Page History: Publication List
Compare Page Revisions
203
202
201
200
199
198
197
196
195
194
193
192
191
190
189
188
187
186
185
184
183
182
181
180
179
178
177
176
175
174
173
172
171
170
169
168
167
166
165
164
163
162
161
160
159
158
157
156
155
154
153
152
151
150
149
148
147
146
145
144
143
142
141
140
139
138
137
136
135
134
133
132
131
130
129
128
127
126
125
124
123
122
121
120
119
118
117
116
115
114
113
112
111
110
109
108
107
106
105
104
103
102
101
100
99
98
97
96
95
94
93
92
91
90
89
88
87
86
85
84
83
82
81
80
79
78
77
76
75
74
73
72
71
70
69
68
67
66
65
64
63
62
61
60
59
58
57
56
55
54
53
52
51
50
49
48
47
46
45
44
43
42
41
40
39
38
37
36
35
34
33
32
31
30
29
28
27
26
25
24
23
22
21
20
19
18
17
16
15
14
13
12
11
10
9
8
7
6
5
4
3
2
1
0
Current
203
202
201
200
199
198
197
196
195
194
193
192
191
190
189
188
187
186
185
184
183
182
181
180
179
178
177
176
175
174
173
172
171
170
169
168
167
166
165
164
163
162
161
160
159
158
157
156
155
154
153
152
151
150
149
148
147
146
145
144
143
142
141
140
139
138
137
136
135
134
133
132
131
130
129
128
127
126
125
124
123
122
121
120
119
118
117
116
115
114
113
112
111
110
109
108
107
106
105
104
103
102
101
100
99
98
97
96
95
94
93
92
91
90
89
88
87
86
85
84
83
82
81
80
79
78
77
76
75
74
73
72
71
70
69
68
67
66
65
64
63
62
61
60
59
58
57
56
55
54
53
52
51
50
49
48
47
46
45
44
43
42
41
40
39
38
37
36
35
34
33
32
31
30
29
28
27
26
25
24
23
22
21
20
19
18
17
16
15
14
13
12
11
10
9
8
7
6
5
4
3
2
1
0
« Older Revision
-
Back to Page History
-
Newer Revision »
Page Revision: 2015/03/17 15:35
[
Back to main page
]
Book Chapter
Zhi-Hua Zhou and
Yang Yu
.
The AdaBoost algorithm
. In: X. Wu and V. Kumar eds.
The Top Ten Algorithms in Data Mining
, Boca Raton, FL: Chapman & Hall, 2009. (
PDF
)
Technical Reports
Chao Qian,
Yang Yu
, and Zhi-Hua Zhou.
Analyzing evolutionary optimization in noisy environments
.
CoRR abs/1311.4987
, 2013.
Yang Yu
, Chao Qian, and Zhi-Hua Zhou.
Towards analyzing crossover operators in evolutionary search via general Markov chain switching theorem
.
CoRR abs/1111.0907
, 2011.
Journal Articles
Yang Yu
, Chao Qian, and Zhi-Hua Zhou.
Switch analysis for running time analysis of evolutionary algorithms
.
IEEE Transactions on Evolutionary Computation
, 2015, in press.
(Preprint PDF)
Chao Qian,
Yang Yu
, and Zhi-Hua Zhou.
An analysis on recombination in multi-objective evolutionary optimization
.
Artificial Intelligence
, 2013, 204:99-119. (Extended from GECCO'11)
(Preprint PDF)
Yang Yu
, Xin Yao, and Zhi-Hua Zhou.
On the approximation ability of evolutionary optimization with application to minimum set cover
.
Artificial Intelligence
, 2012, 180-181:20-33. (
Preprint PDF
) (
CORR abs/1011.4028
)
Yang Yu
and Zhi-Hua Zhou.
A framework for modeling positive class expansion with single snapshot
.
Knowledge and Information Systems
, 2010, 25(2):211-227. (Extended from PAKDD'08) (
Preprint PDF
) (
slides
) (
code&data
)
Yang Yu
and Zhi-Hua Zhou.
A new approach to estimating the expected first hitting time of evolutionary algorithms
.
Artificial Intelligence
, 2008, 172(15): 1809-1832. (Extended from AAAI'06) (
Preprint PDF
)
Fei Tony Liu, Kai Ming Ting,
Yang Yu
, and Zhi-Hua Zhou .
