ACM Multimedia 2014
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Yong Rui Lenovo Group Dr
Yong Rui Lenovo Group Dr. Yong Rui is currently the Chief Technology Officer and Senior Vice President of Lenovo Group. He is responsible for overseeing Lenovo’s corporate technical strategy, research and development directions, and Lenovo Research organization, which covers intelligent devices, big data analytics, artificial intelligence, cloud computing, 5G and smart lifestyle-related technologies. Before joining Lenovo, Dr. Rui worked for Microsoft for 18 years. His roles included Senior Director and Deputy Managing Director of Microsoft Research Asia (MSRA) (2012-2016), GM of Microsoft Asia-Pacific R&D (ARD) Group (2010-2012), Director of Microsoft Education Product in China (2008-2010), Director of Strategy (2006-2008), and Researcher and Senior Researcher of the Multimedia Collaboration group at Microsoft Research, Redmond, USA (1999-2006). A Fellow of ACM, IEEE, IAPR and SPIE, Dr. Rui is recognized as a leading expert in his fields of research. He is a recipient of many awards, including the 2017 IEEE SMC Society Andrew P. Sage Best Transactions Paper Award, the 2017 ACM TOMM Nicolas Georganas Best Paper Award, the 2016 IEEE Computer Society Technical Achievement Award, the 2016 IEEE Signal Processing Society Best Paper Award and the 2010 Most Cited Paper of the Decade Award from Journal of Visual Communication and Image Representation. He holds 65 US and international issued patents. He has published 4 books, 12 book chapters, and 260 referred journal and conference papers. With over 21,000 citations, and an h-Index of 64, his publications are among the most referenced. Dr. Rui is an Associate Editor of ACM Trans. on Multimedia Computing, Communication and Applications (TOMM), and a founding Editor of International Journal of Multimedia Information Retrieval. -
Sense Beauty Via Face, Dressing, And/Or Voice Tam Nguyen University of Dayton, [email protected]
University of Dayton eCommons Computer Science Faculty Publications Department of Computer Science 10-2012 Sense Beauty via Face, Dressing, and/or Voice Tam Nguyen University of Dayton, [email protected] Si Liu National Laboratory of Pattern Recognition Bingbing Ni Advanced Digital Sciences Center Jun Tan National University of Defense Technology Yong Rui Microsoft Research Asia See next page for additional authors Follow this and additional works at: http://ecommons.udayton.edu/cps_fac_pub Part of the Graphics and Human Computer Interfaces Commons, Other Computer Sciences Commons, Personality and Social Contexts Commons, and the Social Psychology Commons eCommons Citation Nguyen, Tam; Liu, Si; Ni, Bingbing; Tan, Jun; Rui, Yong; and Yan, Shuicheng, "Sense Beauty via Face, Dressing, and/or Voice" (2012). Computer Science Faculty Publications. Paper 67. http://ecommons.udayton.edu/cps_fac_pub/67 This Conference Paper is brought to you for free and open access by the Department of Computer Science at eCommons. It has been accepted for inclusion in Computer Science Faculty Publications by an authorized administrator of eCommons. For more information, please contact [email protected], [email protected]. Author(s) Tam Nguyen, Si Liu, Bingbing Ni, Jun Tan, Yong Rui, and Shuicheng Yan This conference paper is available at eCommons: http://ecommons.udayton.edu/cps_fac_pub/67 Sense Beauty via Face, Dressing, and/or Voice Tam V. Nguyen Si Liu Bingbing Ni National University of National Laboratory of Pattern Advanced Digital Sciences Singapore Recognition Center [email protected] [email protected] [email protected] Jun Tan Yo n g R u i Shuicheng Yan National University of Defense Microsoft Research Asia National University of Technology [email protected] Singapore [email protected] [email protected] ABSTRACT Discovering the secret of beauty has been the pursuit of artists and philosophers for centuries. -
The Future Computed Artificial Intelligence and Its Role in Society
