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1

Opportunities and challenges in developing deep learning models using electronic health records data: a systematic review

Xiao, Cao, Choi, Edward, Sun, Jimeng

Journal:

Journal of the American Medical Informatics Association

Year:

2018

Language:

english

File:

PDF, 607 KB

english, 2018

2

Less is More: Sparse Graph Mining with Compact Matrix Decomposition

Jimeng Sun, Yinglian Xie, Hui Zhang, Christos Faloutsos

Journal:

Statistical Analysis and Data Mining

Year:

2008

Language:

english

File:

PDF, 408 KB

english, 2008

3

Survey on distance metric learning and dimensionality reduction in data mining

Wang, Fei, Sun, Jimeng

Journal:

Data Mining and Knowledge Discovery

Year:

2015

Language:

english

File:

PDF, 351 KB

english, 2015

4

Community Discovery via Metagraph Factorization

Lin, Yu-Ru, Sun, Jimeng, Sundaram, Hari, Kelliher, Aisling, Castro, Paul, Konuru, Ravi

Journal:

ACM Transactions on Knowledge Discovery from Data

Year:

2011

Language:

english

File:

PDF, 6.12 MB

english, 2011

5

Data and Analytics Challenges for a Learning Healthcare System

Basole, Rahul C., Braunstein, Mark L., Sun, Jimeng

Journal:

Journal of Data and Information Quality

Year:

2015

Language:

english

File:

PDF, 74 KB

english, 2015

6

[ACM Press the 24th International Conference - Florence, Italy (2015.05.18-2015.05.22)] Proceedings of the 24th International Conference on World Wide Web - WWW '15 - Incorporating Social Context and Domain Knowledge for Entity Recognition

Tang, Jie, Fang, Zhanpeng, Sun, Jimeng

Year:

2015

Language:

english

File:

PDF, 1.01 MB

english, 2015

7

[ACM Press the Ninth ACM International Conference - San Francisco, California, USA (2016.02.22-2016.02.25)] Proceedings of the Ninth ACM International Conference on Web Search and Data Mining - WSDM '16 - The Troll-Trust Model for Ranking in Signed Networks

Wu, Zhaoming, Aggarwal, Charu C., Sun, Jimeng

Year:

2016

Language:

english

File:

PDF, 449 KB

english, 2016

8

[ACM Press the 16th ACM SIGKDD international conference - Washington, DC, USA (2010.07.25-2010.07.28)] Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining - KDD '10 - Temporal recommendation on graphs via long- and short-term preference fusion

Xiang, Liang, Yuan, Quan, Zhao, Shiwan, Chen, Li, Zhang, Xiatian, Yang, Qing, Sun, Jimeng

Year:

2010

Language:

english

File:

PDF, 546 KB

english, 2010

9

[ACM Press the 12th ACM SIGKDD international conference - Philadelphia, PA, USA (2006.08.20-2006.08.23)] Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining - KDD '06 - Beyond streams and graphs

Sun, Jimeng, Tao, Dacheng, Faloutsos, Christos

Year:

2006

Language:

english

File:

PDF, 1.09 MB

english, 2006

10

[ACM Press the 19th ACM SIGKDD international conference - Chicago, Illinois, USA (2013.08.11-2013.08.14)] Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining - KDD '13 - Big data analytics for healthcare

Sun, Jimeng, Reddy, Chandan K.

Year:

2013

Language:

english

File:

PDF, 594 KB

english, 2013

11

[IEEE 2010 IEEE 10th International Conference on Data Mining (ICDM) - Sydney, Australia (2010.12.13-2010.12.17)] 2010 IEEE International Conference on Data Mining - MoodCast: Emotion Prediction via Dynamic Continuous Factor Graph Model

Zhang, Yuan, Tang, Jie, Sun, Jimeng, Chen, Yiran, Rao, Jinghai

Year:

2010

Language:

english

File:

PDF, 254 KB

english, 2010

12

Effects of feeding and stocking density on digestion of cultured Atlantic salmonSalmo salarL.

