Ah Chung Tsoi

Markus Hagenbuchner, Giovanni Da San Martino, Ah Chung Tsoi, Alessandro Sperduti: Sparsity Issues in Self-Organizing-Maps for Structures. ESANN 2011

Donatella Muratore, Markus Hagenbuchner, Franco Scarselli, Ah Chung Tsoi: Sentence Extraction by Graph Neural Networks. ICANN (3) 2010: 237-246

Lucia Di Noi, Markus Hagenbuchner, Franco Scarselli, Ah Chung Tsoi: Web Spam Detection by Probability Mapping GraphSOMs and Graph Neural Networks. ICANN (2) 2010: 372-381

Markus Hagenbuchner, Alessandro Sperduti, Ah Chung Tsoi: Graph self-organizing maps for cyclic and unbounded graphs. Neurocomputing 72(7-9): 1419-1430 (2009)

Franco Scarselli, Marco Gori, Ah Chung Tsoi, Markus Hagenbuchner, Gabriele Monfardini: The Graph Neural Network Model. IEEE Transactions on Neural Networks 20(1): 61-80 (2009)

Franco Scarselli, Marco Gori, Ah Chung Tsoi, Markus Hagenbuchner, Gabriele Monfardini: Computational Capabilities of Graph Neural Networks. IEEE Transactions on Neural Networks 20(1): 81-102 (2009)

Rowena Chau, Ah Chung Tsoi, Markus Hagenbuchner, Vincent C. S. Lee: A ConceptLink Graph for Text Structure Mining. ACSC 2009: 129-137

Markus Hagenbuchner, Shujia Zhang, Ah Chung Tsoi, Alessandro Sperduti: Projection of undirected and non-positional graphs using Self Organizing Maps. ESANN 2009

Milly Kc, Rowena Chau, Markus Hagenbuchner, Ah Chung Tsoi, Vincent C. S. Lee: A Machine Learning Approach to Link Prediction for Interlinked Documents. INEX 2009: 342-354

Shujia Zhang, Markus Hagenbuchner, Franco Scarselli, Ah Chung Tsoi: Supervised Encoding of Graph-of-Graphs for Classification and Regression Problems. INEX 2009: 449-461

Liang Lu, Reihaneh Safavi-Naini, Markus Hagenbuchner, Willy Susilo, Jeffrey Horton, Sweah Liang Yong, Ah Chung Tsoi: Ranking Attack Graphs with Graph Neural Networks. ISPEC 2009: 345-359

Ah Chung Tsoi, Markus Hagenbuchner, Rowena Chau, Vincent C. S. Lee: Unsupervised and Supervised Learning of Graph Domains. Innovations in Neural Information Paradigms and Applications 2009: 43-65

Fong Chwee Teng, Ahmad Lotfi, Ah Chung Tsoi: Novel Fuzzy Logic Controllers with Self-Tuning Capability. JCP 3(11): 9-16 (2008)

Liangsuo Ma, Ah Chung Tsoi: A variational Bayesian approach to number of sources estimation for multichannel blind deconvolution. Signal, Image and Video Processing 2(2): 107-127 (2008)

Ah Chung Tsoi, Liangsuo Ma: A Balanced Approach to Multichannel Blind Deconvolution. IEEE Trans. on Circuits and Systems 55-I(2): 599-613 (2008)

Markus Hagenbuchner, Alessandro Sperduti, Ah Chung Tsoi: Self-Organizing Maps for cyclic and unbounded graphs. ESANN 2008: 203-208

Milly Kc, Markus Hagenbuchner, Ah Chung Tsoi: A Scalable Lightweight Distributed Crawler for Crawling with Limited Resources. Web Intelligence/IAT Workshops 2008: 663-666

Sweah Liang Yong, Markus Hagenbuchner, Ah Chung Tsoi: Ranking Web Pages Using Machine Learning Approaches. Web Intelligence/IAT Workshops 2008: 677-680

Shujia Zhang, Markus Hagenbuchner, Ah Chung Tsoi, Alessandro Sperduti: Self Organizing Maps for the Clustering of Large Sets of Labeled Graphs. INEX 2008: 469-481

Milly Kc, Markus Hagenbuchner, Ah Chung Tsoi: Quality Information Retrieval for the World Wide Web. Web Intelligence 2008: 655-661

Ah Chung Tsoi, Jeff McDonell, Andrew E. Treloar, Ian Atkinson: Dataset acquisition, accessibility, annotation, e-research technologies (DART) project. Int. J. on Digital Libraries 7(1-2): 53-55 (2007)

