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Byoung-Tak Zhang Vis

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*2009
102EEJakramate Bootkrajang, Sun Kim, Byoung-Tak Zhang: Evolutionary hypernetwork classifiers for protein-proteininteraction sentence filtering. GECCO 2009: 185-192
2008
101EEByoung-Tak Zhang: Cognitive learning and the multimodal memory game: Toward human-level machine learning. IJCNN 2008: 3261-3267
100EEJae-Hong Eom, Sung-Chun Kim, Byoung-Tak Zhang: AptaCDSS-E: A classifier ensemble-based clinical decision support system for cardiovascular disease level prediction. Expert Syst. Appl. 34(4): 2465-2479 (2008)
99EESun Kim, Soo-Yong Shin, In-Hee Lee, Soo-Jin Kim, Ram Sriram, Byoung-Tak Zhang: PIE: an online prediction system for protein-protein interactions from text. Nucleic Acids Research 36(Web-Server-Issue): 411-415 (2008)
2007
98EEChan-Hoon Park, Soo-Jin Kim, Sun Kim, Dong-Yeon Cho, Byoung-Tak Zhang: Finding Cancer-Related Gene Combinations Using a Molecular Evolutionary Algorithm. BIBE 2007: 158-163
97EEJin-Wu Nam, In-Hee Lee, Kyu Baek Hwang, Seong-Bae Park, Byoung-Tak Zhang: Dinucleotide Step Parameterization of Pre-miRNAs Using Multi-objective Evolutionary Algorithms. EvoBIO 2007: 176-186
96EEByoung-Tak Zhang: Random Hypergraph Models of Learning and Memory in Biomolecular Networks: Shorter-Term Adaptability vs. Longer-Term Persistency. FOCI 2007: 344-349
95EEJungWoo Ha, Jae-Hong Eom, Sung-Chun Kim, Byoung-Tak Zhang: Evolutionary hypernetwork models for aptamer-based cardiovascular disease diagnosis. GECCO (Companion) 2007: 2709-2716
94EEJoo-Kyung Kim, Byoung-Tak Zhang: Evolving hypernetworks for pattern classification. IEEE Congress on Evolutionary Computation 2007: 1856-1862
93EESun Kim, Soo-Jin Kim, Byoung-Tak Zhang: Evolving hypernetwork classifiers for microRNA expression profile analysis. IEEE Congress on Evolutionary Computation 2007: 313-319
92EEJe-Gun Joung, Kyu Baek Hwang, Jin-Wu Nam, Soo-Jin Kim, Byoung-Tak Zhang: Discovery of microRNA-mRNA modules via population-based probabilistic learning. Bioinformatics 23(9): 1141-1147 (2007)
91EEJoon Shik Kim, Jong Chan Kim, Jangmin O, Byoung-Tak Zhang: A Global Minimization Algorithm Based on a Geodesic of a Lagrangian Formulation of Newtonian Dynamics. Neural Processing Letters 26(2): 121-131 (2007)
2006
90EEByoung-Tak Zhang, Joo-Kyung Kim: DNA Hypernetworks for Information Storage and Retrieval. DNA 2006: 298-307
89EEIn-Hee Lee, Soo-Yong Shin, Byoung-Tak Zhang: Multiplex PCR Assay Design by Hybrid Multiobjective Evolutionary Algorithm. EMO 2006: 376-385
88EESoo-Yong Shin, In-Hee Lee, Byoung-Tak Zhang: Microarray Probe Design Using epsilon-Multi-Objective Evolutionary Algorithms with Thermodynamic Criteria. EvoWorkshops 2006: 184-195
87EEKee-Young Kim, Dong-Yeon Cho, Byoung-Tak Zhang: Multi-stage Evolutionary Algorithms for Efficient Identification of Gene Regulatory Networks. EvoWorkshops 2006: 45-56
86EESun Kim, Byoung-Tak Zhang: Human Papillomavirus Risk Type Classification from Protein Sequences Using Support Vector Machines. EvoWorkshops 2006: 57-66