The Future Computed Artificial Intelligence and its role in society By Microsoft With a foreword by Brad Smith and Harry Shum Published by Microsoft Corporation Redmond, Washington. U.S.A. 2018 First published 2018 by Microsoft Corporation One Microsoft Way Redmond, Washington 98052 © 2018 Microsoft. All rights reserved ISBN 978-0-9997508-1-0 Table of contents Foreword The Future Computed 1 Chapter 1 The Future of Artificial Intelligence 22 Microsoft’s Approach to AI 33 The Potential of Modern AI - 43 Addressing Societal Challenges The Challenges AI Presents 48 Chapter 2 Principles, Policies and Laws for the 50 Responsible Use of AI Ethical and Societal Implications 56 Developing Policy and Law for 73 Artificial Intelligence Fostering Dialogue and the Sharing of 82 Best Practices iii Chapter 3 AI and the Future of Jobs and Work 84 The Impact of Technology on Jobs and Work 91 The Changing Nature of Work, the Workplace 101 and Jobs Preparing Everyone for the Future of Work 107 Changing Norms of Changing Worker Needs 122 Working Together 133 Conclusion AI Amplifying Human Ingenuity 134 Endnotes 138 iv Foreword The Future Computed By Brad Smith and Harry Shum 6 Twenty years ago, we both worked at Microsoft, but on The Future Computed opposite sides of the globe. In 1998, one of us was living and working in China as a founding member of the Microsoft Research Asia lab in Beijing. Five thousand miles away, the other was based at the company’s headquarters, just outside of Seattle, leading the international legal and corporate affairs team. -
Few Tips for Gatto Murder Investigation Even After $50,000
Los Feliz Ledger Read by 100,000+ Residents and Business Owners in Los Feliz, Silver Lake, Vol 9. No. 10 April 2014 Atwater Village, Echo Park & Hollywood Hills Commissioners Few Tips for to Decide On Gatto Murder Park Baseball Investigation & Performance Even After Stage $50,000 Reward By Hayley Fox LOS ANGELES —The city’s Ledger Senior Contributing Recreation and Park’s Com- Writer missioners will decide on con- struction of two youth base- More than four months ball fields at Griffith Park’s after the Silver Lake murder of Crystal Springs, April 2nd as Joseph Gatto, police still have well as a permanent stage at little new to report even after the Old Zoo for Symphony in a $50,000 reward was offered the Glen and the Independent for information leading to the Shakespeare Co. arrest and conviction of Gat- The hearing was moved to’s killer. from March 5th to provide According to the Los An- more time for public comment. geles Police Dept. (LAPD) At the commissioner’s, Robbery-Homicide Det. Chris March 19th, Los Feliz Ledger Gable fewer than 25 tips have publisher Allison B. Cohen been received since the reward and Los Feliz Neighborhood was offered in January. Council Recreation Represen- EMERSON IN L.A.—Los Angeles Mayor Eric Garcetti Los Angeles City Councilmember Mitch O’Farrell were This may be, Gable said, tative Mark F. Mauceri spoke on hand March 8th to celebrate the grand opening of the Emerson Los Angeles College. Located on Sunset because law enforcement had in favor of the Crystal Springs Boulevard near the Hollywood Palladium, the 10-story building, designed by award winning Los Angeles architect Thom Payne was designed “to expand the interactive, social aspect of education.” The building already spoken to many—such ballfields; Barbara Ferris and exterior features a sun shading system that adapts to changing weather to maintain indoor temperature as Gatto’s neighbors—imme- Arthur Rubenstein—both of and natural light levels among other sustainable, and beautiful, features. -
Yahoo Search Executive Moves to Microsoft
866-536-8614 | Contact Us www.peakpositions.com Yahoo Search Executive Moves To Microsoft. Rumors are swirling that is move is one of the first steps in setting the stage for Microsoft's take over of Yahoo Search in the coming months. Microsoft (MSFT) released a formal statement last week confirming the hiring of Sean Suchter, an important tech leader at Yahoo (YHOO), from Satya Nadella, SVP for MSN Search, Portal and Advertising: "We are very pleased to confirm that Sean Suchter will be joining Microsoft as the GM of our Silicon Valley Search Technology Center, working on MSN Live Search. Sean will report into Harry Shum when he starts work on December 22. We look forward to welcoming Sean Suchter to Microsoft at that time." Microsoft's talent grab from Yahoo is an interesting one, given that Microsoft has also tried to to buy Yahoo's search and search ad business many times, to little success. Microsoft CEO Steve Ballmer recently discounted the possibility that Microsoft would rebid for all of Yahoo after it abandoned a takeover attempt earlier this year. Ballmer's most recent statements sent Yahoo's stock further into the basement. Losing important execs like Suchter, who was the VP of Search Technology at Yahoo, will also not help the company's prospects. Suchter was deeply involved in Yahoo's efforts to open up its search platform, initiatives the company has touted aggressively as a bright spot in its not so lustrous landscape. Suchter, who came to Yahoo almost six years ago after it acquired Inktomi (the company that got Yahoo into the search business) in early 2003, has been talking with Microsoft for a while and his leaving was not linked or related to the resignation by Jerry Yang to step down as Yahoo's day to day CEO. -
