BOOK CHAPTERS

  1. Yilin Yan, Qiusha Zhu, Mei-Ling Shyu, and Shu-Ching Chen, “Classifier Fusion by Judgers on Spark Clusters for Multimedia Big Data Classification,” in Collection of Advances in Intelligent Systems and Computing (AISC), volume 561, pages 91-108. Edited by Stuart H. Rubin and Thouraya Bouabana-Tebibel, Springer Cham, 2017, ISBN: 978-3-319-56156-1.
  2. Kai-Ting Chuang, Jun-Wei Hsieh, and Yilin Yan, “Modeling and Recognizing Action Contexts in Persons Using Sparse Representation,” in Collection of Advances in Intelligent Systems and Applications, volume 2, pages 531-541. Edited by Jeng-Shyang Pan, Ching-Nung Yang, and Chia-Chen Lin, Springer Berlin Heidelberg, 2013, ISBN: 978-3-642-35472-4.

JOURNAL PUBLICATIONS

  1. Yudong Tao, Saad Sadiq, Yuexuan Tu, Yilin Yan, and Mei-Ling Shyu, “Enhancing Disaster Image Classification via Outlier Detection and Deep Learning,” IEEE Intelligent Systems (IS), submitted, November 2018. (SCI)
  2. Yilin Yan, Jonathan Chen, and Mei-Ling Shyu, “Efficient Large-scale Stance Detection in Tweets,” International Journal of Multimedia Data Engineering and Management (IJMDEM), submitted, November 2018. (ESCI)
  3. Samira Pouyanfar, Saad Sadiq, Yilin Yan, Haiman Tian, Yudong Tao, Maria Presa Reyes, Mei-Ling Shyu, Shu-Ching Chen, and Sundaraja Sitharama Iyengar, “A Survey on Deep Learning: Algorithms, Techniques, and Applications,” ACM Computing Surveys (CSUR), volume 5, issue 1, Issue-in-Progress, October 2018. (SCI; Impact Factor: 8.961)
  4. Yilin Yan and Mei-Ling Shyu, “Correlation-Assisted Imbalance Multimedia Concept Mining and Retrieval,” International Journal of Semantic Computing (IJSC), volume 11, issue 2, pages 209-227, 2017. (ESCI)
  5. Yilin Yan, Min Chen, Saad Sadiq, and Mei-Ling Shyu, “Efficient Imbalanced Multimedia Concept Retrieval by Deep Learning on Spark Clusters,” International Journal of Multimedia Data Engineering and Management (IJMDEM), volume 8, issue 1, pages 1-20, 2017. (ESCI)
  6. Yilin Yan, Mei-Ling Shyu, and Qiusha Zhu, “Supporting Semantic Concept Retrieval with Negative Correlations in a Multimedia Big Data Mining System,” International Journal of Semantic Computing (IJSC), volume 10, issue 2, pages 247-268, 2016. (ESCI)
  7. Hui-Fen Chiang, Jun-Wei Hsieh, Chi-Hung Chuang, Kai-Ting Chuang, and Yilin Yan, “Modeling and Recognizing Action Contexts in Persons Using Sparse Representation,” to appear in Journal of Visual Communication and Image Representation (JVCI), volume 30, pages 252–265, July 2015. (SCIE; Impact Factor: 2.215)
  8. Li-Chih Chen, Jun-Wei Hsieh, Yilin Yan, and Duan-Yu Chen, “Vehicle Make and Model Recognition Using Sparse Representation and Symmetrical SURFs,” Pattern Recognition (PR), volume 48, issue 6, pages 1979-1998, 2015. (SCI; Impact Factor: 4.991)
  9. Dianting Liu, Yilin Yan, Mei-Ling Shyu, Guiru Zhao, and Min Chen, “Spatio-temporal Analysis for Human Action Detection and Recognition in Uncontrolled Environments,” International Journal of Multimedia Data Engineering and Management (IJMDEM), volume 6, issue 1, pages 1-18, 2015. (ESCI; The Eighth Annual Excellence in Research Journal Awards, outstanding Media and Communications article for 2015, IGI Global)

CONFERENCE PROCEEDINGS (PEER REVIEWED)

