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Refereed Publications in Data Mining & Analytics

SOCIAL ANALYTICS

Papers related social analytics can be found here: social analytics

BIOLOGICAL NETWORK ANALYTICS

Papers related to biological network analytics can be found here: biological network analytics.

TIME SERIES ANALYTICS

ID YEAR AUTHORS TITLE ACCEPT. RATE
5 Feb 2023 Rundong Zuo, Guozhong Li, Byron Choi, Sourav S Bhowmick, Daphne Mah, Grace L.H. Wong

SVP-T: A Shape-level Variable-Position Transformer for Multivariate Time Series Classification

In Proceedings of 37th AAAI Conference on Artificial Intelligence (AAAI 2023)

AAAI Press, Washington, D.C., USA.

Acceptance Rate: 19.6%
4 May 2022 Guozhong Li, Byron Choi, Jianliang Xu, Sourav S Bhowmick, Daphne Mah, Grace Wong

IPS: Instance Profile for Shapelet Discovery for Time Series Classification

In the Proceedings of 38th IEEE International Conference on Data Engineering (ICDE 2022)

IEEE CS, Kuala Lumpur, Malaysia

Code

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3 March 2022 Guozhong Li, Byron Choi, Jianliang Xu, Sourav S Bhowmick, Kwok-Pan Chun, Grace Wong

Efficient Shapelet Discovery for Time Series Classification

IEEE Transactions on Data and Knowledge Engineering (TKDE), 34(3), IEEE CS

Code

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2 Feb 2021 Guozhong Li, Byron Choi, Jianliang Xu, Sourav S Bhowmick, Kwok-Pan Chun, Grace L.H. Wong

ShapeNet: A Shapelet-Neural Network Approach for Multivariate Time Series Classification

In Proceedings of 35th AAAI Conference on Artificial Intelligence (AAAI 2021)

Vancouver, Canada.

Code

 Acceptance Rate: 21%
1 October 2020 Guozhong Li, Byron Choi, Sourav S Bhowmick, Grace L.H. Wong, Kwok-Pan Chun, Shiwen Li

Visualet: Visualizing Shapelets for Time Series Classification

In the Proceedings of 29th ACM International Conference on Information and Knowledge Management (CIKM 2020)

ACM Press, Galway, Ireland (Demo).

 Acceptance Rate: 60/160

EVOLUTION ANALYTICS

ID YEAR AUTHORS TITLE ACCEPT. RATE
32 November 2019 Adam Jatowt, Ricardo Campos, Sourav S Bhowmick, Antoine Doucet

Document in Context of the Time (DICT): Providing Temporal Context for Supporting Analysis of Past Documents

In the Proceedings of 28th ACM International Conference on Information and Knowledge Management (CIKM 2019)

ACM Press, Beijing, China (Demo).

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31 September 2019 Yijun Duan, Adam Jatowt, Sourav S. Bhowmick, Masatoshi Yoshikawa

Mapping Entity Sets in News Archives across Time

Data Science and Engineering (DSE), 4(3), Springer-Verlag (Invited, Best of DASFAA 2019)

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30 Apr 2019 Yijun Duan, Adam Jatowt, S S Bhowmick, M Yoshikawa

Typicality-based Identification of Across-time Comparable Entity Pairs in News Archives
In the Proceedings of the 24th International Conference on Database Systems for Advanced Applications (DASFAA 2019)
Springer Verlag, Chiangmai, Thailand (Best Papers of DASFAA 2019)

 Acceptance rate: 18%
29 February 2019 Yating Zhang, Adam Jatowt, Sourav S Bhowmick, Yuji Matsumoto

ATAR: Aspect-based Temporal Analog Retrieval System for Document Archives.

In the Proceedings of 12th ACM International Conference on Web Search and Data Mining (WSDM 2019)

ACM Press, Melbourne, Australia (Demo).

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28 October 2018 Adam Jatowt, Ricardo Campos, Sourav S Bhowmick, Nina Tahmasebi, Antoine Doucet

Every Word has its History: Interactive Exploration and Visualization of Word Sense Evolution.

