Edward Chang

• Affiliations:

• Department of Computer Science, Stanford University;Department of Electrical & Computer Engineering, University of California, Santa Barbara;Morpho Software, Inc., 3944 State Street, Suite 340, Santa Barbara, CA;VIMA Technologies Inc., Santa Barbara, CA;IEEE;VIMA Technologies, Santa Barbara, California;Google, Inc., Mountain View, CA;Google Research, Beijing, China;VIMA Technologies, Santa Barbara, USA;Google Research, , USA/China;Google Beijing Research, Beijing, China 100084;Google Research;Google Research, Palo Alto;Google Research China;Google Research, Beijing, P.R. China;Google, Beijing, China;Director of Research, Google;Google China, Beijing, China

• Organizations:

• Corel Corp. Inc.;Corel Corp. Inc.;China Nat. Pet. Corp.;Corporate Research Beijing;Corporate Research Beijing;Corporate Research Beijing;Corporate Research Beijing;Corporate Research Beijing;Santa Barbara and Intel Corporation;Santa Barbara and Intel Corporation;Santa Barbara and Intel Corporation;Santa Barbara and Intel Corporation;NEC Corporation and Department of Computer Science;University of California at San Diego and Dynamic Research Corporation;Google Inc. Mountain View;

• Fields:
• empirical study data instance multimedia data data mining data placement data set data stream training data high-dimensional data sequence data

• BubbleUp: low latency fast-scan for media servers

  Edward Chang;Hector Garcia-Molina

  MULTIMEDIA '97 Proceedings of the fifth ACM international conference on Multimedia

• &pgr;DTV: a client-based interactive DTV architecture

  Edward Y. Chang

  MULTIMEDIA '99 Proceedings of the seventh ACM international conference on Multimedia (Part 2)

• Managing parallel disks for continuous media data

  Edward Chang;Chen Li;Hector Garcia-Molina

  Information organization and databases

• PBIR - perception-based image retrieval

  Edward Chang;Kwang-Ting Cheng;Lihyuarn L. Chang

  SIGMOD '01 Proceedings of the 2001 ACM SIGMOD international conference on Management of data

• Support vector machine active learning for image retrieval

  Simon Tong;Edward Chang

  MULTIMEDIA '01 Proceedings of the ninth ACM international conference on Multimedia

• PBIR: perception-based image retrieval-a system that can quickly capture subjective image query concepts

  Edward Chang;Kwang-Ting Cheng;Wei-Cheng Lai;Ching-Tung Wu;Chengwei Chang;Yi-Leh Wu

  MULTIMEDIA '01 Proceedings of the ninth ACM international conference on Multimedia

• Support vector machine pairwise classifiers with error reduction for image classification

  King-Shy Goh;Edward Chang;Kwang-Ting Cheng

  MULTIMEDIA '01 Proceedings of the 2001 ACM workshops on Multimedia: multimedia information retrieval

• Answering queries with useful bindings

  Chen Li;Edward Chang

  ACM Transactions on Database Systems (TODS)

• SVM binary classifier ensembles for image classification

  King-Shy Goh;Edward Chang;Kwang-Ting Cheng

  Proceedings of the tenth international conference on Information and knowledge management

• Managing parallel disks for continuous media data

  Edward Chang;Chen Li;Hector Garcia-Molina

  Information organization and databases

• Reducing Initial Latency in Media Servers

  Edward Chang;Hector Garcia-Molina

  IEEE MultiMedia

• Clustering for Approximate Similarity Search in High-Dimensional Spaces

  Chen Li;Edward Chang;Hector Garcia-Molina;Gio Wiederhold

  IEEE Transactions on Knowledge and Data Engineering

• Virtual IO: preemptible disk access

  Zoran Dimitrijević;Raju Rangaswami;Edward Chang

  Proceedings of the tenth ACM international conference on Multimedia

• PBIR-MM: multimodal image retrieval and annotation

  Wei-Cheng Lai;Chengwei Chang;Edward Chang;Kwang-Ting Cheng;Michael Crandell

  Proceedings of the tenth ACM international conference on Multimedia

• DynDex: a dynamic and non-metric space indexer

  King-Shy Goh;Beitao Li;Edward Chang

  Proceedings of the tenth ACM international conference on Multimedia

• On Answering Queries in the Presence of Limited Access Patterns

  Chen Li;Edward Y. Chang

  ICDT '01 Proceedings of the 8th International Conference on Database Theory

• Mining Image Features for Efficient Query Processing

  Beitao Li;Wei-Cheng Lai;Edward Y. Chang;Kwang-Ting Cheng

  ICDM '01 Proceedings of the 2001 IEEE International Conference on Data Mining

• Effective Memory Use in a Media Server

  Edward Y. Chang;Hector Garcia-Molina

  VLDB '97 Proceedings of the 23rd International Conference on Very Large Data Bases