85EEKyu Baek Hwang, Byoung-Hee Kim, Byoung-Tak Zhang: Learning Hierarchical Bayesian Networks for Large-Scale Data Analysis. ICONIP (1) 2006: 670-679
84EEJae-Hong Eom, Byoung-Tak Zhang: Prediction of Protein Interaction with Neural Network-Based Feature Association Rule Mining. ICONIP (3) 2006: 30-39
83EEJae-Hong Eom, Byoung-Tak Zhang: Mining Protein Interaction from Biomedical Literature with Relation Kernel Method. ISNN (2) 2006: 642-647
82EEJae-Hong Eom, Sun Kim, Seong-Hwan Kim, Byoung-Tak Zhang: A Tree Kernel-Based Method for Protein-Protein Interaction Mining from Biomedical Literature. KDLL 2006: 42-52
81EEDong-Yeon Cho, Kwang-Hyun Cho, Byoung-Tak Zhang: Identification of biochemical networks by S-tree based genetic programming. Bioinformatics 22(13): 1631-1640 (2006)
80EEJe-Gun Joung, Dong-Ho Shin, Rho Hyun Seong, Byoung-Tak Zhang: Identification of regulatory modules by co-clustering latent variable models: stem cell differentiation. Bioinformatics 22(16): 2005-2011 (2006)
79EEJangmin O, Jongwoo Lee, Jae Won Lee, Byoung-Tak Zhang: Adaptive stock trading with dynamic asset allocation using reinforcement learning. Inf. Sci. 176(15): 2121-2147 (2006)
78EEJin-Wu Nam, Jinhan Kim, Sung-Kyu Kim, Byoung-Tak Zhang: ProMiR II: a web server for the probabilistic prediction of clustered, nonclustered, conserved and nonconserved microRNAs. Nucleic Acids Research 34(Web-Server-Issue): 455-458 (2006)
2005
77 Sung-Kyu Kim, Jin-Wu Nam, Wha-Jin Lee, Byoung-Tak Zhang: A Kernel Method for MicroRNA Target Prediction Using Sensible Data and Position-Based Features. CIBCB 2005: 46-52
76EEByoung-Tak Zhang, Ha-Young Jang: Molecular Learning of wDNF Formulae. DNA 2005: 427-437
75EEByoung-Tak Zhang, Ha-Young Jang: Molecular programming: evolving genetic programs in a test tube. GECCO 2005: 1761-1768
74EEJae-Hong Eom, Byoung-Tak Zhang: Prediction of Yeast Protein-Protein Interactions by Neural Feature Association Rule. ICANN (2) 2005: 491-496
73EEJae-Hong Eom, Byoung-Tak Zhang: Extraction of Gene/Protein Interaction from Text Documents with Relation Kernel. KES (2) 2005: 936-942
72EESek Won Kong, Kyu Baek Hwang, Richard D. Kim, Byoung-Tak Zhang, Steven A. Greenberg, Isaac S. Kohane, Peter J. Park: CrossChip: a system supporting comparative analysis of different generations of Affymetrix arrays. Bioinformatics 21(9): 2116-2117 (2005)
71EESoo-Yong Shin, In-Hee Lee, Dongmin Kim, Byoung-Tak Zhang: Multiobjective evolutionary optimization of DNA sequences for reliable DNA computing. IEEE Trans. Evolutionary Computation 9(2): 143-158 (2005)
70EEKyu Baek Hwang, Byoung-Tak Zhang: Bayesian model averaging of Bayesian network classifiers over multiple node-orders: application to sparse datasets. IEEE Transactions on Systems, Man, and Cybernetics, Part B 35(6): 1302-1310 (2005)
69EEJangmin O, Jongwoo Lee, Jae Won Lee, Byoung-Tak Zhang: Dynamic Asset Allocation for Stock Trading Optimized by Evolutionary Computation. IEICE Transactions 88-D(6): 1217-1223 (2005)
68EEJeong Ho Chang, Kyu Baek Hwang, Sok June Oh, Byoung-Tak Zhang: Bayesian Network Learning with Feature Abstraction for Gene-drug Dependency Analysis. J. Bioinformatics and Computational Biology 3(1): 61-78 (2005)