Sun, Guoxiang, Zheng, Jimeng, Liu, Baoliang, Liu, Ying

Journal:

Chinese Journal of Oceanology and Limnology

Year:

2014

Language:

english

File:

PDF, 295 KB

english, 2014

13

[IEEE Fifth IEEE International Conference on Data Mining (ICDM'05) - Houston, TX, USA (27-30 Nov. 2005)] Fifth IEEE International Conference on Data Mining (ICDM'05) - Neighborhood Formation and Anomaly Detection in Bipartite Graphs

Jimeng Sun,, Huiming Qu,, Chakrabarti, D., Faloutsos, C.

Year:

2005

Language:

english

File:

PDF, 180 KB

english, 2005

14

[ACM Press the 18th ACM SIGKDD international conference - Beijing, China (2012.08.12-2012.08.16)] Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining - KDD '12 - Cross-domain collaboration recommendation

Tang, Jie, Wu, Sen, Sun, Jimeng, Su, Hang

Year:

2012

Language:

english

File:

PDF, 553 KB

english, 2012

15

[ACM Press the 2007 ACM SIGMOD international conference - Beijing, China (2007.06.11-2007.06.14)] Proceedings of the 2007 ACM SIGMOD international conference on Management of data - SIGMOD '07 - Mining large graphs and streams using matrix and tensor tools

Faloutsos, Christos, Kolda, Tamara G., Sun, Jimeng

Year:

2007

Language:

english

File:

PDF, 50 KB

english, 2007

16

[ACM Press the 17th ACM SIGKDD international conference - San Diego, California, USA (2011.08.21-2011.08.24)] Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining - KDD '11 - GBASE

Kang, U., Tong, Hanghang, Sun, Jimeng, Lin, Ching-Yung, Faloutsos, Christos

Year:

2011

Language:

english

File:

PDF, 1.74 MB

english, 2011

17

[ACM Press the 22nd ACM SIGKDD International Conference - San Francisco, California, USA (2016.08.13-2016.08.17)] Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining - KDD '16 - Multi-layer Representation Learning for Medical Concepts

Choi, Edward, Bahadori, Mohammad Taha, Searles, Elizabeth, Coffey, Catherine, Thompson, Michael, Bost, James, Tejedor-Sojo, Javier, Sun, Jimeng

Year:

2016

Language:

english

File:

PDF, 1.25 MB

english, 2016

18

Efficacy of electroacupuncture in regulating the imbalance of AMH and FSH to improve follicle development and hyperandrogenism in PCOS rats

Shi, Yin, Li, Liang, Zhou, Jing, Sun, Jie, Chen, Liu, Zhao, Jimeng, Wu, Luyi, Cui, Yunhua, Wu, Lingxiang, Wu, Huangan

Journal:

Biomedicine & Pharmacotherapy

Year:

2019

File:

PDF, 2.42 MB

2019

19

Herbs-Partitioned Moxibustion Combined with Acupuncture Inhibits TGF- β 1-Smad-Snail-Induced Intestinal Epithelial Mesenchymal Transition in Crohn’s Disease Model Rats

Shi, Yin, Li, Tao, Zhou, Jing, Li, Yuwei, Chen, Liu, Shang, Haixia, Guo, Yajing, Sun, Yi, Zhao, Jimeng, Bao, Chunhui, Wu, Huangan

Journal:

Evidence-based Complementary and Alternative Medicine

Year:

2019

Language:

english

File:

PDF, 8.12 MB

english, 2019

20

Herbs-Partitioned Moxibustion Combined with Acupuncture Inhibits TGF- β 1-Smad-Snail-Induced Intestinal Epithelial Mesenchymal Transition in Crohn’s Disease Model Rats

