Find Research Outputs

Search results

• When will it happen? - Relationship prediction in heterogeneous information networks

  Sun, Y., Han, J., Aggarwal, C. C. & Chawla, N. V., Mar 15 2012, WSDM 2012 - Proceedings of the 5th ACM International Conference on Web Search and Data Mining. p. 663-672 10 p. (WSDM 2012 - Proceedings of the 5th ACM International Conference on Web Search and Data Mining).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Heterogeneous networks
  • Electric network analysis
  • Experiments

• Weakly-supervised relation extraction by pattern-enhanced embedding learning

  Qu, M., Ren, X., Zhang, Y. & Han, J., Apr 10 2018, The Web Conference 2018 - Proceedings of the World Wide Web Conference, WWW 2018. Association for Computing Machinery, Inc, p. 1257-1266 10 p. (The Web Conference 2018 - Proceedings of the World Wide Web Conference, WWW 2018).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Seed
  • Statistics
  • Classifiers
  • Neural networks
  • Experiments

• Weakly-supervised neural text classification

  Meng, Y., Shen, J., Zhang, C. & Han, J., Oct 17 2018, CIKM 2018 - Proceedings of the 27th ACM International Conference on Information and Knowledge Management. Paton, N., Candan, S., Wang, H., Allan, J., Agrawal, R., Labrinidis, A., Cuzzocrea, A., Zaki, M., Srivastava, D., Broder, A. & Schuster, A. (eds.). Association for Computing Machinery, p. 983-992 10 p. (International Conference on Information and Knowledge Management, Proceedings).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Text Classification
  • Supervision
  • Module
  • Bootstrap
  • Generator

• Weakly-supervised hierarchical text classification

  Meng, Y., Shen, J., Zhang, C. & Han, J., 2019, 33rd AAAI Conference on Artificial Intelligence, AAAI 2019, 31st Innovative Applications of Artificial Intelligence Conference, IAAI 2019 and the 9th AAAI Symposium on Educational Advances in Artificial Intelligence, EAAI 2019. AAAI Press, p. 6826-6833 8 p. (33rd AAAI Conference on Artificial Intelligence, AAAI 2019, 31st Innovative Applications of Artificial Intelligence Conference, IAAI 2019 and the 9th AAAI Symposium on Educational Advances in Artificial Intelligence, EAAI 2019).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Deep neural networks
  • Experiments

• User guided entity similarity search using meta-path selection in heterogeneous information networks

  Yu, X., Sun, Y., Norick, B., Mao, T. & Han, J., Dec 19 2012, CIKM 2012 - Proceedings of the 21st ACM International Conference on Information and Knowledge Management. p. 2025-2029 5 p. (ACM International Conference Proceeding Series).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Semantics
  • Experiments

• Urbanity: A system for interactive exploration of urban dynamics from streaming human sensing data

  Liu, M., Liu, Z., Zhang, C., Zhang, K., Yuan, Q., Hanratty, T. & Han, J., Nov 6 2017, CIKM 2017 - Proceedings of the 2017 ACM Conference on Information and Knowledge Management. Association for Computing Machinery, p. 2503-2506 4 p. (International Conference on Information and Knowledge Management, Proceedings; vol. Part F131841).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Urban Dynamics
  • Modeling
  • Urban Environment
  • Query
  • Urbanization

• Unsupervised meta-path selection for text similarity measure based on heterogeneous information networks

  Wang, C., Song, Y., Li, H., Zhang, M. & Han, J., Nov 1 2018, In: Data Mining and Knowledge Discovery. 32, 6, p. 1735-1767 33 p.

  Research output: Contribution to journal › Article › peer-review

  • Semantics
  • Costs
  • Experiments

• Unsupervised link selection in networks

  Gu, Q., Aggarwal, C. & Han, J., Jan 1 2013, In: Journal of Machine Learning Research. 31, p. 298-306 9 p.

  Research output: Contribution to journal › Conference article › peer-review

  • Feature extraction
  • Machine learning
  • Experiments
  • Community Structure
  • Quality Measures

• Unsupervised concept categorization and extraction from scientific document titles

  Krishnan, A., Sankar, A., Zhi, S. & Han, J., Nov 6 2017, CIKM 2017 - Proceedings of the 2017 ACM Conference on Information and Knowledge Management. Association for Computing Machinery, p. 1339-1348 10 p. (International Conference on Information and Knowledge Management, Proceedings; vol. Part F131841).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Grammar
  • Probabilistic Model
  • Tag
  • Qualitative Analysis
  • Knowledge Base

• Uncovering deception in social media: A special issue in Springer Journal Social Network Analysis and Mining.