2004
67EEJae-Hong Eom, Byoung-Tak Zhang: PubMiner: Machine Learning-Based Text Mining System for Biomedical Information Mining. AIMSA 2004: 216-225
66EESeong-Bae Park, Jeong Ho Chang, Byoung-Tak Zhang: Korean Compound Noun Decomposition Using Syllabic Information Only. CICLing 2004: 146-157
65EEJae-Hong Eom, Byoung-Tak Zhang: BioPubMiner: Machine Learning Component-Based Biomedical Information Analysis Platform. CIT 2004: 11-20
64EEJae-Hong Eom, Byoung-Tak Zhang: Adaptive Neural Network-Based Clustering of Yeast Protein-Protein Interactions. CIT 2004: 49-57
63EEJi Youn Lee, Hee-Woong Lim, Suk-In Yoo, Byoung-Tak Zhang, Tai Hyun Park: Efficient Initial Pool Generation for Weighted Graph Problems Using Parallel Overlap Assembly. DNA 2004: 215-223
62EEByoung-Tak Zhang, Ha-Young Jang: A Bayesian Algorithm for In Vitro Molecular Evolution of Pattern Classifiers. DNA 2004: 458-467
61EEJangmin O, Jae Won Lee, Jongwoo Lee, Byoung-Tak Zhang: Dynamic Asset Allocation Exploiting Predictors in Reinforcement Learning Framework. ECML 2004: 298-309
60EEJin-Wu Nam, Je-Gun Joung, Y. S. Ahn, Byoung-Tak Zhang: Two-Step Genetic Programming for Optimization of RNA Common-Structure. EvoWorkshops 2004: 73-83
59EEJae-Hong Eom, Seong-Bae Park, Byoung-Tak Zhang: Genetic Mining of DNA Sequence Structures for Effective Classification of the Risk Types of Human Papillomavirus (HPV). ICONIP 2004: 1334-1343
58EEByoung-Hee Kim, Seong-Bae Park, Byoung-Tak Zhang: PromSearch: A Hybrid Approach to Human Core-Promoter Prediction. IDEAL 2004: 125-131
57EEJangmin O, Jae Won Lee, Sung-Bae Park, Byoung-Tak Zhang: Stock Trading by Modelling Price Trend with Dynamic Bayesian Networks. IDEAL 2004: 794-799
56EEJae-Hong Eom, Jeong Ho Chang, Byoung-Tak Zhang: Prediction of Implicit Protein-Protein Interaction by Optimal Associative Feature Mining. IDEAL 2004: 85-91
55EEDong-Yeon Cho, Byoung-Tak Zhang: Evolutionary Continuous Optimization by Distribution Estimation with Variational Bayesian Independent Component Analyzers Mixture Model. PPSN 2004: 212-221
54EEJe-Gun Joung, Sok June Oh, Byoung-Tak Zhang: Searching Transcriptional Modules Using Evolutionary Algorithms. PPSN 2004: 532-540
53EEJe-Gun Joung, Sok June Oh, Byoung-Tak Zhang: Prediction of the Risk Types of Human Papillomaviruses by Support Vector Machines. PRICAI 2004: 723-731
52EEJin-Wu Nam, Wha-Jin Lee, Byoung-Tak Zhang: Computational Methods for Identification of Human microRNA Precursors. PRICAI 2004: 732-741
51EEIn-Hee Lee, Sun Kim, Byoung-Tak Zhang: Multi-objective Evolutionary Probe Design Based on Thermodynamic Criteria for HPV Detection. PRICAI 2004: 742-750
50EESeong-Bae Park, Byoung-Tak Zhang: Co-trained support vector machines for large scale unstructured document classification using unlabeled data and syntactic information. Inf. Process. Manage. 40(3): 421-439 (2004)
49EEDerrel Blain, Max H. Garzon, Soo-Yong Shin, Byoung-Tak Zhang, Satoshi Kashiwamura, Masahito Yamamoto, Atsushi Kameda, Azuma Ohuchi: Development, evaluation and benchmarking of simulation software for biomolecule-based computing. Natural Computing 3(4): 427-442 (2004)
