

Suman Jain, Neeraj Mahajan, Sonal Sogani, Anju Bapna
2020 International Journal of Research in Medical Sciences  
Presently FAIR (Feedback, Active learning, Individual learning and Relevance) principles of application are practically missing, according to this model students will be naturally motivated to learn.  ...  Certain principles of education such as Feedback, Active learning, Individualization of learning and relevance that have been advocated for use to enhance learning, were applied in educational strategies  ...  Activity: Engage the student in active rather than passive learning.  ... 
doi:10.18203/2320-6012.ijrms20204896 fatcat:unzheimrvvcfbj62zgvmcs65uy

Application of Beyond Centers and Circles Time Method to Improve Writing Skills and Scientific Attitude of Prospective English Learners

Muhammad Zuhri Dj, Sadieli Telaumbanua, Rugaiyah Rugaiyah, Silvy Sondari Gadzali, Faizatul Husna, Ignatius Septo Pramesworo
2020 Universal Journal of Educational Research  
Each group is a center of activity where lecturers organize learners to sit circular at the beginning and end of learning activities.  ...  Learning like this can encourage learners to be actively involved in building their own knowledge in depth (deep learning).  ... 
doi:10.13189/ujer.2020.081066 fatcat:paj5loqhjvflbnmkda5mpplkqy

Situation of Competence-Based Assessment Management in Teaching Mathematics: A Case Study in Junior High Schools in Ho Chi Minh City, Vietnam

Phan Van Quang
2021 Journal of Applied Mathematics and Computation  
The research discusses the management of learning outcomes assessment in Mathematics based on junior high schools in Ho Chi Minh City.  ...  The survey results show that the management of the formative assessment of high school math learning results is essential.  ...  of supporting in-frastructure for activity 3.76 0.53 3.94 0.67 3.88 0.63 8 Fair im-plementa-tion 9 Clearly assigned financial tasks to support the activity 3.65 0.62 3.88 0.68 3.81 0.67 10 Fair im-plementa-tion  ... 
doi:10.26855/jamc.2021.09.005 fatcat:ii72c5dbzrap7jl3dmi2hnlfrq

Motivation, Confidence, and Control; Unraveling Active Learning for Nutrition and Food Undergraduates

Jenny R. Paxman, Kevin Nield, Anna C. Hall
2011 Journal of Food Science Education  
The purpose of the 'active learning' assessment was to encourage and enhance learner autonomy.  ...  Nutrition and food students at Sheffield Hallam University completed an 'active learning' assessment as part of a final year module, Applied Nutrition 2.  ...  The 2009 Nutrition Fair was kindly sponsored by The Cooperative Membership.  ... 
doi:10.1111/j.1541-4329.2011.00129.x fatcat:evofnu4uxbalzgzqyvni6gra24
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