Searching Personal Photos on the Phone with Instant Visual Query Suggestion and Joint Text-Image Hashing
Searching Personal Photos on the Phone with Instant Visual Query Suggestion and Joint Text-Image Hashing Zhaoyang Zengy, Jianlong Fuz, Hongyang Chaoy, Tao Meiz ySchool of Data and Computer Science, Sun Yat-Sen University, Guangzhou, China zMicrosoft Research, Beijing, China [email protected]; {jianf, tmei}@microsoft.com; [email protected] ABSTRACT The ubiquitous mobile devices have led to the unprecedented grow- ing of personal photo collections on the phone. One significant pain point of today’s mobile users is instantly finding specific pho- tos of what they want. Existing applications (e.g., Google Photo and OneDrive) have predominantly focused on cloud-based solu- tions, while leaving the client-side challenges (e.g., query formula- tion, photo tagging and search, etc.) unsolved. This considerably hinders user experience on the phone. In this paper, we present an innovative personal photo search system on the phone, which en- ables instant and accurate photo search by visual query suggestion and joint text-image hashing. Specifically, the system is character- ized by several distinctive properties: 1) visual query suggestion Figure 1: The procedure of image search with visual query (VQS) to facilitate the formulation of queries in a joint text-image suggestion. User can (1) enter a few characters; (2) browse form, 2) light-weight convolutional and sequential deep neural net- the instantly suggested items; (3) select one suggestion to works to extract representations for both photos and queries, and specify search intent; (4) perform image search based on the 3) joint text-image hashing (with compact binary codes) to facili- new query and the compact hashing technique. -
Bilateral Correspondence Model for Words-And-Pictures Association in Multimedia-Rich Microblogs
1 Bilateral Correspondence Model for Words-and-Pictures Association in Multimedia-rich Microblogs ZHIYU WANG, Tsinghua University, Department of Computer Science and Technology PENG CUI, Tsinghua University, Department of Computer Science and Technology LEXING XIE, Australian National University and NICTA WENWU ZHU, Tsinghua University, Department of Computer Science and Technology YONG RUI, Microsoft Research Asia SHIQIANG YANG, Tsinghua University, Department of Computer Science and Technology Nowadays, the amount of multimedia contents in microblogs is growing significantly. More than 20% of microblogs link to a picture or video in certain large systems. The rich semantics in microblogs provide an opportunity to endow images with higher- level semantics beyond object labels. However, this arises new challenges for understanding the association between multimodal multimedia contents in multimedia-rich microblogs. Disobeying the fundamental assumptions of traditional annotation, tagging, and retrieval systems, pictures and words in multimedia-rich microblogs are loosely associated and a correspondence between pictures and words cannot be established. To address the aforementioned challenges, we present the first study analyzing and modeling the associations between multimodal contents in microblog streams, aiming to discover multimodal topics from microblogs by establishing correspondences between pictures and words in microblogs. We first use a data-driven approach to analyze the new characteristics of the words, pictures and their association types in microblogs. We then propose a novel generative model, called the Bilateral Correspondence Latent Dirichlet Allocation (BC-LDA) model. Our BC-LDA model can assign flexible associations between pictures and words, and is able to not only allow picture-word co-occurrence with bilateral directions, but also single modal association. -