In the Proceedings of 27th ACM International Conference on Information and Knowledge Management (CIKM 2018)

ACM Press, Turin, Italy (Demo).

 Acceptance Rate: 26/102
27 October 2016 Yating Zhang, Adam Jatowt, Sourav S Bhowmick, Katsumi Tanaka

The Past is Not a Foreign Country: Detecting Semantically Similar Terms across Time

IEEE Transactions on Data and Knowledge Engineering (TKDE), 28(10), IEEE CS
26 July 2015 Yating Zhang, Adam Jatowt, Sourav S Bhowmick, Katsumi Tanaka

Omnia Mutantur, Nihil Interit: Connecting Past with Present by Finding Corresponding Terms across Time

In the Proceedings of 53rd Annual Meeting of the Association for Computational Linguistics (ACL 2015)

Beijing, China.

 Acceptance Rate: 25%
25 Aug 2009 Ling Chen, S S Bhowmick, W Nejdl

NEAR-Miner: Mining Evolution Associations of Web Site Directories for Efficient Maintenance of Web Archives
In the Proceedings of 35thInternational Conference on Very Large Data Bases (VLDB 2009)
Lyon, France

 Acceptance rate 17.9%
24

Oct 2009

 L Chen, S S Bhowmick, W Nejdl COWES: Web User Clustering Based on Evolutionary Web Sessions
Data and Knowledge Engineering Journal (DKE)
68(10), Elsevier Science  (IF 1.75)		 -
23 Apr 2009 Ling Chen, S S Bhowmick

In the Search of NECTARs from Evolutionary Trees
In the Proceedings of 14thInternational Conference on Database Systems for Advanced Applications (DASFAA 2009)
Springer Verlag, Brisbane, Australia

 Acceptance rate 21%
22 Apr 2009 S S Bhowmick

On the Discovery of Conserved XML Query Patterns for Evolution-Conscious Caching
In the Proceedings of 14thInternational Conference on Database Systems for Advanced Applications (DASFAA 2009)
Springer Verlag, Brisbane, Australia

Extended version

 Acceptance rate 21%
21 May 2007 L Chen, S S Bhowmick, W Nejdl

Mirror Site Maintenance Based on Evolution Associations of Web Directories
In the Proceedings of 16th ACM International Conference on World Wide Web (ACM WWW 2007)
ACM Press, Banff, Canada (Poster Paper)

  
20 Aug 2006 Q Zhao, T-Y Liu, S S Bhowmick, W-Y Ma

Event Detection From Evolution of Click-Through Data
In the Proceedings of the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (SIGKDD 2006)
ACM Press, Philadelphia, USA.
ACM Student Travel Award

 Acceptance rate 11%
19 May 2006 Q Zhao, C-H Hoi, T-Y Liu, S S Bhowmick, M R Lyu, W-Y Ma

Time - Dependent Semantic Similarity Measure of Queries Using Historical Click-Through Data
In the Proceedings of the 15th ACM International Conference on World Wide Web (WWW 2006)
ACM Press, Edinburgh, Scotland

 Acceptance rate 11%
18 April 2006 Q Zhao, S S Bhowmick, L Gruenwald

CLEOPATRA: Evolutionary Pattern-based Clustering of Web Usage Data
In the Proceedings of the 10th Pacific Asia Conference on Knowledge Discovery and Data Mining (PAKDD 2006)
Springer-Verlag, Singapore

 Acceptance rate 13.4%
17 April 2006 Q Zhao, S S Bhowmick, A Sun

iWED: An Integrated Multigraph Cut-based Approach for Detecting Events From a Web Site
In the Proceedings of the 10th Pacific Asia Conference on Knowledge Discovery and Data Mining (PAKDD 2006)
Springer-Verlag, Singapore

 Acceptance rate 13.4%
16 Dec 2006 Q Zhao, Ling Chen, S S Bhowmick, S K Madria XML Structural Delta Mining: Issues and Challenges
Data and Knowledge Engineering Journal (DKE)
59(3): pp. 627-651, Elsevier Science		 -
15 Nov 2006 Ling Chen, S S Bhowmick, L-T Chia FRACTURE-Mining: Mining Frequently and Concurrently Mutating Structures from Historical XML Documents
Data and Knowledge Engineering Journal (DKE)
59(2); pp. 320-347, Elsevier Science		 -
14 April 2006 L Chen, S S Bhowmick, J Li