• MORF: A Distributed Multimodal Information Filtering System

  Yi-Leh Wu;Edward Y. Chang;Kwang-Ting Cheng;Chengwei Chang;Chen-Cha Hsu;Wei-Cheng Lai;Ching-Tung Wu

  PCM '02 Proceedings of the Third IEEE Pacific Rim Conference on Multimedia: Advances in Multimedia Information Processing

• Hybrid Learning Schemes for Multimedia Information Retrieval

  Wei-Cheng Lai;Edward Chang;Kwang-Ting Cheng

  PCM '02 Proceedings of the Third IEEE Pacific Rim Conference on Multimedia: Advances in Multimedia Information Processing

• An Architecture of a Web-Based Collaborative Image Search Engine

  Wei-Cheng Lai;Gerard Sychay;Edward Y. Chang

  On the Move to Meaningful Internet Systems, 2002 - DOA/CoopIS/ODBASE 2002 Confederated International Conferences DOA, CoopIS and ODBASE 2002

• Toward Perception-Based Image Retrieval

  Edward Y. Chang;Beitao Li;Chen Li

  CBAIVL '00 Proceedings of the IEEE Workshop on Content-based Access of Image and Video Libraries (CBAIVL'00)

• Reducing Initial Latency in a Multimedia Storage System

  Edward Chang;Hector Garcia-Molina

  Reducing Initial Latency in a Multimedia Storage System

• 2D BubbleUp: Managing Parallel Disks for Media Servers

  Edward Chang;Hector Garcia-Molina;Chen Li

  2D BubbleUp: Managing Parallel Disks for Media Servers

• On managing continuous media data

  Hector Garcia-Molina;Edward Yjhuei Chang

  On managing continuous media data

• Invariant Feature Extraction and Biased Statistical Inference for Video Surveillance

  Yi Wu;Long Jiao;Gang Wu;Edward Chang;Yuan-Fang Wang

  AVSS '03 Proceedings of the IEEE Conference on Advanced Video and Signal Based Surveillance

• MEGA---the maximizing expected generalization algorithm for learning complex query concepts

  Edward Chang;Beitao Li

  ACM Transactions on Information Systems (TOIS)

• The anatomy of a multimodal information filter

  Yi-Leh Wu;King-Shy Goh;Beitao Li;Huaxing You;Edward Y. Chang

  Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining

• Multi-camera spatio-temporal fusion and biased sequence-data learning for security surveillance

  Gang Wu;Yi Wu;Long Jiao;Yuan-Fang Wang;Edward Y. Chang

  MULTIMEDIA '03 Proceedings of the eleventh ACM international conference on Multimedia

• Statistical learning and data mining for visual information retrieval

  Beitao Li;Edward Chang

  Statistical learning and data mining for visual information retrieval

• First ACM SIGMM international workshop on Video surveillance

  Edward Y. Chang;Yuan-Fang Wang

  IWVS '03 First ACM SIGMM international workshop on Video surveillance

• Adaptive stream resource management using Kalman Filters

  Ankur Jain;Edward Y. Chang;Yuan-Fang Wang

  SIGMOD '04 Proceedings of the 2004 ACM SIGMOD international conference on Management of data

• Proceedings of the ACM 2nd international workshop on Video surveillance & sensor networks

  Edward Chang;Yuan-Fang Wang;Feng Zhao

  2004 12th Annual ACM International Conference on Multimedia

• Multimodal concept-dependent active learning for image retrieval

  King-Shy Goh;Edward Y. Chang;Wei-Cheng Lai

  Proceedings of the 12th annual ACM international conference on Multimedia

• Optimal multimodal fusion for multimedia data analysis

  Yi Wu;Edward Y. Chang;Kevin Chen-Chuan Chang;John R. Smith

  Proceedings of the 12th annual ACM international conference on Multimedia

• Distance-function design and fusion for sequence data

  Yi Wu;Edward Y. Chang

  Proceedings of the thirteenth ACM international conference on Information and knowledge management