Liangsuo Ma, Ah Chung Tsoi: A unified balanced approach to multichannel blind deconvolution. Signal, Image and Video Processing 1(4): 369-384 (2007)

Markus Hagenbuchner, Ah Chung Tsoi, Alessandro Sperduti, Milly Kc: Efficient Clustering of Structured Documents Using Graph Self-Organizing Maps. INEX 2007: 207-221

Fong Chwee Teng, Ahmad Lotfi, Ah Chung Tsoi: Self-tuning PD+I fuzzy logic controller with minimum number of rules. SMC 2007: 865-870

Kevin Chen-Chuan Chang, Wei Wang, Lei Chen, Clarence A. Ellis, Ching-Hsien Hsu, Ah Chung Tsoi, Haixun Wang (Eds.): Advances in Web and Network Technologies, and Information Management, APWeb/WAIM 2007 International Workshops: DBMAN 2007, WebETrends 2007, PAIS 2007 and ASWAN 2007, Huang Shan, China, June 16-18, 2007, Proceedings. Lecture Notes in Computer Science 4537, Springer 2007, isbn 978-3-540-72908-2

Liangsuo Ma, Ah Chung Tsoi: Balanced parameterization of multichannel blind deconvolutive systems: A continuous time realization. Neurocomputing 70(1-3): 206-218 (2006)

Chi-Sing Leung, Ah Chung Tsoi: Combined learning and pruning for recurrent radial basis function networks based on recursive least square algorithms. Neural Computing and Applications 15(1): 62-78 (2006)

Ah Chung Tsoi, Markus Hagenbuchner, Franco Scarselli: Computing customized page ranks. ACM Trans. Internet Techn. 6(4): 381-414 (2006)

Ah Chung Tsoi, Markus Hagenbuchner, Alessandro Sperduti: Self-organising Map Techniques for Graph Data Applications to Clustering of XML Documents. ADMA 2006: 19-30

Ah Chung Tsoi: Collaboration Between China and Australia: An e-Water Workshop Report. APWeb 2006: 967-973

Ah Chung Tsoi, Shu Zhang, Markus Hagenbuchner: Hierarchical Hidden Markov Models: An Application to Health Insurance Data. Selected Papers from AusDM 2006: 244-259

Sweah Liang Yong, Markus Hagenbuchner, Ah Chung Tsoi, Franco Scarselli, Marco Gori: Document Mining Using Graph Neural Network. INEX 2006: 458-472

Milly Kc, Markus Hagenbuchner, Ah Chung Tsoi, Franco Scarselli, Alessandro Sperduti, Marco Gori: XML Document Mining Using Contextual Self-organizing Maps for Structures. INEX 2006: 510-524

Markus Hagenbuchner, Ah Chung Tsoi: A supervised training algorithm for self-organizing maps for structures. Pattern Recognition Letters 26(12): 1874-1884 (2005)

Ah Chung Tsoi, Shu Zhang, Markus Hagenbuchner: Pattern Discovery on Australian Medical Claims Data-A Systematic Approach. IEEE Trans. Knowl. Data Eng. 17(10): 1420-1435 (2005)

Alistair Shilton, Marimuthu Palaniswami, Daniel Ralph, Ah Chung Tsoi: Incremental training of support vector machines. IEEE Transactions on Neural Networks 16(1): 114-131 (2005)

Ah Chung Tsoi, Franco Scarselli, Marco Gori, Markus Hagenbuchner, Sweah Liang Yong: A Neural Network Approach to Web Graph Processing. APWeb 2005: 27-38

Markus Hagenbuchner, Alessandro Sperduti, Ah Chung Tsoi: Contextual Processing of Graphs using Self-Organizing Maps. ESANN 2005: 399-404

Markus Hagenbuchner, Alessandro Sperduti, Ah Chung Tsoi, Francesca Trentini, Franco Scarselli, Marco Gori: Clustering XML Documents Using Self-organizing Maps for Structures. INEX 2005: 481-496

Franco Scarselli, Sweah Liang Yong, Marco Gori, Markus Hagenbuchner, Ah Chung Tsoi, Marco Maggini: Graph Neural Networks for Ranking Web Pages. Web Intelligence 2005: 666-672

Franco Scarselli, Sweah Liang Yong, Markus Hagenbuchner, Ah Chung Tsoi: Adaptive page ranking with neural networks. WWW (Special interest tracks and posters) 2005: 936-937

