Southwest Jiaotong University School of Mathematics

信息与计算科学系

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预通知---美国贝尔实验室首席专家将在本月中旬来我院进行计算视觉和机器学习短期讲学

来源:信息与计算科学系   作者:信息与计算科学系     日期:2018-10-02 20:00:47   点击数:  

预通知---

      美国贝尔实验室首席专家将在本月中旬来我院进行短期讲学

          ———计算视觉和机器学习在大数据应用技术中的背景理论和方法


 

    目前,西南交大数学学院和金融大数据研究院正在筹办“可视化数据分析中心”。该中心将与美国贝尔实验室合作,旨在推进视频大数据理论研究和工程技术的应用开发。应数学学院的邀请,美国贝尔实验室首席专家姜洪博士将在1015日到1025日之间在犀浦校区进行短期讲学,具体时间和地点会另行通知。

    本期讲学内容主要针对研究生、相关研究人员和高年级本科生而设置,主要涉及到视频数据处理的基本数学理论,算法技术实现和相关大数据最新研究进展,会给听课者描绘关于视频大数据处理的整体概貌, 目的在于快速的将听众引领到相关研究领域。期间会专门安排座谈会,以方便听众与专家互动。这是一次难得的与国际一流专家面对面交流的机会,欢迎广大师生踊跃参加并相互转告。

    

                                        信息与计算科学系

                                            2018.10.1


另附课程主要信息:

    Applied Math in Computational Imaging and Machine Learning

    These lectures are intended for students who are interested in Applied Math, Computer Vision and Machine Learning and have taken undergraduate courses in Calculus, Partial Differential Equations and Linear Algebra.  The lectures will cover applied mathematics topics in solving real world problems, primarily in the fields of computational imaging, wireless communications and machine learning, including the topics of iterative solutions of systems of linear equations, compressed sensing and Lipschitz learning. The materials presented in the lectures are related to recent research results in computational imaging.

 

Preliminary agenda:

1 Introduction

2 Basics of computational imaging

3 Basics of matrix computations

4 Lensless imaging

5 Iterative solutions of linear systems

6 Imaging with structured illumination

7 Noise analysis

8 Compressive imaging

9 Introduction to theory of compressed sensing

10 Lipschitz learning

 

 

讲授专家姜洪博士简介:

Biography

    Hong Jiang is a Department Head in Bell Labs. His research interests include signal processing, digital communications, and image and video compression. He invented key algorithms for VSB demodulation and HDTV video processing in the first generation receiver chipset for the North America HDTV ATSC system. He pioneered hierarchical modulation for satellite communication that resulted in the commercialization of video transmission over satellite and made key contributions to applications of the hierarchical modulation in the DVS-SH standard. He led the Bell Labs team that invented the lensless compressive imaging as a new way to record the world around us. He has published more than 70 articles in peer reviewed scientific and engineering journals, and more than 40 U.S. patents in digital communications and video processing.