Shi, Yin, Li, Tao, Zhou, Jing, Li, Yuwei, Chen, Liu, Shang, Haixia, Guo, Yajing, Sun, Yi, Zhao, Jimeng, Bao, Chunhui, Wu, Huangan

Journal:

Evidence-based Complementary and Alternative Medicine

Year:

2019

File:

PDF, 8.12 MB

2019

21

Ensuring electronic medical record simulation through better training, modeling, and evaluation

Zhang, Ziqi, Yan, Chao, Mesa, Diego A, Sun, Jimeng, Malin, Bradley A

Journal:

Journal of the American Medical Informatics Association

Year:

2019

Language:

english

File:

PDF, 734 KB

english, 2019

22

Recurrent Neural Networks for Early Detection of Heart Failure From Longitudinal Electronic Health Record Data

Chen, Robert, Stewart, Walter F., Sun, Jimeng, Ng, Kenney, Yan, Xiaowei

Journal:

Circulation Cardiovascular Quality and Outcomes

Year:

2019

File:

PDF, 633 KB

2019

23

Opportunities and challenges of deep learning methods for electrocardiogram data: A systematic review

Hong, Shenda, Zhou, Yuxi, Shang, Junyuan, Xiao, Cao, Sun, Jimeng

Journal:

Computers in Biology and Medicine

Year:

2020

File:

PDF, 1.60 MB

2020

24

Dr. Agent: Clinical predictive model via mimicked second opinions

Gao, Junyi, Xiao, Cao, Glass, Lucas M, Sun, Jimeng

Journal:

Journal of the American Medical Informatics Association

Year:

2020

File:

PDF, 349 KB

2020

25

MolTrans: Molecular interaction transformer for drug target interaction prediction

Huang, Kexin, Xiao, Cao, Glass, Lucas M, Sun, Jimeng, Lu, Zhiyong

Journal:

Year:

2020

File:

PDF, 1.72 MB

2020

26

Spatio-temporal join selectivity

Jimeng Sun, Yufei Tao, Dimitris Papadias, George Kollios

Journal:

Information Systems

Year:

2006

Language:

english

File:

PDF, 429 KB

english, 2006

27

Composite distance metric integration by leveraging multiple experts' inputs and its application in patient similarity assessment

Fei Wang, Jimeng Sun, Shahram Ebadollahi

Journal:

Statistical Analysis and Data Mining

Year:

2012

Language:

english

File:

PDF, 445 KB

english, 2012

28

Two heads better than one: pattern discovery in time-evolving multi-aspect data

Jimeng Sun, Charalampos E. Tsourakakis, Evan Hoke, Christos Faloutsos, Tina Eliassi-Rad

Journal:

Data Mining and Knowledge Discovery

Year:

2008

Language:

english

File:

PDF, 612 KB

english, 2008

29

Quantitative Study of Individual Emotional States in Social Networks

Jie Tang, Yuan Zhang, Jimeng Sun, Jinhai Rao, Wenjing Yu, Yiran Chen, Fong, A.C.M.

Journal:

IEEE Transactions on Affective Computing

Year:

2012

Language:

english

File:

PDF, 1.30 MB

english, 2012

30

FacetAtlas: Multifaceted Visualization for Rich Text Corpora

Nan Cao, Jimeng Sun, Yu-Ru Lin, Gotz, D., Shixia Liu, Huamin Qu

Journal:

IEEE Transactions on Visualization and Computer Graphics

Year:

2010

Language:

english

File:

PDF, 1.45 MB

english, 2010

31

[IEEE 2009 IEEE 25th International Conference on Data Engineering (ICDE) - Shanghai, China (2009.03.29-2009.04.2)] 2009 IEEE 25th International Conference on Data Engineering - SmallBlue: Social Network Analysis for Expertise Search and Collective Intelligence

Lin, Ching-Yung, Cao, Nan, Liu, Shi Xia, Papadimitriou, Spiros, Sun, Jimeng, Yan, Xifeng

Year:

2009

Language:

english

File:

PDF, 1.65 MB

english, 2009

32

[IEEE 2008 Eighth IEEE International Conference on Data Mining (ICDM) - Pisa, Italy (2008.12.15-2008.12.19)] 2008 Eighth IEEE International Conference on Data Mining - DisCo: Distributed Co-clustering with Map-Reduce: A Case Study towards Petabyte-Scale End-to-End Mining

Papadimitriou, Spiros, Sun, Jimeng

Year:

2008

Language:

english

File:

PDF, 360 KB

english, 2008

33

POTENTIAL IMPACT OF PREDICTIVE MODELS FOR EARLY DETECTION OF HEART FAILURE ON THE INITIATION OF EVIDENCE-BASED THERAPIES

Rajakrishnan VHavakrishnan, Steven R. Steinhubl, Jimeng Sun, Roy J. Byrd, Zahra Daar, Jason Thompson, Shahram Ebadollahi, Walter F. Stewart

Journal:

Journal of the American College of Cardiology

Year:

2012

Language:

english

File:

PDF, 91 KB

english, 2012

34

gbase: an efficient analysis platform for large graphs

U Kang, Hanghang Tong, Jimeng Sun, Ching-Yung Lin, Christos Faloutsos

Journal:

The VLDB Journal

Year:

2012

Language:

english

File:

PDF, 747 KB

english, 2012

35

[IEEE 2009 Ninth IEEE International Conference on Data Mining (ICDM) - Miami Beach, FL, USA (2009.12.6-2009.12.9)] 2009 Ninth IEEE International Conference on Data Mining - Two Heads Better Than One: Metric+Active Learning and its Applications for IT Service Classification

Wang, Fei, Sun, Jimeng, Li, Tao, Anerousis, Nikos

Year:

2009

Language:

english

File:

PDF, 508 KB

english, 2009

36

[IEEE 2011 International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2011) - Kaohsiung City, Taiwan (2011.07.25-2011.07.27)] 2011 International Conference on Advances in Social Networks Analysis and Mining - Dynamic Social Influence Analysis through Time-Dependent Factor Graphs

Wang, Chi, Tang, Jie, Sun, Jimeng, Han, Jiawei

Year:

2011

Language:

english

File:

PDF, 512 KB

english, 2011

37

Automatic identification of heart failure diagnostic criteria, using text analysis of clinical notes from electronic health records

Byrd, Roy J., Steinhubl, Steven R., Sun, Jimeng, Ebadollahi, Shahram, Stewart, Walter F.

Journal:

International Journal of Medical Informatics

Year:

2014

Language:

english

File:

PDF, 748 KB

english, 2014

38

[ACM Press the sixth ACM international conference - Rome, Italy (2013.02.04-2013.02.08)] Proceedings of the sixth ACM international conference on Web search and data mining - WSDM '13 - Models and algorithms for social influence analysis

Sun, Jimeng, Tang, Jie

Year:

2013

Language:

english

File:

PDF, 295 KB

english, 2013

39

A Framework for Mining Signatures from Event Sequences and Its Applications in Healthcare Data

Wang, Fei, Lee, Noah, Hu, Jianying, Sun, Jimeng, Ebadollahi, Shahram, Laine, Andrew F.

Journal:

IEEE Transactions on Pattern Analysis and Machine Intelligence

Year:

2013

Language:

english

File:

PDF, 1.63 MB

english, 2013

40

[ACM Press the 19th ACM SIGKDD international conference - Chicago, Illinois, USA (2013.08.11-2013.08.14)] Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining - KDD '13 - Confluence

Tang, Jie, Wu, Sen, Sun, Jimeng

Year:

2013

Language:

english

File:

PDF, 815 KB

english, 2013

41

[ACM Press the 19th ACM SIGKDD international conference - Chicago, Illinois, USA (2013.08.11-2013.08.14)] Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining - KDD '13 - FeaFiner

