Timezone: »
Poster
Subset Selection under Noise
Chao Qian · Jing-Cheng Shi · Yang Yu · Ke Tang · Zhi-Hua Zhou
The problem of selecting the best $k$-element subset from a universe is involved in many applications. While previous studies assumed a noise-free environment or a noisy monotone submodular objective function, this paper considers a more realistic and general situation where the evaluation of a subset is a noisy monotone function (not necessarily submodular), with both multiplicative and additive noises. To understand the impact of the noise, we firstly show the approximation ratio of the greedy algorithm and POSS, two powerful algorithms for noise-free subset selection, in the noisy environments. We then propose to incorporate a noise-aware strategy into POSS, resulting in the new PONSS algorithm. We prove that PONSS can achieve a better approximation ratio under some assumption such as i.i.d. noise distribution. The empirical results on influence maximization and sparse regression problems show the superior performance of PONSS.
Author Information
Chao Qian (University of Science and Technology of China)
Jing-Cheng Shi (Nanjing University)
Yang Yu (Nanjing University)
Ke Tang (University of Science and Technology of China)
Zhi-Hua Zhou (Nanjing University)
More from the Same Authors
-
2022 Poster: Efficient Multi-agent Communication via Self-supervised Information Aggregation »
Cong Guan · Feng Chen · Lei Yuan · Chenghe Wang · Hao Yin · Zongzhang Zhang · Yang Yu -
2022 : Multi-Agent Policy Transfer via Task Relationship Modeling »
Rong-Jun Qin · Feng Chen · Tonghan Wang · Lei Yuan · Xiaoran Wu · Yipeng Kang · Zongzhang Zhang · Chongjie Zhang · Yang Yu -
2022 Spotlight: Lightning Talks 5A-3 »
Minting Pan · Xiang Chen · Wenhan Huang · Can Chang · Zhecheng Yuan · Jianzhun Shao · Yushi Cao · Peihao Chen · Ke Xue · Zhengrong Xue · Zhiqiang Lou · Xiangming Zhu · Lei Li · Zhiming Li · Kai Li · Jiacheng Xu · Dongyu Ji · Ni Mu · Kun Shao · Tianpei Yang · Kunyang Lin · Ningyu Zhang · Yunbo Wang · Lei Yuan · Bo Yuan · Hongchang Zhang · Jiajun Wu · Tianze Zhou · Xueqian Wang · Ling Pan · Yuhang Jiang · Xiaokang Yang · Xiaozhuan Liang · Hao Zhang · Weiwen Hu · Miqing Li · YAN ZHENG · Matthew Taylor · Huazhe Xu · Shumin Deng · Chao Qian · YI WU · Shuncheng He · Wenbing Huang · Chuanqi Tan · Zongzhang Zhang · Yang Gao · Jun Luo · Yi Li · Xiangyang Ji · Thomas Li · Mingkui Tan · Fei Huang · Yang Yu · Huazhe Xu · Dongge Wang · Jianye Hao · Chuang Gan · Yang Liu · Luo Si · Hangyu Mao · Huajun Chen · Jianye Hao · Jun Wang · Xiaotie Deng -
2022 Spotlight: Multi-agent Dynamic Algorithm Configuration »
Ke Xue · Jiacheng Xu · Lei Yuan · Miqing Li · Chao Qian · Zongzhang Zhang · Yang Yu -
2022 Spotlight: Bayesian Optimistic Optimization: Optimistic Exploration for Model-based Reinforcement Learning »
Chenyang Wu · Tianci Li · Zongzhang Zhang · Yang Yu -
2022 Spotlight: Real-Valued Backpropagation is Unsuitable for Complex-Valued Neural Networks »
Zhi-Hao Tan · Yi Xie · Yuan Jiang · Zhi-Hua Zhou -
2022 Spotlight: Lightning Talks 4B-1 »