Trustworthy Online Controlled Experiments by R Kohavi, D Tang, and Y Xu Copyright (C)2020
From Trustworthy Online Controlled Experiments by R Kohavi, D Tang, and Y Xu copyright (c)2020 https://experimentguide.com Trustworthy Online Controlled Experiments A Practical Guide to A/B Testing Getting numbers is easy; getting numbers you can trust is hard. This practical guide by experimentation leaders at Google, LinkedIn, and Microsoft will teach you how to accelerate innovation using trustworthy online controlled experiments, or A/B tests. Based on practical experiences at companies that each runs more than 20,000 controlled experiments a year, the authors share examples, pitfalls, and advice for students and industry professionals getting started with experiments, plus deeper dives into advanced topics for experienced practitioners who want to improve the way they and their organizations make data-driven decisions. Learn how to: ● Use the scientific method to evaluate hypotheses using controlled experiments ● Define key metrics and ideally an Overall Evaluation Criterion ● Test for trustworthiness of the results and alert experimenters to violated assumptions ● Interpret and iterate quickly based on the results ● Implement guardrails to protect key business goals ● Build a scalable platform that lowers the marginal cost of experiments close to zero ● Avoid pitfalls such as carryover effects, Twyman’s law, Simpson’s paradox, and network interactions ● Understand how statistical issues play out in practice, including common violations of assumptions ron kohavi is a vice president and technical fellow at Airbnb. This book was written while he was a technical fellow and corporate vice president at Microsoft. He was previously director of data mining and personalization at Amazon. He received his PhD in Computer Science from Stanford University. -
Annual Report 2004 Nsa Tc, Ieee Cas Society
2013 Annual Report (June 2012 – May 2013) Multimedia Systems and Applications Technical Committee IEEE Circuits and Systems Society Chairman: Dr. Yen-Kuang Chen Secretary: Dr. Chia-Wen Lin 1. Executive Summary of Multimedia Systems and Applications (MSA) TC The world has witnessed a booming of multimedia usages in the last decade, due to the massive adoption of digital multimedia sensors, broadband and wireless communication, and ubiquitous mobile devices as well as social networks and cloud computing. Multimedia standards, algorithms, platforms, and systems that facilitate capturing, creating, storing, retrieving, distributing, sharing, presenting, and consuming multimedia for emerging applications will significantly improve our life. The Multimedia Systems and Applications Technical Committee (MSATC) aims at advancing the state-ofthe- art of multimedia research in systems and applications, promoting the multimedia concepts, methods and products in CAS and IEEE, and bringing a positive impact to people’s everyday life via technology innovation. We have executed the technical activities excellently, closely working with 3 other IEEE societies in joint publications and conferences. MSA TC has also demonstrated strong leadership in CASS. 2. Technical Committee Meetings: The Multimedia Systems and Applications Technical Committee in the IEEE Circuits and Systems Society annually organized two TC meetings, which were held in ISCAS and ICME. The details of TC Meetings are enlisted in the following: 2.1. Upcoming TC Meeting in ISCAS 2013 Date: 5/21/2013 Time: 13:10-14:15 Location: 202B, CNCC, Beijing, China Chairman: Yen-Kuang Chen Secretary: Chia-Wen Lin 2.2. Upcoming TC Meeting in ICME 2013 Date: 7/16/2013 or 7/17/2013 Time: Around lunch time Location: Fairmont Hotel, San Jose, CA, USA Chairman: Yen-Kuang Chen Secretary: Chia-Wen Lin 3. -
Microsoft Corporation