  1. Saad Sadiq, Yilin Yan, Asia Taylor, Mei-Ling Shyu, Shu-Ching Chen, and Daniel Feaster, “AAFA: Associative Affinity Factor Analysis for Bot Detection and Stance Classification in Twitter,” the 18th IEEE International Conference on Information Reuse and Integration (IRI 2017), pages 356-365, August 4-6, 2017, San Diego, CA, USA. (Acceptance rate: 29%)
  2. Saad Sadiq, Yudong Tao, Yilin Yan, and Mei-Ling Shyu, “Mining Anomalies in Medicare Big Data using Patient Rule Induction Method,” the 3rd IEEE International Conference on Multimedia Big Data (BigMM 2017), pages 185-192, April 19-21, 2017, Laguna Hills, CA, USA. (Acceptance rate: 23.9%)
  3. Yilin Yan, Mei-Ling Shyu, “Enhancing Rare Class Mining in Multimedia Big Data by Concept Correlation,” the 18th IEEE International Symposium on Multimedia (ISM 2016), pages 281-286, San Jose, CA, USA, December 11-13, 2016. (Acceptance rate: 26.1%)
  4. Yilin Yan, Samira Pouyanfar, Haiman Tian, Sheng Guan, Hsin-Yu Ha, Shu-Ching Chen, Mei-Ling Shyu, and Shahid Hamid, “Domain Knowledge Assisted Data Processing for Florida Public Hurricane Loss Model,” the 17th IEEE International Conference on Information Reuse and Integration (IRI 2016), pages 441-447, Pittsburgh, PA, USA, July 28-30, 2016. (Acceptance rate: 25.6%)
  5. Haiman Tian, Hsin-Yu Ha, Samira Pouyanfar, Yilin Yan, Sheng Guan, Shu-Ching Chen, Mei-Ling Shyu, and Shahid Hamid, “A Scalable and Automatic Validation Process for Florida Public Hurricane Loss Model,” the 17th IEEE International Conference on Information Reuse and Integration (IRI 2016), pages 324-331, Pittsburgh, PA, USA, July 28-30, 2016. (Acceptance rate: 25.6%)
  6. Yilin Yan, Qiusha Zhu, Mei-Ling Shyu, and Shu-Ching Chen, “A Classifier Ensemble Framework for Multimedia Big Data Classification,” the 17th IEEE International Conference on Information Reuse and Integration (IRI 2016), pages 615-622, Pittsburgh, PA, USA, July 28-30, 2016. (Acceptance rate: 25.6%; Best Paper Award)
  7. Saad Sadiq, Yilin Yan, Mei-Ling Shyu, and Shu-Ching Chen, “Enhancing Multimedia Imbalanced Concept Detection Using VIMP in Random Forests,” the 17th IEEE International Conference on Information Reuse and Integration (IRI 2016), pages 601-608, Pittsburgh, PA, USA, July 28-30, 2016. (Acceptance rate: 25.6%)
  8. Yilin Yan, Mei-Ling Shyu, and Qiusha Zhu, “Negative Correlation Discovery for Big Multimedia Data Semantic Concept Mining and Retrieval,” the 10th IEEE International Conference on Semantic Computing (ICSC 2016), pages 55-62, Laguna Hills, CA, USA, February 3-5, 2016. (Acceptance rate: 30%)
  9. Yilin Yan, Min Chen, Mei-Ling Shyu, and Shu-Ching Chen, “Deep Learning for Imbalanced Multimedia Data Classification,” the 17th IEEE International Symposium on Multimedia (ISM 2015), pages 483-488, Miami, FL, USA, December 14-16, 2015. (Acceptance rate: 25.5%)
  10. Ssu-Ying Wang, Jun-Wei Hsieh, Yilin Yan, Li-Chih Chen, and Duan-yu Chen, “PLSA-based Sparse Representation for Vehicle Color Classification,” 3rd Workshop on Vehicle Retrieval in Surveillance (VRS), session 1, VRS5, in Proceedings of the 12th IEEE International Conference on Advanced Video and Signal-based Surveillance (AVSS 2015), Karlsruhe, Germany, Aug 25-28, 2015.
  11. Yilin Yan, Yang Liu, Mei-Ling Shyu, and Min Chen, “Utilizing Concept Correlations for Effective Imbalanced Data Classification,” in Proceedings of the 15th IEEE International Conference on Information Reuse and Integration (IRI 2014), pages 561-568, San Francisco, California, USA, August 13-15, 2014. (Acceptance rate: 25%; Best Paper Award)
  12. Tao Meng, Yang Liu, Mei-Ling Shyu, Yilin Yan, and Chi-Min Shu, “Enhancing Multimedia Semantic Concept Mining and Retrieval by Incorporating Negative Correlations,” in Proceedings of the 8th IEEE International Conference on Semantic Computing (ICSC 2014), pages 28-35, Newport Beach, California, USA, June 16-18, 2014.
  13. Yilin Yan, Jun-Wei Hsieh, Hui-Fen Chiang, Shyi-Chyi Cheng, and Duan-Yu Chen, “PLSA-Based Sparse Representation for Object Classification,” in Proceedings of the 22nd International Conference on Pattern Recognition (ICPR 2014), pages 1295-1300, Stockholm, Sweden, August 24-28, 2014. (Acceptance rate 14%)
  14. Jun-Wei Hsieh, Yilin Yan, Li-Chin Chen, Hui-Fen Chiang, and Hong-Yi Liu, “Object Classification Using PLSA and Sparse Representation,” in Proceedings of the 13th Conference on Information Technology and Applications in Outlying Islands (ITAOI 2014), Pingtung, Taiwan, May 23-24, 2014. (Best Paper Award)
  15. Li-Chih Chen, Jun-Wei Hsieh, Yilin Yan, and Duan-Yu Chen, “Vehicle make and model recognition using sparse representation and symmetrical SURFs,” in Proceedings of the 16th International IEEE Conference on Intelligent Transportation Systems (ITSC 2013), pages 1143-1148, The Hague, The Netherlands, October 6-9, 2013.
  16. Jun-Wei Hsieh, Kai-Ting Chuang, Yilin Yan and Li-Chih Chen, “Sparse Representation for Recognizing Object-to-Object Actions under Occlusions,” in Proceedings of the 5th International Conference on Internet Multimedia Computing and Service (ICIMCS 2013), pages 117-120, Huangshan, China, August 17-19, 2013.
  17. Li-Chih Chen, Jun-Wei Hsieh, Yilin Yan and Bo-Yuan Wong, “Real-time Vehicle Make and Model Recognition from Roads,” in Proceedings of the 12th Conference on Information Technology and Applications in Outlying Islands (ITAOI 2013), pages 1033-1040, Kinmen, Taiwan, May 24-26, 2013. (Best Paper Award)
  18. Kai-Ting Chuang, Jun-Wei Hsieh, and Yilin Yan, “Modeling and Recognizing Action Contexts in Persons Using Sparse Representation,” in Proceedings of the International Computer Symposium (ICS 2012), volume 21, pages 531-541, Hualien, Taiwan, December 12-14, 2012.