Alexandra Senderovich · Zhijie Deng · Navid Ansari · Xuefei Ning · Yasmin Salehi · Xiang Huang · Chenyang Wu · Kelsey Allen · Jiaqi Han · Nikita Balagansky · Tatiana Lopez-Guevara · Tianci Li · Zhanhong Ye · Zixuan Zhou · Feng Zhou · Ekaterina Bulatova · Daniil Gavrilov · Wenbing Huang · Dennis Giannacopoulos · Hans-peter Seidel · Anton Obukhov · Kimberly Stachenfeld · Hongsheng Liu · Jun Zhu · Junbo Zhao · Hengbo Ma · Nima Vahidi Ferdowsi · Zongzhang Zhang · Vahid Babaei · Jiachen Li · Alvaro Sanchez Gonzalez · Yang Yu · Shi Ji · Maxim Rakhuba · Tianchen Zhao · Yiping Deng · Peter Battaglia · Josh Tenenbaum · Zidong Wang · Chuang Gan · Changcheng Tang · Jessica Hamrick · Kang Yang · Tobias Pfaff · Yang Li · Shuang Liang · Min Wang · Huazhong Yang · Haotian CHU · Yu Wang · Fan Yu · Bei Hua · Lei Chen · Bin Dong -
2022 Spotlight: Lightning Talks 3A-2 »
shuwen yang · Xu Zhang · Delvin Ce Zhang · Lan-Zhe Guo · Renzhe Xu · Zhuoer Xu · Yao-Xiang Ding · Weihan Li · Xingxuan Zhang · Xi-Zhu Wu · Zhenyuan Yuan · Hady Lauw · Yu Qi · Yi-Ge Zhang · Zhihao Yang · Guanghui Zhu · Dong Li · Changhua Meng · Kun Zhou · Gang Pan · Zhi-Fan Wu · Bo Li · Minghui Zhu · Zhi-Hua Zhou · Yafeng Zhang · Yingxueff Zhang · shiwen cui · Jie-Jing Shao · Zhanguang Zhang · Zhenzhe Ying · Xiaolong Chen · Yu-Feng Li · Guojie Song · Peng Cui · Weiqiang Wang · Ming GU · Jianye Hao · Yihua Huang -
2022 Spotlight: Pre-Trained Model Reusability Evaluation for Small-Data Transfer Learning »
Yao-Xiang Ding · Xi-Zhu Wu · Kun Zhou · Zhi-Hua Zhou -
2022 Poster: Adapting to Online Label Shift with Provable Guarantees »
Yong Bai · Yu-Jie Zhang · Zhi-Hua Zhou · Masashi Sugiyama · Zhi-Hua Zhou -
2022 Poster: Theoretically Provable Spiking Neural Networks »
Shao-Qun Zhang · Zhi-Hua Zhou -
2022 Poster: Pre-Trained Model Reusability Evaluation for Small-Data Transfer Learning »
Yao-Xiang Ding · Xi-Zhu Wu · Kun Zhou · Zhi-Hua Zhou -
2022 Poster: NeoRL: A Near Real-World Benchmark for Offline Reinforcement Learning »
Rong-Jun Qin · Xingyuan Zhang · Songyi Gao · Xiong-Hui Chen · Zewen Li · Weinan Zhang · Yang Yu -
2022 Poster: Sound and Complete Causal Identification with Latent Variables Given Local Background Knowledge »
Tian-Zuo Wang · Tian Qin · Zhi-Hua Zhou -
2022 Poster: Efficient Methods for Non-stationary Online Learning »
Zhi-Hua Zhou · Yan-Feng Xie · Lijun Zhang · Zhi-Hua Zhou -
2022 Poster: Real-Valued Backpropagation is Unsuitable for Complex-Valued Neural Networks »
Zhi-Hao Tan · Yi Xie · Yuan Jiang · Zhi-Hua Zhou -
2022 Poster: Multi-agent Dynamic Algorithm Configuration »
Ke Xue · Jiacheng Xu · Lei Yuan · Miqing Li · Chao Qian · Zongzhang Zhang · Yang Yu -
2022 Poster: Bayesian Optimistic Optimization: Optimistic Exploration for Model-based Reinforcement Learning »
Chenyang Wu · Tianci Li · Zongzhang Zhang · Yang Yu -
2022 Poster: Depth is More Powerful than Width with Prediction Concatenation in Deep Forest »
Shen-Huan Lyu · Yi-Xiao He · Zhi-Hua Zhou -
2021 : More Efficient Adversarial Imitation Learning Algorithms With Known and Unknown Transitions »
Tian Xu · Ziniu Li · Yang Yu -
2020 Poster: Error Bounds of Imitating Policies and Environments »
Tian Xu · Ziniu Li · Yang Yu -
2020 Poster: Offline Imitation Learning with a Misspecified Simulator »
Shengyi Jiang · Jingcheng Pang · Yang Yu -
2019 Poster: Bridging Machine Learning and Logical Reasoning by Abductive Learning »
Wang-Zhou Dai · Qiuling Xu · Yang Yu · Zhi-Hua Zhou -
2017 Poster: Improved Dynamic Regret for Non-degenerate Functions »
Lijun Zhang · Tianbao Yang · Jinfeng Yi · Rong Jin · Zhi-Hua Zhou -
2017 Poster: Learning with Feature Evolvable Streams »
Bo-Jian Hou · Lijun Zhang · Zhi-Hua Zhou -
2015 Poster: Subset Selection by Pareto Optimization »
Chao Qian · Yang Yu · Zhi-Hua Zhou