• Aligning Boundary in Kernel Space for Learning Imbalanced Dataset

  Gang Wu;Edward Y. Chang

  ICDM '04 Proceedings of the Fourth IEEE International Conference on Data Mining

• Quality-of-service scheduling in storage systems

  Zoran Dimitrijevic;Edward Y. Chang

  Quality-of-service scheduling in storage systems

• On scalability of active learning for formulating query concepts

  Wei-Cheng Lai;Kingshy Goh;Edward Y. Chang

  Proceedings of the 1st international workshop on Computer vision meets databases

• Enhanced Perceptual Distance Functions and Indexing for Image Replica Recognition

  Arun Qamra;Yan Meng;Edward Y. Chang

  IEEE Transactions on Pattern Analysis and Machine Intelligence

• Real-time storage systems for multimedia

  Raju Rangaswami;Edward Chang

  Real-time storage systems for multimedia

• Statistical learning for high-dimensional data understanding

  King-Shy Goh;Edward Y. Chang

  Statistical learning for high-dimensional data understanding

• Adaptive sampling for sensor networks

  Ankur Jain;Edward Y. Chang

  DMSN '04 Proceeedings of the 1st international workshop on Data management for sensor networks: in conjunction with VLDB 2004

• Semantics and feature discovery via confidence-based ensemble

  Kingshy Goh;Beitao Li;Edward Y. Chang

  ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)

• KBA: Kernel Boundary Alignment Considering Imbalanced Data Distribution

  Gang Wu;Edward Y. Chang

  IEEE Transactions on Knowledge and Data Engineering

• Formulating distance functions via the kernel trick

  Gang Wu;Edward Y. Chang;Navneet Panda

  Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining

• Systems Support for Preemptive Disk Scheduling

  Zoran Dimitrijevic;Raju Rangaswami;Edward Y. Chang

  IEEE Transactions on Computers

• Using One-Class and Two-Class SVMs for Multiclass Image Annotation

  King-Shy Goh;Edward Y. Chang;Beitao Li

  IEEE Transactions on Knowledge and Data Engineering

• Design and Implementation of Semi-preemptible IO

  Zoran Dimitrijevic;Raju Rangaswami;Edward Chang

  FAST '03 Proceedings of the 2nd USENIX Conference on File and Storage Technologies

• Proceedings of the third ACM international workshop on Video surveillance & sensor networks

  J. K. Aggarwal;Rita Cucchiara;Edward Chang;Yuan-Fang Wang

  Multimedia and Security Workshop 2005

• A video analysis framework for soft biometry security surveillance

  Yuan-Fang Wang;Edward Y. Chang;Ken P. Cheng

  Proceedings of the third ACM international workshop on Video surveillance & sensor networks

• Learning with non-metric proximity matrices

  Gang Wu;Edward Y. Chang;Zhihua Zhang

  Proceedings of the 13th annual ACM international conference on Multimedia

• Formulating context-dependent similarity functions

  Gang Wu;Edward Y. Chang;Navneet Panda

  Proceedings of the 13th annual ACM international conference on Multimedia

• Multimodal metadata fusion using causal strength

  Yi Wu;Edward Y. Chang;Belle L. Tseng

  Proceedings of the 13th annual ACM international conference on Multimedia

• Multimodal multimedia metadata fusion

  Yi Wu;Edward Y. Chang

  Multimodal multimedia metadata fusion

• KDX: An Indexer for Support Vector Machines

  Navneet Panda;Edward Y. Chang

  IEEE Transactions on Knowledge and Data Engineering

• Concept boundary detection for speeding up SVMs

  Navneet Panda;Edward Y. Chang;Gang Wu

  ICML '06 Proceedings of the 23rd international conference on Machine learning

• Learning the unified kernel machines for classification

  Steven C. H. Hoi;Michael R. Lyu;Edward Y. Chang

  Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining

• Incremental approximate matrix factorization for speeding up support vector machines

  Gang Wu;Edward Chang;Yen Kuang Chen;Christoper Hughes

  Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining

• Identifying Color in Motion in Video Sensors

  Gang Wu;Amir Rahimi;Edward Y. Chang;Kingshy Goh;Tomy Tsai;Ankur Jain;Yuan-Fang Wang

  CVPR '06 Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition - Volume 1

• EXTENT: fusing context, content, and semantic ontology for photo annotation

  Edward Y. Chang

  Proceedings of the 2nd international workshop on Computer vision meets databases

• Using pivots to index for support vector machine queries

  Arun Qamra;Edward Y. Chang

  Proceedings of the 2nd international workshop on Computer vision meets databases

• Unified and scalable learning in multimedia information retrieval

  Edward Y. Chang

  MIR '06 Proceedings of the 8th ACM international workshop on Multimedia information retrieval

