Handbook of Machine Learning Applications for Genomics
暫譯: 基因組學機器學習應用手冊

本地與全球基因組數據的特徵描述。- 使用 RNN 進行 DNA 序列分析。- 深度學習研究 DNA 序列的功能活動。- 用於基因聚類的自編碼器。- 使用深度學習進行基因表達的降維。- 使用深度學習預測 DNA 甲基化狀態。- 基因組學中的遷移學習。- 使用 CNN 模型分析基因表達圖像。- 使用先進機器學習進行基因表達預測。- 使用深度學習預測剪接調控。- 使用深度學習預測轉錄因子結合位點。- 深度學習用於預測蛋白質的結構分類。- 使用先進機器學習和深度學習預測 RNA 的二級結構。- 深度學習用於藥物定位和藥物基因組學。

Sanjiban Sekhar Roy is an Associate Professor in the School of Computer Science and Engineering, Vellore Institute of Technology. He joined VIT in the year 2009 as an Asst. Professor. His research interests include Deep Learning and advanced machine learning. He has published around 50 articles in a reputed international journal (with SCI impact factors) and conferences. He also is editorial board members to a handful of international journals and reviewer to many highly reputed journals such as Neural processing letters, Springer, IEEE Access: The Multidisciplinary Open Access Journal, Computers & Security, Elsevier, International Journal of Advanced Intelligence Paradigms, Inderscience International publishers, International Journal of Artificial Intelligence and Soft Computing, Inderscience International publishers, Ad Hoc Networks, Elsevier, Evolutionary Intelligence, Springer, Journal of Ambient Intelligence and Humanized Computing, Springer, Iranian Journal of Science and Technology, Transactions of Electrical Engineering, Springer. He uses Deep Learning techniques to solve many complex engineering problems, especially those are related to imagery. He is specialized in deep convolutional neural networks. Dr. Roy also has edited many books with reputed interntional publishers such as elsevier, springer and IGI Global. Very recently, Ministry of National Education, Romania in collaboration with "Aurel Vlaicu" University Arad Faculty of Engineers, Romania has awarded Dr. Roy with "Diploma of Excellence" as a sign of appreciation for the special achievements obtained in the scientific research activity in 2019.

Prof. Taguchi is currently a Professor at Department of Physics, Chuo University. Prof. Taguchi received a master degree in Statistical Physics from Tokyo Institute of Technology, Japan in 1986, and PhD degree in Non-linear Physics from Tokyo Institute of Technology, Tokyo, Japan in 1988. He worked at Tokyo Institute of Technology and Chuo University. He is with Chuo University (Tokyo, Japan) since 1997. He currently holds the Professor position at this university. His main research interests are in the area of Bioinformatics, especially, multi-omics data analysis using linear algebra. Dr. Taguchi has published a book on bioinformatics, more than 100 journal papers, book chapters and papers in conference proceedings.

Sanjiban Sekhar Roy 是維洛爾科技學院（Vellore Institute of Technology）計算機科學與工程學院的副教授。他於2009年加入VIT，擔任助理教授。他的研究興趣包括深度學習（Deep Learning）和先進的機器學習（advanced machine learning）。他在多本知名國際期刊（具有SCI影響因子）和會議上發表了約50篇文章。他還是幾本國際期刊的編輯委員會成員，並擔任許多高知名度期刊的審稿人，如《Neural Processing Letters》、《Springer》、《IEEE Access: The Multidisciplinary Open Access Journal》、《Computers & Security》、《Elsevier》、《International Journal of Advanced Intelligence Paradigms》、《Inderscience International Publishers》、《International Journal of Artificial Intelligence and Soft Computing》、《Inderscience International Publishers》、《Ad Hoc Networks》、《Elsevier》、《Evolutionary Intelligence》、《Springer》、《Journal of Ambient Intelligence and Humanized Computing》、《Springer》、《Iranian Journal of Science and Technology》、《Transactions of Electrical Engineering》、《Springer》。他使用深度學習技術解決許多複雜的工程問題，特別是與影像相關的問題。他專精於深度卷積神經網絡（deep convolutional neural networks）。Roy博士還與知名國際出版社如Elsevier、Springer和IGI Global編輯了多本書籍。最近，羅馬尼亞國家教育部與羅馬尼亞阿拉德的「奧雷爾·弗拉伊庫」大學工程學院合作，授予Roy博士「卓越獎狀」（Diploma of Excellence），以表彰他在2019年科學研究活動中取得的特殊成就。

田口教授目前是中央大學（Chuo University）物理系的教授。田口教授於1986年在日本東京工業大學獲得統計物理碩士學位，並於1988年在東京工業大學獲得非線性物理博士學位。他曾在東京工業大學和中央大學工作，自1997年以來一直在中央大學任教，目前擔任該校教授。他的主要研究興趣在於生物資訊學（Bioinformatics）領域，特別是使用線性代數進行多組學數據分析（multi-omics data analysis）。田口博士已出版一本生物資訊學書籍，以及超過100篇期刊論文、書籍章節和會議論文。