2003
48EESeong-Bae Park, Byoung-Tak Zhang: Text Chunking by Combining Hand-Crafted Rules and Memory-Based Learning. ACL 2003: 497-504
47EESeong-Bae Park, Sohyun Hwang, Byoung-Tak Zhang: Mining the Risk Types of Human Papillomavirus (HPV) by AdaCost. DEXA 2003: 403-412
46EEHee-Woong Lim, Hae-Man Jang, Sung-Mo Ha, Young-Gyu Chai, Suk-In Yoo, Byoung-Tak Zhang: A Lab-on-a-Chip Module for Bead Separation in DNA-Based Concept Learning. DNA 2003: 1-10
45EEIn-Hee Lee, Ji-Yoon Park, Young-Gyu Chai, Byoung-Tak Zhang: RCA-Based Detection Methods for Resolution Refutation. DNA 2003: 32-36
44EESeong-Bae Park, Sohyun Hwang, Byoung-Tak Zhang: Classification of the Risk Types of Human Papillomavirus by Decision Trees. IDEAL 2003: 540-544
43EESeong-Bae Park, Byoung-Tak Zhang: Automatic Webpage Classification Enhanced by Unlabeled Data. IDEAL 2003: 821-825
42EEYuseop Kim, Jeong Ho Chang, Byoung-Tak Zhang: An Empirical Study on Dimensionality Optimization in Text Mining for Linguistic Knowledge Acquisition. PAKDD 2003: 111-116
41EESeong-Bae Park, Byoung-Tak Zhang: Large Scale Unstructured Document Classification Using Unlabeled Data and Syntactic Information. PAKDD 2003: 88-99
40 Sun Kim, Byoung-Tak Zhang: Genetic Mining of HTML Structures for Effective Web-Document Retrieval. Appl. Intell. 18(3): 243-256 (2003)
39 Seong-Bae Park, Byoung-Tak Zhang, Yung Taek Kim: Word Sense Disambiguation by Learning Decision Trees from Unlabeled Data. Appl. Intell. 19(1-2): 27-38 (2003)
38EEByoung-Tak Zhang, Jinsan Yang, Sung Wook Chi: Self-Organizing Latent Lattice Models for Temporal Gene Expression Profiling. Machine Learning 52(1-2): 67-89 (2003)
2002
37EEYuseop Kim, Jeong Ho Chang, Byoung-Tak Zhang: A Comparative Evaluation of Data-driven Models in Translation Selection of Machine Translation. COLING 2002
36EEHee-Woong Lim, Ji-Eun Yun, Hae-Man Jang, Young-Gyu Chai, Suk-In Yoo, Byoung-Tak Zhang: Version Space Learning with DNA Molecules. DNA 2002: 143-155
35EEIn-Hee Lee, Ji-Yoon Park, Hae-Man Jang, Young-Gyu Chai, Byoung-Tak Zhang: DNA Implementation of Theorem Proving with Resolution Refutation in Propositional Logic. DNA 2002: 156-167
34EEDongmin Kim, Soo-Yong Shin, In-Hee Lee, Byoung-Tak Zhang: NACST/Seq: A Sequence Design System with Multiobjective Optimization. DNA 2002: 242-251
33EEJi Youn Lee, Soo-Yong Shin, Sirk June Augh, Tai Hyun Park, Byoung-Tak Zhang: Temperature Gradient-Based DNA Computing for Graph Problems with Weighted Edges. DNA 2002: 73-84
32 Jangmin O, Jae Won Lee, Byoung-Tak Zhang: Stock Trading System Using Reinforcement Learning with Cooperative Agents. ICML 2002: 451-458
31 Seong-Bae Park, Byoung-Tak Zhang: A Boosted Maximum Entropy Model for Learning Text Chunking. ICML 2002: 482-489
30EEKyu Baek Hwang, Jae Won Lee, Seung-Woo Chung, Byoung-Tak Zhang: Construction of Large-Scale Bayesian Networks by Local to Global Search. PRICAI 2002: 375-384
29EEJeong Ho Chang, Jae Won Lee, Yuseop Kim, Byoung-Tak Zhang: Topic Extraction from Text Documents Using Multiple-Cause Networks. PRICAI 2002: 434-443
28EEYuseop Kim, Jeong Ho Chang, Byoung-Tak Zhang: Target Word Selection Using WordNet and Data-Driven Models in Machine Translation. PRICAI 2002: 607