Wei-Tsen Milly Chiang, Markus Hagenbuchner, Ah Chung Tsoi: The WT10G dataset and the evolution of the web. WWW (Special interest tracks and posters) 2005: 938-939

Liangsuo Ma, Ah Chung Tsoi: A Continuous Time Balanced Parametrization Approach to Multichannel Blind Deconvolution. ICA 2004: 516-523

Franco Scarselli, Ah Chung Tsoi, Marco Gori, Markus Hagenbuchner: Graphical-Based Learning Environments for Pattern Recognition. SSPR/SPR 2004: 42-56

Franco Scarselli, Ah Chung Tsoi, Markus Hagenbuchner: Computing personalized pageranks. WWW (Alternate Track Papers & Posters) 2004: 382-383

Zhiyong Wang, Zheru Chi, David Dagan Feng, Ah Chung Tsoi: Content-Based Image Retrieval with Relevance Feedback Using Adaptive Processing of Tree-Structure Image Representation. Int. J. Image Graphics 3(1): 119-144 (2003)

Markus Hagenbuchner, Marco Gori, Horst Bunke, Ah Chung Tsoi, Christophe Irniger: Using attributed plex grammars for the generation of image and graph databases. Pattern Recognition Letters 24(8): 1081-1087 (2003)

Markus Hagenbuchner, Alessandro Sperduti, Ah Chung Tsoi: A self-organizing map for adaptive processing of structured data. IEEE Transactions on Neural Networks 14(3): 491-505 (2003)

Siu-Yeung Cho, Zheru Chi, Wan-Chi Siu, Ah Chung Tsoi: An improved algorithm for learning long-term dependency problems in adaptive processing of data structures. IEEE Transactions on Neural Networks 14(4): 781-793 (2003)

Michelangelo Diligenti, Marco Gori, Marco Maggini, Franco Scarselli, Ah Chung Tsoi: An introduction to learning in web domains. ESANN 2003: 1-8

Ah Chung Tsoi, Daniele Frosali, Marco Gori, Markus Hagenbuchner, Franco Scarselli: A Simple Focused Crawler. WWW (Posters) 2003

Ah Chung Tsoi, Gianni Morini, Franco Scarselli, Markus Hagenbuchner, Marco Maggini: Adaptive ranking of web pages. WWW 2003: 356-365

C. Lee Giles, Steve Lawrence, Ah Chung Tsoi: Noisy Time Series Prediction using Recurrent Neural Networks and Grammatical Inference. Machine Learning 44(1/2): 161-183 (2001)

Ka Fai Cedric Yiu, Song Wang, Kok Lay Teo, Ah Chung Tsoi: Nonlinear system modeling via knot-optimizing B-spline networks. IEEE Transactions on Neural Networks 12(5): 1013-1022 (2001)

Chi-Sing Leung, Ah Chung Tsoi, Lai-Wan Chan: Two regularizers for recursive least squared algorithms in feedforward multilayered neural networks. IEEE Transactions on Neural Networks 12(6): 1314-1332 (2001)

Ah Chung Tsoi, Markus Hagenbuchner, Alessio Micheli: Building MLP Networks by Construction. IJCNN (4) 2000: 549-556

Markus Hagenbuchner, Ah Chung Tsoi: A benchmark for testing adaptive systems on structured data. ESANN 1999: 63-68

Andrew D. Back, Ah Chung Tsoi: A Low Sensitivity Recurrent Neural Network. Neural Computation 10(1): 165-188 (1998)

Franco Scarselli, Ah Chung Tsoi: Universal Approximation Using Feedforward Neural Networks: A Survey of Some Existing Methods, and Some New Results. Neural Networks 11(1): 15-37 (1998)

Marco Gori, Ah Chung Tsoi: Comments on local minima free conditions in multilayer perceptrons. IEEE Transactions on Neural Networks 9(5): 1051-1053 (1998)

Marco Gori, Franco Scarselli, Ah Chung Tsoi: On the closure of the set of functions that can be realized by a given multilayer perceptron. IEEE Transactions on Neural Networks 9(6): 1086-1098 (1998)

Ah Chung Tsoi, Andrew D. Back: Discrete time recurrent neural network architectures: A unifying review. Neurocomputing 15(3-4): 183-223 (1997)

Ah Chung Tsoi, Shaohua Tan: Recurrent neural networks: A constructive algorithm, and its properties. Neurocomputing 15(3-4): 309-326 (1997)

Paul J. Murtagh, Ah Chung Tsoi: A Reconfigurable Bit-Serial VLSI Systolic Array Neuro-Chip. J. Parallel Distrib. Comput. 44(1): 53-70 (1997)