  Liu, H., Han, J. & Motoda, H., Jan 1 2014, In: Social Network Analysis and Mining. 4, 1, p. 1-2 2 p., 162.

  Research output: Contribution to journal › Editorial › peer-review

• Uncertainty reduction for knowledge discovery and information extraction on the world wide web

  Ji, H., Deng, H. & Han, J., 2012, In: Proceedings of the IEEE. 100, 9, p. 2658-2674 17 p., 6212297.

  Research output: Contribution to journal › Article › peer-review

  • World Wide Web
  • Data mining
  • Uncertainty

• Tweet ranking based on heterogeneous networks

  Huang, H., Zubiaga, A., Ji, H., Deng, H., Wang, D., Le, H., Abdelzaher, T., Han, J., Leung, A., Hancock, J. & Voss, C., Dec 1 2012, p. 1239-1256. 18 p.

  Research output: Contribution to conference › Paper › peer-review

  • Heterogeneous networks
  • Ranking
  • ranking
  • genre
  • Linkage

• Truth discovery and crowdsourcing aggregation: A unified perspective

  Gao, J., Li, Q., Zhao, B., Fan, W. & Han, J., Jan 1 2015, Proceedings of the VLDB Endowment. 12 ed. Association for Computing Machinery, p. 2048-2049 2 p. (Proceedings of the VLDB Endowment; vol. 8, no. 12).

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  • Crowdsourcing
  • Agglomeration
  • Big data
  • Websites
  • Data acquisition

• Trustworthiness analysis of sensor data in cyber-physical systems

  Tang, L. A., Yu, X., Kim, S., Gu, Q., Han, J., Leung, A. & La Porta, T., May 2013, In: Journal of Computer and System Sciences. 79, 3, p. 383-401 19 p.

  Research output: Contribution to journal › Article › peer-review

  • Trustworthiness
  • Sensor
  • Cyber Physical System
  • Sensor Networks
  • Sensors

• TruePIE: Discovering reliable patterns in pattern-based information extraction

  Li, Q., Jiang, M., Zhang, X., Qu, M., Hanratty, T., Gao, J. & Han, J., Jul 19 2018, KDD 2018 - Proceedings of the 24th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. Association for Computing Machinery, p. 1675-1684 10 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Seed
  • Labels
  • Statistics
  • Semantics
  • Experiments

• Troubleshooting interactive complexity bugs in wireless sensor networks using data mining techniques

  Khan, M. M. H., Khac Le, H., Ahmadi, H., Abdelzaher, T. F. & Han, J., Jan 2014, In: ACM Transactions on Sensor Networks. 10, 2, 2530290.

  Research output: Contribution to journal › Article › peer-review

  • Data mining
  • Wireless sensor networks
  • Hazards and race conditions
  • Network protocols
  • Scalability

• TrioVecEvent: Embedding-based online local event detection in geo-tagged tweet streams

  Zhang, C., Liu, L., Lei, D., Yuan, Q., Zhuang, H., Hanratty, T. & Han, J., Aug 13 2017, KDD 2017 - Proceedings of the 23rd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. Association for Computing Machinery, p. 595-604 10 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining; vol. Part F129685).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Disasters
  • Crime
  • Crowdsourcing
  • Semantics
  • Monitoring

• Towards scalable critical alert mining

  Zong, B., Wu, Y., Song, J., Singh, A. K., Cam, H., Han, J. & Yan, X., 2014, KDD 2014 - Proceedings of the 20th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. Association for Computing Machinery, p. 1057-1066 10 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Approximation algorithms
  • Heuristic algorithms
  • Trees (mathematics)
  • Sampling
  • Set theory

• Towards quality aware information integration in distributed sensing systems

  Jiang, W., Miao, C., Su, L., Li, Q., Hu, S., Wang, S., Gao, J., Liu, H., Abdelzaher, T. F., Han, J., Liu, X., Gao, Y. & Kaplan, L., Jan 2018, In: IEEE Transactions on Parallel and Distributed Systems. 29, 1, p. 198-211 14 p.

