MEMBERS

中心成員
  • 姓名 :

    黃仁暐

  • 職稱 :

    副教授 Associate Professor

  • 所屬實驗室 :

    金融科技核心技術開發

  • 系所名稱 :

    電機工程學系

  • 個人資料網頁 :

    點此進入

  • 學術成大 :

    點此進入

  • 洽談合作信箱 :

    jwhuang@mail.ncku.edu.tw

關於

研究領域

  • 資料探勘與資料庫之應用
  • 社群網路與媒體分析
  • 時空間資料探勘
  • 多媒體資訊檢索
  • 金融科技
  • 生物資訊

 

近期計畫

公司名稱

計畫名稱

擔任職務

執行期間

財團法人資訊工業策進會

AI技術應用實證輔導機制

主持人

108/09/20-108/11/15

微風數位時代股份有限公司

百貨數據AI推薦分析

主持人

108/01/01-108/12/31

香港商雅虎資訊股份有限公司台灣分公司

以圖論及社群網路分析之方法建構之推薦系統

主持人

107/10/16-108/11/30

天氣風險管理開發有限公司

結合大氣與資料模型之PM 2.5預測

主持人

107/09/01-108/12/31

網迅電通股份有限公司

AI客服對話技術研發

主持人

107/12/01-108/05/31

永豐商業銀行

應用自然語意發展個人理財績效及投顧報告

共同主持人

107/07/01-108/06/30

近期開課

開課名稱:計算機概論(二)

開課系所:電機系

課程連結


開課名稱:資料探勘與社群網路分析

開課系所:電機所、電通所

課程連結

 

近五年著作

(A) Refereed Paper 

  1. T.-H. Ke, J.-W. Huang, W.-C. Lin and B. P. Jaysawal, "Finding Possible Promoter Binding Sites in DNA Sequences by Sequential Patterns Mining with Specific Numbers of Gaps," IEEE/ACM Transactions on Computational Biology and Bioinformatics , 2020
  2. 2. C.-L. Liu, S.-W. Fu , Y.-J. Li, J.-W. Huang , H.-M. Wang, and Y. Tsao, "Multichannel Speech Enhancement by Raw Waveform-Mapping Using Fully Convolutional Networks," IEEE/ACM Transactions on Audio, Speech, and Language Processing , 2020.
  3. J.-W. Huang, B. P. Jaysawal, K.-Y. Chen, and Y.-B. Wu, "Mining Frequent and Top-K High Utility Time Interval-based Events with Duration Patterns," Knowledge and Information Systems, online available, 2019.
  4. J.-W. Huang, Y.-B. Wu and B. P. Jaysawal , "On Mining Progressive Positive and Negative Sequential Patterns Simultaneously," Journal of Information Science and Engineering, accepted, 2018.
  5. J.-W. Huang, H.-S. Ma, C.-C. Chung, and Z.-J. Jian, "Unknown but Interesting Recommendation Using Social Penetration," Soft Computing, Vol. 23, Issue 16, pp 7249–7262, 2019(August)
  6. W.-Y. Tseng, K.-H. Chen, and J.-W. Huang, "Crowdsourced Object-labeling Based on a Game-based Mobile Application," Multimedia Tools and Applications, Vol. 78, Issue 13, pp 18137–18168, 2019(July).
  7. B. P. Jaysawal, J.-W. Huang, "DMHUPS: Discovering Multiple High Utility Patterns Simultaneously," Knowledge and Information Systems, Vol. 59, Issue 2, pp 337–359, 2019(May)
  8. B. P. Jaysawal, and J.-W. Huang, "PSP-AMS: Progressive mining of Sequential Patterns Across Multiple Streams," ACM Transactions on Knowledge Discovery from Data, Vol. 13 Issue 1, Article No. 5, 2019(January).
  9. J.-W. Huang, C.-W. Chiang and J.-W. Chang, "Email Security Level Classification of Imbalanced Data Using Artificial Neural Network: The Real Case in a World-leading Enterprise," Engineering Applications of Artificial Intelligence, Vol. 75, pp. 11-21, 2018. (SCI IF=3.526)
  10. P.-W. Soh, J.-W. Chang, and J.-W. Huang, "Adaptive Deep Learning-based Air Quality Prediction Model Using the Most Relevant Spatial-Temporal Relations," IEEE Access, Vol. 6, No. 1, pp. 38186-38199, 2018(December).
  11. S.-H. Fang, H.-H. Liao, Y.-X. Fei, K.-H. Chen, J.-W. Huang , Y.-D. Lu and Y. Tsao, "Transportation Modes Classification Using Sensors on Smartphones," Sensors, Vol. 16, No.8, 1324, 2016.