2001
27 Byoung-Tak Zhang, Young-Woo Seo: Personalized Web-Document Filtering Using Reinforcement Learning. Applied Artificial Intelligence 15(6): 665-685 (2001)
26 Byoung-Tak Zhang, Young-Woo Seo: Personalized Web-Document Filtering Using Reinforcement Learning. Applied Artificial Intelligence 15(7): 665-685 (2001)
25EEByoung-Tak Zhang, Dong-Yeon Cho: System identification using evolutionary Markov chain Monte Carlo. Journal of Systems Architecture 47(7): 587-599 (2001)
24EEYuseop Kim, Byoung-Tak Zhang, Yung Taek Kim: Collocation Dictionary Optimization Using WordNet and k-Nearest Neighbor Learning. Machine Translation 16(2): 89-108 (2001)
23EESung Dong Kim, Byoung-Tak Zhang, Yung Taek Kim: Learning-based Intrasentence Segmentation for Efficient Translation of Long Sentences. Machine Translation 16(3): 151-174 (2001)
2000
22EESeong-Bae Park, Byoung-Tak Zhang, Yung Taek Kim: Word Sense Disambiguation by Learning from Unlabeled Data. ACL 2000
21EEYoung-Woo Seo, Byoung-Tak Zhang: Learning user's preferences by analyzing Web-browsing behaviors. Agents 2000: 381-387
20EEHo-Sik Seok, Kwang-Ju Lee, Byoung-Tak Zhang, Dong-Wook Lee, Kwee-Bo Sim: Genetic Programming of Process Decomposition Strategies for Evolvable Hardware. Evolvable Hardware 2000: 25-36
19EEYoung-Woo Seo, Byoung-Tak Zhang: A reinforcement learning agent for personalized information filtering. IUI 2000: 248-251
18EEByoung-Tak Zhang, Je-Gun Joung: Building Optimal Committees of Genetic Programs. PPSN 2000: 231-240
17EEByoung-Tak Zhang, Soo-Yong Shin: Bayesian Evolutionary Optimization Using Helmholtz Machines. PPSN 2000: 827-836
16EESun Kim, Byoung-Tak Zhang: Web-Document Retrieval by Genetic Learning of Importance Factors for HTML Tags. PRICAI Workshop on Text and Web Mining 2000: 13-23
15EEYu-Hwan Kim, Shang-Yoon Hahn, Byoung-Tak Zhang: Text filtering by boosting naive bayes classifiers. SIGIR 2000: 168-175
14 Byoung-Tak Zhang: Bayesian Methods for Efficient Genetic Programming. Genetic Programming and Evolvable Machines 1(3): 217-242 (2000)
1999
13 Shu-Heng Chen, Hung-Shuo Wang, Byoung-Tak Zhang: Forecasting High-Frequency Financial Time Series with Evolutionary Neural Trees: The Case of Heng-Sheng Stock Index. IC-AI 1999: 437-443
12EEDong-Ho Shin, Yu-Hwan Kim, Sun Kim, Jae-Hong Eom, Hyung-Joo Shin, Byoung-Tak Zhang: SCAI TREC-8 Experiments. TREC 1999
1998
11 Suk-Joon Kim, Byoung-Tak Zhang: Active Data Partitioning for Building Mixture Models. ICONIP 1998: 854-857
10EEByoung-Tak Zhang, Dong-Yeon Cho: Genetic Programming with Active Data Selection. SEAL 1998: 146-153
9 Dong-Ho Shin, Byoung-Tak Zhang: A Two-Stage Retrieval Model for the TREC-7 Ad Hoc Task. TREC 1998: 439-445
1997
8 Byoung-Tak Zhang, Peter Ohm, Heinz Mühlenbein: Evolutionary Induction of Sparse Neural Trees. Evolutionary Computation 5(2): 213-236 (1997)
1995
7 Byoung-Tak Zhang, Heinz Mühlenbein: Balancing Accuracy and Parsimony in Genetic Programming. Evolutionary Computation 3(1): 17-38 (1995)
1994