  Research output: Contribution to journal › Article › peer-review

  • Sensor nodes
  • Agglomeration
  • Labels
  • Decision making
  • Availability

• Towards interactive construction of topical hierarchy: A recursive tensor decomposition approach

  Wang, C., Liu, X., Song, Y. & Han, J., Aug 10 2015, KDD 2015 - Proceedings of the 21st ACM SIGKDD Conference on Knowledge Discovery and Data Mining. Association for Computing Machinery, p. 1225-1234 10 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining; vol. 2015-August).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Tensors
  • Merging
  • Decomposition

• Towards active learning on graphs: An error bound minimization approach

  Gu, Q. & Han, J., Dec 1 2012, Proceedings - 12th IEEE International Conference on Data Mining, ICDM 2012. p. 882-887 6 p. 6413838. (Proceedings - IEEE International Conference on Data Mining, ICDM).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Problem-Based Learning
  • Experiments

• Torpedo: Topic periodicity discovery from text data

  Wang, J., Deng, H. & Han, J., Jan 1 2015, Next-Generation Analyst III. Hanratty, T. P., Llinas, J., Broome, B. D. & Hall, D. L. (eds.). SPIE, 94990A. (Proceedings of SPIE - The International Society for Optical Engineering; vol. 9499).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • torpedoes
  • Periodicity
  • Text
  • periodic variations
  • Time series

• TOPTRAC: Topical trajectory pattern mining

  Kim, Y., Han, J. & Yuan, C., Aug 10 2015, KDD 2015 - Proceedings of the 21st ACM SIGKDD Conference on Knowledge Discovery and Data Mining. Association for Computing Machinery, p. 587-596 10 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining; vol. 2015-August).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Global positioning system
  • Trajectories
  • Semantics
  • Clustering algorithms
  • Cellular telephones

• Top-K interesting subgraph discovery in information networks

  Gupta, M., Gao, J., Yan, X., Cam, H. & Han, J., Jan 1 2014, 2014 IEEE 30th International Conference on Data Engineering, ICDE 2014. IEEE Computer Society, p. 820-831 12 p. 6816703. (Proceedings - International Conference on Data Engineering).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Heterogeneous networks
  • Topology

• The wisdom of minority: Unsupervised slot filling validation based on multi-dimensional truth-finding

  Yu, D., Huang, H., Cassidy, T., Ji, H., Wang, C., Zhi, S., Han, J., Voss, C. & Magdon-Ismail, M., Jan 1 2014, COLING 2014 - 25th International Conference on Computational Linguistics, Proceedings of COLING 2014: Technical Papers. Association for Computational Linguistics, ACL Anthology, p. 1567-1578 12 p. (COLING 2014 - 25th International Conference on Computational Linguistics, Proceedings of COLING 2014: Technical Papers).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Minorities
  • Wisdom
  • wisdom
  • minority
  • Information Extraction

• The parallel path framework for entity discovery on the Web

  Weninger, T., Johnston, T. J. & Han, J., Oct 21 2013, In: ACM Transactions on the Web. 7, 3, 16.

  Research output: Contribution to journal › Article › peer-review

  • Websites
  • Electronic mail
  • World Wide Web
  • Agglomeration

• The environmental-data automated track annotation (Env-DATA) system: Linking animal tracks with environmental data

  Dodge, S., Bohrer, G., Weinzierl, R., Davidson, S. C., Kays, R., Douglas, D., Cruz, S., Han, J., Brandes, D. & Wikelski, M., Jul 3 2013, In: Movement Ecology. 1, 1, 3.

  Research output: Contribution to journal › Article › peer-review

  • environmental data
  • remote sensing
  • animal
  • Phoebastria
  • weather

• TextCube: Automated construction and multidimensional exploration

  Meng, Y., Huang, J., Shang, J. & Han, J., 2018, In: Proceedings of the VLDB Endowment. 12, 12, p. 1974-1977 4 p.

  Research output: Contribution to journal › Conference article › peer-review

  • Data Science

• TaxoGen: Unsupervised topic taxonomy construction by adaptive term embedding and clustering

  Zhang, C., Tao, F., Chen, X., Shen, J., Jiang, M., Sadler, B., Vanni, M. & Han, J., Jul 19 2018, KDD 2018 - Proceedings of the 24th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. Association for Computing Machinery, p. 2701-2709 9 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Taxonomies
  • Information filtering
  • Semantics
  • Experiments

• Task-guided pair embedding in heterogeneous network

  Park, C., Kim, D., Zhu, Q., Han, J. & Yu, H., Nov 3 2019, CIKM 2019 - Proceedings of the 28th ACM International Conference on Information and Knowledge Management. Association for Computing Machinery, p. 489-498 10 p. (International Conference on Information and Knowledge Management, Proceedings).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  • Node
  • Modeling
  • Classifier
  • Guidance
  • Experiment

