Timezone: »
Poster
Humans Learn Using Manifolds, Reluctantly
Bryan R Gibson · Jerry Zhu · Timothy T Rogers · Chuck Kalish · Joseph Harrison
When the distribution of unlabeled data in feature space lies along a manifold, the information it provides may be used by a learner to assist classification in a semi-supervised setting. While manifold learning is well-known in machine learning, the use of manifolds in human learning is largely unstudied. We perform a set of experiments which test a human's ability to use a manifold in a semi-supervised learning task, under varying conditions. We show that humans may be encouraged into using the manifold, overcoming the strong preference for a simple, axis-parallel linear boundary.
Author Information
Bryan R Gibson (University of Wisconsin-Madison)
Jerry Zhu (University of Wisconsin-Madison)
Timothy T Rogers (University of Wisconsin-Madison)
Chuck Kalish (University of Wisconsin-Madison)
Joseph Harrison
Related Events (a corresponding poster, oral, or spotlight)
-
2010 Oral: Humans Learn Using Manifolds, Reluctantly »
Thu. Dec 9th 07:30 -- 07:50 PM Room Regency Ballroom
More from the Same Authors
-
2021 : Game Redesign in No-regret Game Playing »
Yuzhe Ma · Young Wu · Jerry Zhu -
2021 : Reward Poisoning in Reinforcement Learning: Attacks Against Unknown Learners in Unknown Environments »
Amin Rakhsha · Xuezhou Zhang · Jerry Zhu · Adish Singla -
2021 : Game Redesign in No-regret Game Playing »
Yuzhe Ma · Young Wu · Jerry Zhu -
2021 : Reward Poisoning in Reinforcement Learning: Attacks Against Unknown Learners in Unknown Environments »
Amin Rakhsha · Xuezhou Zhang · Jerry Zhu · Adish Singla -
2022 Poster: Provable Defense against Backdoor Policies in Reinforcement Learning »
Shubham Bharti · Xuezhou Zhang · Adish Singla · Jerry Zhu -
2019 Poster: Policy Poisoning in Batch Reinforcement Learning and Control »
Yuzhe Ma · Xuezhou Zhang · Wen Sun · Jerry Zhu -
2019 Poster: Preference-Based Batch and Sequential Teaching: Towards a Unified View of Models »
Farnam Mansouri · Yuxin Chen · Ara Vartanian · Jerry Zhu · Adish Singla -
2019 Poster: A Unified Framework for Data Poisoning Attack to Graph-based Semi-supervised Learning »
Xuanqing Liu · Si Si · Jerry Zhu · Yang Li · Cho-Jui Hsieh -
2018 Poster: Adversarial Attacks on Stochastic Bandits »
Kwang-Sung Jun · Lihong Li · Yuzhe Ma · Jerry Zhu -
2017 Workshop: Teaching Machines, Robots, and Humans »
Maya Cakmak · Anna Rafferty · Adish Singla · Jerry Zhu · Sandra Zilles -
2016 : Optimal Teaching for Online Perceptrons »
Xuezhou Zhang · Jerry Zhu -
2016 Workshop: The Future of Interactive Machine Learning »
Kory Mathewson @korymath · Kaushik Subramanian · Mark Ho · Robert Loftin · Joseph L Austerweil · Anna Harutyunyan · Doina Precup · Layla El Asri · Matthew Gombolay · Jerry Zhu · Sonia Chernova · Charles Isbell · Patrick M Pilarski · Weng-Keen Wong · Manuela Veloso · Julie A Shah · Matthew Taylor · Brenna Argall · Michael Littman -
2016 Poster: Active Learning with Oracle Epiphany »
Tzu-Kuo Huang · Lihong Li · Ara Vartanian · Saleema Amershi · Jerry Zhu -
2015 Poster: Human Memory Search as Initial-Visit Emitting Random Walk »
Kwang-Sung Jun · Jerry Zhu · Timothy T Rogers · Zhuoran Yang · Ming Yuan -
2014 Poster: Optimal Teaching for Limited-Capacity Human Learners »
Kaustubh R Patil · Jerry Zhu · Łukasz Kopeć · Bradley C Love -
2014 Spotlight: Optimal Teaching for Limited-Capacity Human Learners »
Kaustubh R Patil · Jerry Zhu · Łukasz Kopeć · Bradley C Love -
2013 Poster: Sparse Overlapping Sets Lasso for Multitask Learning and its Application to fMRI Analysis »
Nikhil Rao · Christopher R Cox · Rob Nowak · Timothy T Rogers -
2013 Spotlight: Sparse Overlapping Sets Lasso for Multitask Learning and its Application to fMRI Analysis »
Nikhil Rao · Christopher R Cox · Rob Nowak · Timothy T Rogers -
2013 Poster: Machine Teaching for Bayesian Learners in the Exponential Family »
Jerry Zhu -
2011 Poster: How Do Humans Teach: On Curriculum Learning and Teaching Dimension »
Faisal Khan · Jerry Zhu · Bilge Mutlu -
2011 Poster: Learning Higher-Order Graph Structure with Features by Structure Penalty »
Shilin Ding · Grace Wahba · Jerry Zhu -
2010 Poster: Transduction with Matrix Completion: Three Birds with One Stone »
Andrew B Goldberg · Jerry Zhu · Benjamin Recht · Junming Sui · Rob Nowak -
2010 Session: Spotlights Session 1 »
Jerry Zhu -
2009 Poster: Human Rademacher Complexity »
Jerry Zhu · Timothy T Rogers · Bryan R Gibson -
2008 Workshop: Machine learning meets human learning »
Nathaniel D Daw · Tom Griffiths · Josh Tenenbaum · Jerry Zhu -
2008 Poster: Human Active Learning »
Jerry Zhu · Rui M Castro · Timothy T Rogers · Rob Nowak · Ruichen Qian · Chuck Kalish -
2008 Poster: Unlabeled data: Now it helps, now it doesn't »
Aarti Singh · Rob Nowak · Jerry Zhu -
2008 Oral: Unlabeled data: Now it helps, now it doesn't »
Aarti Singh · Rob Nowak · Jerry Zhu