Zhou, Jiayu, Lu, Zhaosong, Sun, Jimeng, Yuan, Lei, Wang, Fei, Ye, Jieping

Year:

2013

Language:

english

File:

PDF, 512 KB

english, 2013

42

PARAMO: A PARAllel predictive MOdeling platform for healthcare analytic research using electronic health records

Ng, Kenney, Ghoting, Amol, Steinhubl, Steven R., Stewart, Walter F., Malin, Bradley, Sun, Jimeng

Journal:

Journal of Biomedical Informatics

Year:

2014

Language:

english

File:

PDF, 1.42 MB

english, 2014

43

Incremental tensor analysis

Sun, Jimeng, Tao, Dacheng, Papadimitriou, Spiros, Yu, Philip S., Faloutsos, Christos

Journal:

ACM Transactions on Knowledge Discovery from Data

Year:

2008

Language:

english

File:

PDF, 1.80 MB

english, 2008

44

[ACM Press the 15th ACM SIGKDD international conference - Paris, France (2009.06.28-2009.07.01)] Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining - KDD '09 - Social influence analysis in large-scale networks

Tang, Jie, Sun, Jimeng, Wang, Chi, Yang, Zi

Year:

2009

Language:

english

File:

PDF, 712 KB

english, 2009

45

Prevalence of Heart Failure Signs and Symptoms in a Large Primary Care Population Identified Through the Use of Text and Data Mining of the Electronic Health Record

Vijayakrishnan, Rajakrishnan, Steinhubl, Steven R., Ng, Kenney, Sun, Jimeng, Byrd, Roy J., Daar, Zahra, Williams, Brent A., deFilippi, Christopher, Ebadollahi, Shahram, Stewart, Walter F.

Journal:

Journal of Cardiac Failure

Year:

2014

Language:

english

File:

PDF, 168 KB

english, 2014

46

Publishing data from electronic health records while preserving privacy: A survey of algorithms

Gkoulalas-Divanis, Aris, Loukides, Grigorios, Sun, Jimeng

Journal:

Journal of Biomedical Informatics

Year:

2014

Language:

english

File:

PDF, 738 KB

english, 2014

47

Informatics methods in medical privacy

Gkoulalas-Divanis, Aris, Loukides, Grigorios, Xiong, Li, Sun, Jimeng

Journal:

Journal of Biomedical Informatics

Year:

2014

Language:

english

File:

PDF, 231 KB

english, 2014

48

Predicting changes in hypertension control using electronic health records from a chronic disease management program

Sun, Jimeng, McNaughton, Candace D, Zhang, Ping, Perer, Adam, Gkoulalas-Divanis, Aris, Denny, Joshua C, Kirby, Jacqueline, Lasko, Thomas, Saip, Alexander, Malin, Bradley A

Journal:

Journal of the American Medical Informatics Association

Year:

2014

Language:

english

File:

PDF, 1.32 MB

english, 2014

49

[IEEE 2011 IEEE International Conference on Healthcare Informatics, Imaging and Systems Biology (HISB) - San Jose, CA, USA (2011.07.26-2011.07.29)] 2011 IEEE First International Conference on Healthcare Informatics, Imaging and Systems Biology - Mining Electronic Medical Records to Explore the Linkage between Healthcare Resource Utilization and Disease Severity in Diabetic Patients

Lee, Noah, Laine, Andrew F., Hu, Jianying, Wang, Fei, Sun, Jimeng, Ebadollahi, Shahram

Year:

2011

Language:

english

File:

PDF, 819 KB

english, 2011

50

[ACM Press the 20th ACM SIGKDD international conference - New York, New York, USA (2014.08.24-2014.08.27)] Proceedings of the 20th ACM SIGKDD international conference on Knowledge discovery and data mining - KDD '14 - Marble

Ho, Joyce C., Ghosh, Joydeep, Sun, Jimeng

Year:

2014

Language:

english

File:

PDF, 533 KB

english, 2014