• Efficient top-k hyperplane query processing for multimedia information retrieval

  Navneet Panda;Edward Y. Chang

  MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia

• Fotofiti: web service for photo management

  Benjamin N. Lee;WenYen Chen;Edward Y. Chang

  MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia

• A scalable service for photo annotation, sharing, and search

  Benjamin N. Lee;Wen-Yen Chen;Edward Y. Chang

  MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia

• Fotowiki: distributed map enhancement service

  Wen-Yen Chen;Benjamin N. Lee;Edward Y. Chang

  MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia

• Active learning in very large databases

  Navneet Panda;King-Shy Goh;Edward Y. Chang

  Multimedia Tools and Applications

• Mining blog stories using community-based and temporal clustering

  Arun Qamra;Belle Tseng;Edward Y. Chang

  CIKM '06 Proceedings of the 15th ACM international conference on Information and knowledge management

• Adaptive non-linear clustering in data streams

  Ankur Jain;Zhihua Zhang;Edward Y. Chang

  CIKM '06 Proceedings of the 15th ACM international conference on Information and knowledge management

• Large-scale machine learning using kernel methods

  Edward Y. Chang;Gang Wu

  Large-scale machine learning using kernel methods

• Building MEMS-based storage systems for streaming media

  Raju Rangaswami;Zoran Dimitrijević;Edward Chang;Klaus Schauser

  ACM Transactions on Storage (TOS)

• Scalable techniques for the application of machine learning to large datasets

  Edward Y. Chang;Navneet Panda

  Scalable techniques for the application of machine learning to large datasets

• Statistical mining in data streams

  Edward Y. Chang;Ankur Jain

  Statistical mining in data streams

• Rich media and web 2.0

  Edward Chang;Ken Ong;Susanne Boll;Wei-Ying Ma

  Proceedings of the 17th international conference on World Wide Web

• Techniques for scalability in multimedia retrieval

  Edward Y. Chang;Arun Qamra

  Techniques for scalability in multimedia retrieval

• Scalable landmark recognition using EXTENT

  Arun Qamra;Edward Y. Chang

  Multimedia Tools and Applications

• Organizing multimedia data socially

  Edward Y. Chang

  CIVR '08 Proceedings of the 2008 international conference on Content-based image and video retrieval

• Combinational collaborative filtering for personalized community recommendation

  Wen-Yen Chen;Dong Zhang;Edward Y. Chang

  Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining

• Parallel Spectral Clustering

  Yangqiu Song;Wen-Yen Chen;Hongjie Bai;Chih-Jen Lin;Edward Y. Chang

  ECML PKDD '08 Proceedings of the European conference on Machine Learning and Knowledge Discovery in Databases - Part II

• Pfp: parallel fp-growth for query recommendation

  Haoyuan Li;Yi Wang;Dong Zhang;Ming Zhang;Edward Y. Chang

  Proceedings of the 2008 ACM conference on Recommender systems

• Web-Scale Image Annotation

  Jiakai Liu;Rong Hu;Meihong Wang;Yi Wang;Edward Y. Chang

  PCM '08 Proceedings of the 9th Pacific Rim Conference on Multimedia: Advances in Multimedia Information Processing

• MEDIC: A Memory & Disk Cache for Multimedia Clients

  Edward Chang;Hector Garcia-Molina

  ICMCS '99 Proceedings of the IEEE International Conference on Multimedia Computing and Systems - Volume 2

• Collaborative filtering for orkut communities: discovery of user latent behavior

  Wen-Yen Chen;Jon-Chyuan Chu;Junyi Luan;Hongjie Bai;Yi Wang;Edward Y. Chang

  Proceedings of the 18th international conference on World wide web

• Parallel Algorithms for Collaborative Filtering

  Edward Y. Chang

  AAIM '09 Proceedings of the 5th International Conference on Algorithmic Aspects in Information and Management

• PLDA: Parallel Latent Dirichlet Allocation for Large-Scale Applications

  Yi Wang;Hongjie Bai;Matt Stanton;Wen-Yen Chen;Edward Y. Chang

  AAIM '09 Proceedings of the 5th International Conference on Algorithmic Aspects in Information and Management