6 Byoung-Tak Zhang, Heinz Mühlenbein: Synthesis of Sigma-Pi Neural Networks by the Breeder Genetic Programming. International Conference on Evolutionary Computation 1994: 318-323
5EEByoung-Tak Zhang: Effects of Occam's Razor in Evolving Sigma-Pi Neural Nets. PPSN 1994: 462-471
4EEByoung-Tak Zhang: Accelerated Learning by Active Example Selection. Int. J. Neural Syst. 5(1): 67-75 (1994)
1993
3 Byoung-Tak Zhang, Heinz Mühlenbein: Genetic Programming of Minimal Neural Nets Using Occam's Razor. ICGA 1993: 342-351
1992
2 Byoung-Tak Zhang: Lernen durch Genetisch-Neuronale Evolution: Aktive Anpassung an unbekannte Umgebungen mit selbstentwickelten parallelen Netzwerken. Infix Verlag, St. Augustin, Germany 1992
1990
1EEByoung-Tak Zhang, Yung Taek Kim: Morphological Analysis and Synthesis by Automated Discovery and Acquisition of Linguistic Rules. COLING 1990: 431-436

Coauthor Index

1Y. S. Ahn [60]
2Sirk June Augh [33]
3Derrel Blain [49]
4Jakramate Bootkrajang [102]
5Young-Gyu Chai [35] [36] [45] [46]
6Jeong Ho Chang [28] [29] [37] [42] [56] [66] [68]
7Shu-Heng Chen [13]
8Sung Wook Chi [38]
9Dong-Yeon Cho [10] [25] [55] [81] [87] [98]
10Kwang-Hyun Cho [81]
11Seung-Woo Chung [30]
12Jae-Hong Eom [12] [56] [59] [64] [65] [67] [73] [74] [82] [83] [84] [95] [100]
13Max H. Garzon [49]
14Steven A. Greenberg [72]
15JungWoo Ha [95]
16Sung-Mo Ha [46]
17Shang-Yoon Hahn [15]
18Kyu Baek Hwang [30] [68] [70] [72] [85] [92] [97]
19Sohyun Hwang [44] [47]
20Ha-Young Jang [62] [75] [76]
21Hae-Man Jang [35] [36] [46]
22Je-Gun Joung [18] [53] [54] [60] [80] [92]
23Atsushi Kameda [49]
24Satoshi Kashiwamura [49]
25Byoung-Hee Kim [58] [85]
26Dongmin Kim [34] [71]
27Jinhan Kim [78]
28Jong Chan Kim [91]
29Joo-Kyung Kim [90] [94]
30Joon Shik Kim [91]
31Kee-Young Kim [87]
32Richard D. Kim [72]
33Seong-Hwan Kim [82]
34Soo-Jin Kim [92] [93] [98] [99]
35Suk-Joon Kim [11]
36Sun Kim [12] [16] [40] [51] [82] [86] [93] [98] [99] [102]
37Sung Dong Kim [23]
38Sung-Chun Kim [95] [100]
39Sung-Kyu Kim [77] [78]
40Yu-Hwan Kim [12] [15]
41Yung Taek Kim [1] [22] [23] [24] [39]
42Yuseop Kim [24] [28] [29] [37] [42]
43Isaac S. Kohane [72]
44Sek Won Kong [72]
45Dong-Wook Lee [20]
46In-Hee Lee [34] [35] [45] [51] [71] [88] [89] [97] [99]
47Jae Won Lee [29] [30] [32] [57] [61] [69] [79]
48Ji Youn Lee [33] [63]
49Jongwoo Lee [61] [69] [79]
50Kwang-Ju Lee [20]
51Wha-Jin Lee [52] [77]
52Hee-Woong Lim [36] [46] [63]
53Heinz Mühlenbein [3] [6] [7] [8]
54Jin-Wu Nam [52] [60] [77] [78] [92] [97]
55Jangmin O [32] [57] [61] [69] [79] [91]
56Sok June Oh [53] [54] [68]
57Peter Ohm [8]
58Azuma Ohuchi [49]
59Chan-Hoon Park [98]
60Ji-Yoon Park [35] [45]
61Peter J. Park [72]
62Seong-Bae Park [22] [31] [39] [41] [43] [44] [47] [48] [50] [58] [59] [66] [97]
63Sung-Bae Park [57]
64Tai Hyun Park [33] [63]
65Young-Woo Seo [19] [21] [26] [27]
66Ho-Sik Seok [20]
67Rho Hyun Seong [80]
68Dong-Ho Shin [9] [12] [80]
69Hyung-Joo Shin [12]
70Soo-Yong Shin [17] [33] [34] [49] [71] [88] [89] [99]
71Kwee-Bo Sim [20]
72Ram Sriram [99]
73Hung-Shuo Wang [13]
74Masahito Yamamoto [49]
75Jinsan Yang [38]
76Suk-In Yoo [36] [46] [63]
77Ji-Eun Yun [36]

Colors in the list of coauthors

Copyright © Tue Nov 3 08:52:44 2009 by Michael Ley (ley@uni-trier.de)