A Progressive Digital Media business COMPANY PROFILE Microsoft Corporation REFERENCE CODE: 8ABE78BB-0732-4ACA-A41D-3012EBB1334D PUBLICATION DATE: 25 Jul 2017 www.marketline.com COPYRIGHT MARKETLINE. THIS CONTENT IS A LICENSED PRODUCT AND IS NOT TO BE PHOTOCOPIED OR DISTRIBUTED Microsoft Corporation TABLE OF CONTENTS TABLE OF CONTENTS Company Overview ........................................................................................................3 Key Facts.........................................................................................................................3 Business Description .....................................................................................................4 History .............................................................................................................................5 Key Employees .............................................................................................................26 Key Employee Biographies .........................................................................................28 Major Products & Services ..........................................................................................35 SWOT Analysis .............................................................................................................36 Top Competitors ...........................................................................................................44 Company View ..............................................................................................................45 -
Title of Proseedings for 12Th ICNCT in Kagawa, Japan
Next “Generation” Photo and Video Technology Xiaoou Tang Microsoft Research Asia Beijing, P. R. China It is fundamentally important to develop long-term high-impact technology that aims at future applications. It is also important to develop technology that can make immediate impact on our daily life. In general, it is not difficult to build a research demo in computer vision research. However, it is difficult to build a vision system that works in real life. As a result, the impact of computer vision on our daily life is relatively limited compared to other research areas, such as computer graphics, multimedia communication, and networking. In this talk, I will discuss some practical vision topics that we are working on at Microsoft Research Asia. In particular, I would like to demonstrate some technologies that are simple to use, and perhaps more importantly are fun to use. Most of the works focus on processing of children’s photo. We hope these technologies are useful for processing of photos and videos of our children (the next generation of us) now instead of after another generation. Figure 1. Clustering based photo annotation. Assisted by face detection, recognition, and clustering technology, similar faces are put together into clusters, based on which efficient annotation can be carried out in a file explorer like interface by easy interactions such as drag and drop [1][2]. Figure 2. By making use of the tagged faces and analyzing underlying distribution of untagged faces, we can re-rank the spatial configuration of clusters and faces inside each cluster in our user interface to better facilitate annotation [1][3]. -
Mining Query Subtopics from Search Log Data
Mining Query Subtopics from Search Log Data Yunhua Hu Yanan Qian Hang Li Microsoft Research Asia SPKLSTN Lab, Xi’an Jiaotong Microsoft Research Asia Beijing, China University, Xi’an, China Beijing, China [email protected] [email protected] [email protected] Daxin Jiang Jian Pei Qinghua Zheng Microsoft Research Asia Simon Fraser University SPKLSTN Lab, Xi’an Jiaotong Beijing, China Burnaby, BC, Canada University, Xi’an, China [email protected] [email protected] [email protected] ABSTRACT General Terms Most queries in web search are ambiguous and multifaceted. Algorithms, Experimentation Identifying the major senses and facets of queries from search log data, referred to as query subtopic mining in this paper, Keywords is a very important issue in web search. Through search log analysis, we show that there are two interesting phe- Search Log Mining, User Behavior, Query Subtopics, Clus- nomena of user behavior that can be leveraged to identify tering, Search Result Clustering query subtopics, referred to as `one subtopic per search' and `subtopic clarification by keyword'. One subtopic per search 1. INTRODUCTION means that if a user clicks multiple URLs in one query, then Understanding the search intent of users is essential for the clicked URLs tend to represent the same sense or facet. satisfying a user's search needs. How to best represent query Subtopic clarification by keyword means that users often add intent is still an ongoing research problem. One consensus an additional keyword or keywords to expand the query in among the researchers is that the intents of queries can be order to clarify their search intent.