Spectrum of variable-random trees
.
Journal of Artificial Intelligence Research
, 2008, 32:355-384. (
Preprint PDF
)
Yang Yu
, De-Chuan. Zhan, Xu-Ying Liu, Ming Li, and Zhi-Hua Zhou.
Predicting future customers via ensembling gradually expanded trees
.
International Journal of Data Warehousing and Mining
, 2007 3(2): 12-21.
(Invited paper for the PAKDD'06 Data Mining Competition (Open Category) Grand Champion Team)
(
Preprint PDF
)
Zhi-Hua Zhou and
Yang Yu
.
Ensembling local learners through multi-modal perturbation
.
IEEE Transactions on System, Man, And Cybernetics - Part B: Cybernetics
, 2005, 35(4): 725-735. (
Preprint PDF
) (
code
)
Zhi-Hua Zhou and
Yang Yu
.
Adapt bagging to nearest neighbor classifiers
.
Journal of Computer Science and Technology
, 2005, vol.20, no.1 pp.48-54. (
Preprint PDF
) (
detailed result
)
Conference Papers
Yang Yu
, Chao Qian.
Running Time Analysis: Convergence-based Analysis Reduces to Switch Analysis
.
Proceedings of the 2015 IEEE Congress on Evolutionary Computation (CEC'15)
, Sendai, Japan, 2015. (
PDF
)
Chao Qian,
Yang Yu
and Zhi-Hua Zhou.
Pareto ensemble pruning
.
Proceedings of the 29th AAAI Conference on Artificial Intelligence (AAAI'15)
, Austin, TX, 2015.(
PDF
)
Chao Qian,
Yang Yu
, Yaochu Jin and Zhi-Hua Zhou.
On the effectiveness of sampling for evolutionary optimization in noisy environments
.
In: Proceedings of the 13th International Conference on Parallel Problem Solving from Nature (PPSN’14)
, Ljubljana, Slovenia, 2014, pp.302-311. (
PDF
)
Yang Yu
and Qing Da,
PolicyBoost: Functional policy gradient with ranking-based reward objective
. In:
Proceedings of AAAI Workshop on AI and Robotics (AIRob'14)
, Quebec City, Canada, 2014, pp.57-62. (
PDF
)
Yang Yu
, and Hong Qian.
The sampling-and-learning framework: A statistical view of evolutionary algorithms
. In:
Proceedings of the 2014 IEEE Congress on Evolutionary Computation (CEC'14)
, Beijing, China, 2014, pp.149-158. (
PDF
)
Qing Da,
Yang Yu
, and Zhi-Hua Zhou.
Learning with augmented class by exploiting unlabeled data
. In:
Proceedings of the 28th AAAI Conference on Artificial Intelligence (AAAI'14)
, Québec city, Canada, 2014, pp.1760-1766. (
PDF
)
Qing Da,
Yang Yu
, and Zhi-Hua Zhou.
Napping for functional representation of policy
. In:
Proceedings of the 2014 International Conference on Autonomous Agents and Multi-Agent Systems (AAMAS'14)
, Paris, France, 2014, pp.189-196. (
PDF
)
Qing Da,
Yang Yu
, and Zhi-Hua Zhou.
Self-practice imitation learning from weak policy
. In:
Proceedings of the 2nd IAPR International Workshop on Partially Supervised Learning (PSL'13)
, Nanjing, China, 2013, pp.9-20.
Yang Yu
, Xin Yao, and Zhi-Hua Zhou.
On the approximation ability of evolutionary optimization with application to minimum set cover: Extended abstract
. In:
Proceedings of the 23rd International Joint Conference on Artificial Intelligence (IJCAI'13)
(Journal Paper Track), Beijing, China, 2013.
Nan Li,
Yang Yu
, and Zhi-Hua Zhou.
Diversity regularized ensemble pruning
. In:
Proceedings of the 23rd European Conference on Machine Learning (ECML'12)
, Bristol, U.K., 2012, pp.330-345. (
PDF
) (
code
)
Chao Qian,
Yang Yu
, and Zhi-Hua Zhou.
On algorithm-dependent boundary case identification for problem classes
. In:
Proceedings of the 12th International Conference on Parallel Problem Solving from Nature (PPSN'12)
Taormina, Italy, 2012, pp.62-71. (
PDF
)
Sheng-Jun Huang,
Yang Yu
, and Zhi-Hua Zhou.