Non-Refereed Publications

  1. Yilin Yan, Samira Pouyanfar, Yudong Tao, Haiman Tian, Maria Presa Reyes, Mei-Ling Shyu, Shu-Ching Chen, Winnie Chen, Tiffany Chen, and Jonathan Chen, “Florida International University-University of Miami TRECVID 2017,” in Proceedings of TRECVID 2017 Workshop, Gaithersburg, MD, USA, November 13-15, 2017.
  2. Yilin Yan, Samira Pouyanfar, Sheng Guan, Haiman Tian, Hsin-Yu Ha, Mei-Ling Shyu, Shu-Ching Chen, Winnie Chen, Tiffany Chen, and Jonathan Chen, “Florida International University-University of Miami TRECVID 2016,” in Proceedings of TRECVID 2016 Workshop, Gaithersburg, MD, USA, November 14-16, 2016.
  3. Yilin Yan, student poster, in SIAM International Conference on Data Mining (SDM15), May 5-7, Miami, FL, 2016.
  4. Yilin Yan, Miguel Gavidia, Tarek Sayed, Hsin-Yu Ha, Mei-Ling Shyu, Shu-Ching Chen, Winnie Chen, and Tiffany Chen, “Florida International University-University of Miami TRECVID 2015,” in Proceedings of TRECVID 2015 Workshop, November 16-18, 2015.
  5. Miguel Gavidia, Tarek Sayed, Yilin Yan, Quisha Zhu, Mei-Ling Shyu, Shu-Ching Chen, Hsin-Yu Ha, Ming Ma, Winnie Chen, and Tiffany Chen, “Florida International University-University of Miami TRECVID 2014,” in Proceedings of TRECVID 2014 Workshop, November 10-12, 2014.