Mining Temporal Indirect Associations
In the Proceedings of the 10th Pacific Asia Conference on Knowledge Discovery and Data Mining (PAKDD 2006)
Springer-Verlag, Singapore

 Acceptance rate 13.4%
13 April 2006 L Chen, S S Bhowmick, J Li

COWES: Clustering Web Users Based on Historical Web Sessions
In the Proceedings of the 11th International Conference on Database Systems for Advanced Applications (DASFAA 2006)
Springer-Verlag, Singapore

 Acceptance rate 24.5%
12 2006 Zhao Qiankun, S S Bhowmick, S K Madria

Research Issues in Web Structural Delta Mining
Foundations and Novel Approaches in Data Mining Series: Studies in Computational Intelligence
Vol. 9 Lin, T.Y.; Ohsuga, S.; Liau, C.-J.; Hu, X. (Eds.), Springer Verlag

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11 Oct-Nov 2005 Q Zhao, S S Bhowmick, L Gruenwald

WAM-Miner: In the Search of Web Access Motifs from Historical Web Log Data
In the Proceedings of the 14th ACM International Conference on Information and Knowledge Management (ACM CIKM 2005)
ACM Press, Bremen, Germany

 Acceptance rate 18%
10 Oct-Nov 2005 Q Zhao, S S Bhowmick, L Gruenwald

Mining Conserved XML Query Paths for Dynamic-Conscious Caching
In the Proceedings of the 14th ACM International Conference on Information and Knowledge Management (ACM CIKM 2005)
ACM Press, Bremen, Germany (Poster Paper)

 Acceptance rate 21.6% (75/348)
9 Apr 2005 Ling Chen, S S Bhowmick, C Chia

Mining Positive and Negative Association Rules from XML Query Patterns for Caching
In the Proceedings of the 10th International Conference on Database Systems for Advanced Applications (DASFAA 2005)
Springer Verlag, Beijing, China

 Acceptance rate 22%
8 Apr 2005 Q Zhao, S S Bhowmick

FASST Mining: Discovering Frequently Changing Semantic Structure from Versions of Unordered XML Documents
In the Proceedings of the 10th International Conference on Database Systems for Advanced Applications (DASFAA 2005)
Springer Verlag, Beijing, China

 Acceptance rate 22%
7 Nov 2004 Q Zhao, S S Bhowmick, M Mohania, Y Kambayashi

Discovering Frequently Changing Structures from Historical Structural Deltas of Unordered XML
In the Proceedings of the 13th ACM International Conference on Information and Knowledge Management (ACM CIKM 2004)
ACM Press, Washington D.C, USA
Best Paper Award,
Distinguished Hyperion Travel Grant Award

 Acceptance rate 19%
6 Sep 2004 Q Zhao, S S Bhowmick

Mining History of Changes to Web Access Patterns
In the Proceedings of the 8th European Conference on Principles and Practice of Knowledge Discovery in Databases (PKDD 2004)
Pisa, Italy (Poster Paper)

 Acceptance rate 18%
5 Sep 2004 Q Zhao, S S Bhowmick, Sanjay Madria

Discovering Pattern-based Dynamic Structures from Versions of Unordered XML Documents
In the Proceedings of the 6th International Conference on Data Warehousing and Knowledge Discovery (DAWAK 2004)
Springer-Verlag, Zaragoza, Spain

 Acceptance rate 24%
4 Sep 2004 Ling Chen, S S Bhowmick, Clement Chia

Mining Maximal Frequently Changing Subtree Pattern from XML Documents
In the Proceedings of the 6th International Conference on Data Warehousing and Knowledge Discovery (DAWAK 2004)
Springer-Verlag, Zaragoza, Spain

 Acceptance rate 24%
3 May 2004 Ling Chen, S S Bhowmick, C. Chia

Mining Association Rules from Structural Deltas of Historical XML Documents
In the Proceedings of the 8th Pacific Asia Conference on Knowledge Discovery and Data Mining (PAKDD 2004)
Springer Verlag, Sydney, Australia

 Acceptance rate 34%
2 2004 Zhao Qiankun, S S Bhowmick

Mining Historical XML: Issues and Challenges
Encyclopedia of Data Warehousing and Mining,
Idea Groups Inc.