Multi-label hypothesis reuse
. In:
Proceedings of the 18th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD'12)
, Beijing, China, 2012, pp.525-533. (
PDF
) (
code
)
(The poster presentation won the Best Poster Award at KDD'12)
Sheng-Jun Huang,
Yang Yu
and Zhi-Hua Zhou,
Multi-label boosting via hypothesis reuse
. In:
Proceedings of NIPS Workshop on Chanllenges in Learning Hierarchical Models: Transfer Learning and Optimization
, Granada, Spain 2011.
Wang-Zhou Dai,
Yang Yu
, and Zhi-Hua Zhou.
Lifted-rollout for approximate policy iteration of Markov decision process
. In:
Proceedings of the International Workshop on Learning and Data Mining for Robotics (LEMIR'11)
, in conjunction with ICDM'11, Vancouver, Canada, 2011.
Yang Yu
, Yu-Feng Li, and Zhi-Hua Zhou.
Diversity Regularized Machine
In:
Proceedings of the 22nd International Joint Conference on Artificial Intelligence (IJCAI'11)
, Barcelona, Spain, 2011, pp. 1603-1608. (
PDF
) (
code
)
Chao Qian,
Yang Yu
, and Zhi-Hua Zhou.
An analysis on recombination in multi-objective evolutionary optimization
. In:
Proceedings of the 13th ACM Conference on Genetic and Evolutionary Computation (GECCO'11)
, Dublin, Ireland, 2011, pp. 2051-2058. (
PDF
)
(This paper won the Best Paper Award of the Theory Track at GECCO'11)
Chao Qian,
Yang Yu
, and Zhi-Hua Zhou.
Collisions are helpful for computing unique input-output sequences
. In:
Proceedings of the 13th ACM Conference on Genetic and Evolutionary Computation (GECCO'11)
(Companion Material/Poster), Dublin, Ireland, 2011, pp. 265-266. (
PDF
)
Yang Yu
, Chao Qian, and Zhi-Hua Zhou.
Towards analyzing recombination operators in evolutionary search
. In:
Proceedings of the 11th International Conference on Parallel Problem Solving from Nature (PPSN'10)
Part I, Krakow, Poland, 2010, pp.144-153. (
PDF
)
Nan Li,
Yang Yu
, and Zhi-Hua Zhou.
Semi-naive exploitation of one-dependence estimators
. In:
Proceedings of the 9th IEEE International Conference on Data Mining (ICDM'09)
, Miami, FL, 2009, pp.278-287. (
PDF
)
Yang Yu
and Zhi-Hua Zhou.
A framework for modeling positive class expansion with single snapshot
. In:
Proceedings of the 12th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD'08)
, Osaka, Japan, LNAI 5012, 2008, pp.429-440. (
PDF
) (
slides
)
(This paper won the Best Paper Award at PAKDD'08)
Yang Yu
and Zhi-Hua Zhou.
On the usefulness of infeasible solutions in evolutionary search: A theoretical study
. In:
Proceedings of the IEEE Congress on Evolutionary Computation (CEC'08)
, Hong Kong, China, 2008, pp.835-840. (
PDF
)
Li-Ping Liu,
Yang Yu
, Yuan Jiang, and Zhi-Hua Zhou.
TEFE: A time-efficient approach to feature extraction
. In:
Proceedings of the 8th IEEE International Conference on Data Mining (ICDM'08)
, Pisa, Italy, 2008, pp.423-432. (
PDF
)
Yang Yu
, Zhi-Hua Zhou, and Kai Ming Ting.
Cocktail ensemble for regression
. In:
Proceedings of the 7th IEEE International Conference on Data Mining (ICDM'07)
, Omaha, NE, 2007, pp.721-726. (
PDF
)
Yang Yu
and Zhi-Hua Zhou.
A new approach to estimating the expected first hitting time of evolutionary algorithms
. In:
Proceedings of the 21st National Conference on Artificial Intelligence (AAAI'06)
, Boston, MA, 2006, pp.555-560. (
PDF
)
Thesis
Yang Yu
.
Evolutionary Computation: Theoretical Analysis and Learning Algorithms
. Ph.D. Dissertation, 2011.
Yang Yu
.
Local Validity Based Selective Ensemble of Decision Trees
. B.Sc. Thesis, 2004. (in Chinese with English abstract) (
PDF
)
The end