Neep Hazarika, Jean Zhu Chen, Ah Chung Tsoi, Alex A. Sergejew: Classification of EEG signals using the wavelet transform. Signal Processing 59(1): 61-72 (1997)

Steve Lawrence, C. Lee Giles, Ah Chung Tsoi, Andrew D. Back: Face recognition: a convolutional neural-network approach. IEEE Trans. Neural Netw. Learning Syst. 8(1): 98-113 (1997)

David R. Lovell, Thomas Downs, Ah Chung Tsoi: An evaluation of the neocognitron. IEEE Trans. Neural Netw. Learning Syst. 8(5): 1090-1105 (1997)

Steve Lawrence, Andrew D. Back, Ah Chung Tsoi, C. Lee Giles: On the distribution of performance from multiple neural-network trials. IEEE Trans. Neural Netw. Learning Syst. 8(6): 1507-1517 (1997)

H. C. Andersen, Ahmad Lotfi, Ah Chung Tsoi: A new approach to adaptive fuzzy control: the controller output error method. IEEE Transactions on Systems, Man, and Cybernetics, Part B 27(4): 686-691 (1997)

Neep Hazarika, Ah Chung Tsoi, Alex A. Sergejew: Nonlinear considerations in EEG signal classification. IEEE Transactions on Signal Processing 45(4): 829-836 (1997)

Steve Lawrence, C. Lee Giles, Ah Chung Tsoi: Lessons in Neural Network Training: Overfitting May be Harder than Expected. AAAI/IAAI 1997: 540-545

Ah Chung Tsoi: Recurrent Neural Network Architectures: An Overview. Summer School on Neural Networks 1997: 1-26

Ah Chung Tsoi: Gradient Based Learning Methods. Summer School on Neural Networks 1997: 27-62

Ahmad Lotfi, H. C. Andersen, Ah Chung Tsoi: Interpretation preservation of adaptive fuzzy inference systems. Int. J. Approx. Reasoning 15(4): 379-394 (1996)

Ahmad Lotfi, Ah Chung Tsoi: Learning fuzzy inference systems using an adaptive membership function scheme. IEEE Transactions on Systems, Man, and Cybernetics, Part B 26(2): 326-331 (1996)

Ahmad Lotfi, H. C. Andersen, Ah Chung Tsoi: Matrix formulation of fuzzy rule-based systems. IEEE Transactions on Systems, Man, and Cybernetics, Part B 26(2): 332-340 (1996)

Steve Lawrence, C. Lee Giles, Ah Chung Tsoi: Convolutional Neural Networks for Face Recognition. CVPR 1996: 217-222

Steve Lawrence, Ian Burns, Andrew D. Back, Ah Chung Tsoi, C. Lee Giles: Neural Network Classification and Prior Class Probabilities. Neural Networks: Tricks of the Trade 1996: 299-313

Dogan Alpsan, Michael Towsey, Özcan Özdamar, Ah Chung Tsoi, Dhanjoo N. Ghista: Efficacy of modified backpropagation and optimisation methods on a real-world medical problem. Neural Networks 8(6): 945-962 (1995)

Steve Lawrence, Ah Chung Tsoi, Andrew D. Back: The Gamma MLP for Speech Phoneme Recognition. NIPS 1995: 785-791

Andrew D. Back, Ah Chung Tsoi: A Comparison of Discrete-Time Operator Models and for Nonlinear System Identification. NIPS 1994: 883-890

Andrew D. Back, Ah Chung Tsoi: A Simplified Gradient Algorithm for IIR Synapse Multilayer Perceptrons. Neural Computation 5(3): 456-462 (1993)

Ah Chung Tsoi, D. S. C. So, Alex A. Sergejew: Classification of Electroencephalogram Using Artificial Neural Networks. NIPS 1993: 1151-1158

Joachim Diederich, Ah Chung Tsoi: Connectionist Modeling and Parallel Architectures. NIPS 1993: 1178-1179

Andrew D. Back, Ah Chung Tsoi: An Adaptive Lattice Architecture for Dynamic Multilayer Perceptrons. Neural Computation 4(6): 922-931 (1992)

Ah Chung Tsoi: Application of Neural Network Methodology to the Modelling of the Yield Strength in a Steel Rolling Plate Mill. NIPS 1991: 698-705

Ah Chung Tsoi, R. A. Pearson: Comparison of Three Classification Techniques: CART, C4.5 and Multi-Layer Perceptrons. NIPS 1990: 963-969