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1 Nov 2003 Zhao Qiankun, Sourav S Bhowmick, Sanjay Madria

Research Issues in Web Structural Delta Mining
In the Proceedings of IEEE Workshop on Foundation and New Directions in Data Mining (in conjunction with IEEE ICDM 2003)
IEEE Computer Society, Melbourne, Florida, USA

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WEB MINING

ID YEAR AUTHORS TITLE ACCEPT. RATE
11 Aug 2005 Vladimir Kovalev, S S Bhowmick, S K Madria HW-STALKER: A Machine Learning-based System for Transforming QURE-Pagelets to XML
Data and Knowledge Engineering Journal (DKE)
54(2); pp. 241-276, Elsevier Science		 -
10 Nov 2004 Chen Ling, Sourav S Bhowmick, Clement Chia

VRules: An Effective Association-based Classifier for Videos
In the Proceedings of the 2nd ACM International Workshop on Multimedia Databases (in conjunction with ACM CIKM 2004)
ACM Press, Washington D.C, USA

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9 Sep 2004 V Kovalev, S S Bhowmick, Sanjay Madria

HW-STALKER: A Machine Learning-based Approach to Transform Hidden Web Data to XML
In the Proceedings of the 15th International Conference on Database and Expert Systems Applications (DEXA 2004)
Springer-Verlag, Zaragoza, Spain

 Acceptance rate 30%
8 Sep 2003 D Dhyani, S S Bhowmick, Wee Keong Ng

Modelling and Predicting Web Page Accesses using Markov Processes
In the Proceedings of the 4th International Workshop On Management Information on the Web (in conjunction with DEXA 2003)
IEEE Computer Society, Prague, Czech Republic

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7 Sep 2003 Devanshu Dhyani, S S Bhowmick, W K Ng Deriving and Verifying Statistical Distribution of a Hyperlink-based Web Page Quality Metric
Data and Knowledge Engineering Journal (DKE)
46(3): pp. 291-315, Elsevier Science		 -
6 Oct 2002 S S Bhowmick, S K Madria, W K Ng What Can a Web Bag Discover for You?
Data and Knowledege Engineering (DKE)
43(1), pp. 79-119, Elsevier Science		 -
5 Sep 2002 D Dhyani, S S Bhowmick, W K Ng

Modelling and Predicting Web Page Accesses Using Burrell´s Model
In the Proceedings of the 3rd International Conference on Electronic Commerce and Web Technologies (EC-WEB´02)
Springer-Verlag, Aix-en-Provence, France

  
4 Sep 2002 D Dhyani, S S Bhowmick, W K Ng

Deriving and Verifying Statistical Distribution of a Hyperlink-based Web Page Quality Metric
In the Proceedings of the 13th International Conference on Database and Expert Systems Applications (DEXA 2002)
Springer-Verlag, Aix-en-Provence, France

  
3 Nov 2000 S K Madria, Chris Raymond, S S Bhowmick, Mukesh Mohania

Association Rules for Web Data Mining in WHOWEDA
In the Proceedings of the International Conference on Digital Libraries: Research and Practices
Kyoto, Japan (Invited Paper)

  
2 Aug 1999 S S Bhowmick, S K Madria, W K Ng, E P Lim

Research Issues in Web Data Mining
In the Proceedings of the 1st International Conference on Data Warehousing and Knowledge Discovery (DAWAK´99)
Springer-Verlag, Florence, Italy

  
1 Nov 1998 S S Bhowmick, S K Madria, W K Ng, E P Lim

Web Mining in WHOWEDA: Some Issues
In the Proceedings of PRICAI98 Workshop on Knowledge Discovery and Data Mining
Singapore

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