• STREAMCUBE: Hierarchical spatio-temporal hashtag clustering for event exploration over the Twitter stream

  Feng, W., Zhang, C., Zhang, W., Han, J., Wang, J., Aggarwal, C. & Huang, J., May 26 2015, 2015 IEEE 31st International Conference on Data Engineering, ICDE 2015. IEEE Computer Society, p. 1561-1572 12 p. 7113425. (Proceedings - International Conference on Data Engineering; vol. 2015-May).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Agglomeration
  • Scalability
  • Data structures
  • Experiments

• Stream classification with recurring and novel class detection using class-based ensemble

  Al-Khateeb, T., Masud, M. M., Khan, L., Aggarwal, C., Han, J. & Thuraisingham, B., 2012, Proceedings - 12th IEEE International Conference on Data Mining, ICDM 2012. p. 31-40 10 p. 6413716. (Proceedings - IEEE International Conference on Data Mining, ICDM).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Data mining
  • Classifiers
  • Data storage equipment

• STFNets: Learning sensing signals from the time-frequency perspective with short-time fourier neural networks

  Yao, S., Piao, A., Jiang, W., Zhao, Y., Shao, H., Liu, S., Liu, D., Li, J., Wang, T., Hu, S., Su, L., Han, J. & Abdelzaher, T., May 13 2019, The Web Conference 2019 - Proceedings of the World Wide Web Conference, WWW 2019. Association for Computing Machinery, Inc, p. 2192-2202 11 p. (The Web Conference 2019 - Proceedings of the World Wide Web Conference, WWW 2019).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Internet of things
  • Physics
  • Neural networks
  • Deep neural networks
  • Deep learning

• Splitter: Mining finegrained sequential patterns in semantic trajectories

  Zhang, C., Han, J., Shou, L., Lu, J. & Porta, T. L., 2014, In: Proceedings of the VLDB Endowment. 7, 9, p. 769-780 12 p.

  Research output: Contribution to journal › Article › peer-review

  • Trajectories
  • Semantics
  • Urban planning
  • Marketing
  • Experiments

• Spherical text embedding

  Meng, Y., Huang, J., Wang, G., Zhang, C., Zhuang, H., Kaplan, L. & Han, J., 2019, In: Advances in Neural Information Processing Systems. 32

  Research output: Contribution to journal › Conference article › peer-review

• Spatiotemporal periodical pattern mining in traffic data

  Jindal, T., Giridhar, P., Tang, L. A., Li, J. & Han, J., Sep 19 2013, 2nd International Workshop on Urban Computing, UrbComp 2013 - Held in Conjunction with KDD 2013. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Sensors
  • Urban planning
  • Snow
  • Highway accidents
  • Probability distributions

• Spatiotemporal activity modeling under data scarcity: A graph-regularized cross-modal embedding approach

  Zhang, C., Liu, M., Liu, Z., Yang, C., Zhang, L. & Han, J., Jan 1 2018, 32nd AAAI Conference on Artificial Intelligence, AAAI 2018. AAAI Press, p. 531-538 8 p. (32nd AAAI Conference on Artificial Intelligence, AAAI 2018).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Urban planning
  • Marketing

• Social patterns: Community detection using behavior-generated network datasets

  Leung, A., Dron, W., Hancock, J. P., Aguirre, M., Purnell, J., Han, J., Wang, C., Srivastava, J., Mahapatra, A., Roy, A. & Scott, L., 2013, Proceedings of the 2013 IEEE 2nd International Network Science Workshop, NSW 2013. p. 82-89 8 p. 6609198. (Proceedings of the 2013 IEEE 2nd International Network Science Workshop, NSW 2013).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Weighing
  • Communication

• SocialCube: A text cube framework for analyzing social media data

  Liu, X., Tang, K., Hancock, J., Han, J., Song, M., Xu, R., Manikonda, V. & Pokorny, B., Jan 1 2012, Proceedings of the 2012 ASE International Conference on Social Informatics, SocialInformatics 2012. IEEE Computer Society, p. 252-259 8 p. 6542448. (Proceedings of the 2012 ASE International Conference on Social Informatics, SocialInformatics 2012).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Data Cube
  • Social Media
  • Query
  • Blogs
  • Categorical Data

• Similarity modeling on heterogeneous networks via automatic path discovery

  Yang, C., Liu, M., He, F., Zhang, X., Peng, J. & Han, J., 2019, Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2018, Proceedings. Bonchi, F., Berlingerio, M., Gärtner, T., Hurley, N. & Ifrim, G. (eds.). Springer-Verlag Berlin Heidelberg, p. 37-54 18 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11052 LNAI).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Heterogeneous Networks
  • Heterogeneous networks
  • Similarity
  • Reinforcement learning
  • Path

• SHINE+: A General Framework for Domain-Specific Entity Linking with Heterogeneous Information Networks

  Shen, W., Han, J., Wang, J., Yuan, X. & Yang, Z., Feb 1 2018, In: IEEE Transactions on Knowledge and Data Engineering. 30, 2, p. 353-366 14 p., 7990163.