(B) Conference Paper

  1. Bijay P. Jaysawal, and -W. Huang, "SOHUPDS: A Single-pass One-phase Algorithm for Mining High Utility Patterns over a Data Stream," The 35th ACM/SIGAPP Symposium On Applied Computing (ACM SAC'20), pp. , Mar. 30-Apr. 3, 2020.
  2. -J. Jian, H.-S. Ma, and J.-W. Huang, "CLOSE Local Community Detection by LOcal Structure Expansion in a Complex Network," Proc. of Conference on Technologies and Applications of Artificial Intelligence (TAAI'19), pp. , Nov. 21-23, 2019. (Excellent Paper Award)
  3. -C. Lin, J.-W. Huang and K.-H. Chen, "Improving the Vocabulary Learning by Personalized Proficiency," The 2019 International Conference on Ubi-Media Computing (Ubi-Media 2019), Aug. 6-9, 2019.
  4. -H. Tai, H.-S. Ma, C.-K. Chou and J.-W. Huang, "Social Influence Prediction by a Community-based Convolutional Neural Network," The 33rd Annual Conference of the Japanese Society for Artificial Intelligence (JSAI 2019), pp. 3B4E201-3B4E201, Jun. 4-7, 2019.
  5. -L. Lee, C.-E. Sung, H.-S. Ma, and J.-W. Huang, "IDR: Positive Influence Maximization and Negative Influence Minimization under Competitive Linear Threshold Model," International Workshop on Mobile Data Management, Mining, and Computing on Social Networks (MobiSocial 2019) in conjunction with the 20th IEEE Conference on Mobile Data Management (MDM 2019), pp. 501-506, Jun. 10-13, 2019.
  6. -Y. Wang, J.-W. Chang, and J.-W. Huang, "User Intention-based Document Summarization on Heterogeneous Sentence Networks," 24th International Conference on Database Systems for Advanced Applications (DASFAA 2019), pp. 572-587, Apr. 22-25, 2019.
  7. Edo Zezario, -W. Huang, Xugang Lu, Yu Tsao, H.-T. Hwang, H.-M. Wang, "Deep Denoising Autoencoder-based Post Filtering for Speech Enhancement," Asia-Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA ASC 2018), pp. 373-377, Nov. 12-15, 2018.
  8. -H. Yang, H.-S., Ma and J.-W. Huang, "DNA: General Deterministic Network Adaptive Framework for Multi-Round Multi-Party Influence Maximization, " The 2018 International Conference on Data Science and Advanced Analytics (DSAA'18), pp. 273-282, 2018
  9. -C. Hsin, and J.-W. Huang, "Multi-dependent Latent Dirichlet Allocation," Proc. of Conference on Technologies and Applications of Artificial Intelligence (TAAI'17), Dec. 1-3, 2017.
  10. -W. Yang, Bijay P. Jaysawal, and J.-W. Huang, "Subsequence Search Considering Duration and Relations of Events in Time Interval-based Events Sequences," The 2017 International Conference on Data Science and Advanced Analytics (DSAA'17), pp. 293-302, 2017. (Acceptance rate:25.0%)
  11. -W. Soh, K.-H. Chen, J.-W. Huang and H.-J. Chu, "Spatial-temporal Pattern Analysis and Prediction of Air Quality in Taiwan," The 2017 International Conference on Ubi-Media Computing (UMedia 2017), Aug. 1-4, 2017.
  12. -Y. Tseng, K.-H. Chen, and J.-W. Huang, "An Effective Object Recognition System by a Mobile Application," The 1st International Workshop on Multimedia and IoT: Networks, Systems and Applications (MIOT 2017), in conjunction with The 10th International Conference on Ubi-media Computing, Aug. 1-4, 2017.
  13. -J. Wu, S.-H. Fang, Y.-B. Wu, C.-T. Wu, J.-W. Huang, and Y. Tsao, "A Study of Mobile Advertisement Recommendation Using Real Big Data From AdLocus," The 5th IEEE Global Conference on Consumer Electronics (GCCE 2016), Oct, 2016
  14. -B. Wu, J.-W. Huang and Bijay P. Jaysawal, "Mining Positive and Negative Sequential Patterns in a Progressive Database," The 2016 International Conference on Ubi-Media Computing (UMedia’16), Aug. 15-17, 2016.
  15. -H. Fang, H.-H. Liao, Y.-X. Fei, Y. Tsao and J.-W. Huang, "Transportation Modes Classification Using Sensors on Smartphones," International Conference on Applied System Innovation, Vol. 16, No. 8, 1324, Aug, 2016.
  16. -X. Fei, J.-Y. Chen, S.-H. Fang, Y. Tsao, J.-W. Huang and Bo-Wei Liang, "Advertisement-Click Prediction Based on Mobile Big Data from HyXen AdLocus," International Conference on Advanced Technology Innovation, Jun., 2016.
  17. -Y. Ku, K.-H. Chen, J.-W. Huang and Y. Tsao, "Image Retrieval Using Color-Aware Tag on Progressive Image Search and Recommendation System," The 22nd International Conference on MultiMedia Modeling (MMM'16), pp. 162-173, Jan. 04-06, 2016.

(C) Book/Chapters

1. J.-W. Huang(黃仁暐), and Y.-L. Tu(涂益郎), "和AI做朋友-從0開始學AI (教材&教案)," Ministry of Education, Taiwan (教育部), August, 2019

產學成果

1. 永豐商業銀行

與永豐金控合作協助金控內部風險控管與投資理財等服務,應用人工智慧中深度學習的技術,開發出一套自動化資訊擷取與摘要的系統,此成果不但於學理上有很大的突破(published by DASFAA 2019),實務上更幫助金融從業人員節省大量搜尋資料與閱讀的時間,成功將研究落地生根,並持續改進此系統,設計出依個別使用者量身訂做的客製化理財報告,此成果為金融業首創的「AI金融分析師」。

2. 天氣風險管理開發有限公司

QQAQ空氣汙染指數分析與預測系統:以資料探勘與深度學習的方法預測PM2.5的指數,開發出當時(2018/05)最好的空氣品質預測模型(published by IEEE Access 2018),並完成QQAQ網站和相關服務,提供政府與民眾了解空汙狀況及預警的功能,並與天氣風險公司與中央氣象局洽談產官學三方的合作,共同為打擊台灣的空氣汙染而努力。

 

 

 

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