• Parallel algorithms for mining large-scale rich-media data

  Edward Y. Chang;Hongjie Bai;Kaihua Zhu

  MM '09 Proceedings of the 17th ACM international conference on Multimedia

• Confucius and "its" intelligent disciples

  Edward Y. Chang

  Proceedings of the 18th ACM conference on Information and knowledge management

• Information extraction meets relation databases

  Davood Rafiei;Andrei Broder;Edward Chang;Patrick Pantel

  Proceedings of the 18th ACM conference on Information and knowledge management

• AdHeat: an influence-based diffusion model for propagating hints to match ads

  Hongji Bao;Edward Y. Chang

  Proceedings of the 19th international conference on World wide web

• Scalable indexing for perceptual data

  Arun Qamra;Edward Y. Chang

  MCAM'07 Proceedings of the 2007 international conference on Multimedia content analysis and mining

• Bayesian reasoning for sensor group-queries and diagnosis

  Ankur Jain;Edward Y. Chang;Yuan-Fang Wang

  DASFAA'07 Proceedings of the 12th international conference on Database systems for advanced applications

• Mining web social data with latent aspect models on distributed computers

  Edward Y. Chang;Wen-Yen Chen

  Mining web social data with latent aspect models on distributed computers

• Processing web-scale multimedia data

  Malcolm Slaney;Edward Y. Chang

  Proceedings of the international conference on Multimedia

• A deep-learning model-based and data-driven hybrid architecture for image annotation

  Zhiyu Wang;Dingyin Xia;Edward Y. Chang

  Proceedings of the international workshop on Very-large-scale multimedia corpus, mining and retrieval

• Confucius and its intelligent disciples: integrating social with search

  Xiance Si;Edward Y. Chang;Zoltán Gyöngyi;Maosong Sun

  Proceedings of the VLDB Endowment

• Parallel Spectral Clustering in Distributed Systems

  Wen-Yen Chen;Yangqiu Song;Hongjie Bai;Chih-Jen Lin;Edward Y. Chang

  IEEE Transactions on Pattern Analysis and Machine Intelligence

• PLDA+: Parallel latent dirichlet allocation with data placement and pipeline processing

  Zhiyuan Liu;Yuzhou Zhang;Edward Y. Chang;Maosong Sun

  ACM Transactions on Intelligent Systems and Technology (TIST)

• Design and implementation of semi-preemptible IO

  Zoran Dimitrijević;Raju Rangaswami;Edward Chang

  FAST'03 Proceedings of the 2nd USENIX conference on File and storage technologies

• Search and social integration

  Edward Y. Chang

  WISE'10 Proceedings of the 11th international conference on Web information systems engineering

• Sensor-aided mobile information management and retrieval

  Edward Y. Chang

  Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval

• Proceedings of the 1st international workshop on Mobile location-based service

  S.-H. Gary Chan;Edward Y. Chang;Michael Lyu

  The 2011 ACM Conference on Ubiquitous Computing

• Inertial sensors aided image alignment and stitching for panorama on mobile phones

  Qingxuan Yang;Chengu Wang;Yuan Gao;Hang Qu;Edward Y. Chang

  Proceedings of the 1st international workshop on Mobile location-based service

• XINS: the anatomy of an indoor positioning and navigation architecture

  Yuan Gao;Qingxuan Yang;Guanfeng Li;Edward Y. Chang;Dong Wang;Chengu Wang;Hang Qu;Pei Dong;Faen Zhang

  Proceedings of the 1st international workshop on Mobile location-based service

• Question identification on twitter

  Baichuan Li;Xiance Si;Michael R. Lyu;Irwin King;Edward Y. Chang

  Proceedings of the 20th ACM international conference on Information and knowledge management

• AdHeat — an influence-based diffusion model for propagating hints to personalize social ads

  Edward Y. Chang

  UMAP'10 Proceedings of the 18th international conference on User Modeling, Adaptation, and Personalization

• Hypersphere indexer

  Navneet Panda;Edward Y. Chang;Arun Qamra

  DEXA'06 Proceedings of the 17th international conference on Database and Expert Systems Applications

• A conversation with Dr. Edward Y. Chang

  Edward Y. Chang

  ACM SIGKDD Explorations Newsletter

• Fine-grained device management in an interactive media server

  R. Rangaswami;Z. Dimitrijevic;E. Chang;S. -H.G. Chan

  IEEE Transactions on Multimedia

• Maximizing QoS for interactive DTV clients

  Edward Y. Chang

  Computer Communications

• CBSA: content-based soft annotation for multimodal image retrieval using Bayes point machines

  E. Chang;Kingshy Goh;G. Sychay;Gang Wu

  IEEE Transactions on Circuits and Systems for Video Technology

• MOIST: a scalable and parallel moving object indexer with school tracking

  Junchen Jiang;Hongji Bao;Edward Y. Chang;Yuqian Li

  Proceedings of the VLDB Endowment