  Research output: Contribution to journal › Article › peer-review

  • Statistical Models

• SetExpan: Corpus-Based Set Expansion via Context Feature Selection and Rank Ensemble

  Shen, J., Wu, Z., Lei, D., Shang, J., Ren, X. & Han, J., 2017, Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2017, Proceedings. Ceci, M., Dzeroski, S., Vens, C., Todorovski, L. & Hollmen, J. (eds.). Springer-Verlag Berlin Heidelberg, p. 288-304 17 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 10534 LNAI).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Corpus
  • Feature Selection
  • Ensemble
  • Feature extraction
  • Semantics

• Sequential pattern mining

  Shen, W., Wang, J. & Han, J., Jul 1 2014, Frequent Pattern Mining. Springer International Publishing, Vol. 9783319078212. p. 261-282 22 p.

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  • Data mining

• Semantic frame-based document representation for comparable corpora

  Kim, H., Ren, X., Sun, Y., Wang, C. & Han, J., Dec 1 2013, In: Proceedings - IEEE International Conference on Data Mining, ICDM. p. 350-359 10 p., 6729519.

  Research output: Contribution to journal › Conference article › peer-review

  • Radiation
  • Semantics
  • Text processing
  • Conveying
  • Experiments

• Selective sampling on graphs for classification

  Gu, Q., Aggarwal, C., Liu, J. & Han, J., Aug 11 2013, KDD 2013 - 19th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. Parekh, R., He, J., Inderjit, D. S., Bradley, P., Koren, Y., Ghani, R., Senator, T. E., Grossman, R. L. & Uthurusamy, R. (eds.). Association for Computing Machinery, p. 131-139 9 p. 2487641. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining; vol. Part F128815).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Sampling
  • Labels
  • Hilbert spaces
  • Structural properties
  • Learning algorithms

• Selective labeling via error bound minimization

  Gu, Q., Zhang, T., Ding, C. & Han, J., Dec 1 2012, Advances in Neural Information Processing Systems 25: 26th Annual Conference on Neural Information Processing Systems 2012, NIPS 2012. p. 323-331 9 p. (Advances in Neural Information Processing Systems; vol. 1).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Labeling
  • Labels
  • Machine learning
  • Experiments

• Scalable topical phrase mining from text corpora

  ElKishky, A., Song, Y., Wangx, C., Voss, C. R. & Han, J., Nov 2014, In: Proceedings of the VLDB Endowment. 8, 3, p. 305-316 12 p.

  Research output: Contribution to journal › Conference article › peer-review

  • Scalability
  • Costs

• Scalable moment-based inference for latent Dirichlet allocation

  Wang, C., Liu, X., Song, Y. & Han, J., Jan 1 2014, Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2014, Proceedings. PART 3 ed. Springer-Verlag, p. 290-305 16 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 8726 LNAI, no. PART 3).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Tensors
  • Dirichlet
  • Moment
  • Text processing
  • Maximum likelihood

• Robust tensor decomposition with gross corruption

  Gu, Q., Gui, H. & Han, J., Jan 1 2014, In: Advances in Neural Information Processing Systems. 2, January, p. 1422-1430 9 p.

  Research output: Contribution to journal › Conference article › peer-review

  • Tensors
  • Decomposition
  • Error analysis
  • Experiments

• Robust classification of information networks by consistent graph learning

  Zhi, S., Han, J. & Gu, Q., 2015, Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2015. Costa, V. S., Soares, C., Appice, A., Appice, A., Rodrigues, P. P., Costa, V. S., Soares, C., Gama, J., Jorge, A., Rodrigues, P. P., Gama, J., Costa, V. S., Jorge, A., Appice, A., Rodrigues, P. P., Gama, J., Appice, A., Soares, C., Jorge, A., Gama, J., Rodrigues, P. P., Costa, V. S., Soares, C. & Jorge, A. (eds.). Springer-Verlag Berlin Heidelberg, p. 752-767 16 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 9285).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Learning
  • Graph in graph theory
  • Inconsistent
  • Regularization
  • Vertex of a graph