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2025
1. Deepak P, Adwait Parsodkar, Vishnu S Nair, Sutanu Chakraborti, "Incorporating Emergence in Data-driven Algorithms: The Circularity Pathway", AI and Ethics Journal (accepted), 2025 PDF DOI
2. Marc TJ Elliott, Deepak P, Muiris MacCarthaigh, "Mapping dominant AI schools to multiple accountability types", Transforming Government: People, Process and Policy, Emeraldn Publishing DOI PDF
3. Deepak P, "The AI Triple Whammy: Algorithmic Pathways of Worker Harm in the Gig Economy", Journal of Extreme Anthropology 8(2) PDF DOI
4. Sujit Mandava, Deepak P, Sahely Bhadra, "News about Global North considered Truthful! The Geo-political Veracity Gradient in Global South News", Emerging Media Journal, Sage Publishers, 2025 Open Access DOI
5. Marc Elliott, Deepak P, "The Stability Dilemma: Addressing Uncertainty in Public Sector AI", IEEE International Symposium on Ethics in Engineering, Science, and Technology (ETHICS 2025), Illinois, June 2025 (accepted, to appear)
2024
6. [BOOK (Malayalam)] ദീപക് പി., "ഗ്രുൻഡ്രിസ്സെയുടെ ആശയപ്രപഞ്ചം", ചിന്ത പബ്ലിക്കേഷൻസ്, സെപ്റ്റംബർ 2024 Link
7. Deepak P, James Steinhoff, Stanley Simoes, "On the Political Economy of Link-based Web Search", tripleC Communication, Capitalism and Critique: Journal for a Global Sustainable Information Society, 22(2), November 2024 PDF Journal Page
8. Deepak P, "Electoral Administration and State-of-the-Art AI: A Cocktail of Incongruences", The Fletcher Forum of World Affairs, 48(2), Summer 2024 PDF
9. Anoop K, Deepak P, Manjary P. Gangan, Savitha Sam Abraham, Lajish VL, "REDAffectiveLM: leveraging affect enriched embedding and transformer-based neural language model for readers’ emotion detection", Knowledge and Information Systems Journal, August 2024 Open Access Link
10. Priyanka C. Nair, Deepa Gupta, Bhagavatula Indira Devi, Vani Kanjirangat, Deepak P, "Predicting Tumor Type and Residual Status of Suprasellar Lesions using Indian Discharge Summaries", IEEE Access, 2024 PDF Journal Page
11. Adwait Parsodkar, Deepak P, Sutanu Chakraborti, "Navigating the Landscape of Case Fidelity and Competence in Case-Based Reasoning", Forty-fourth SGAI International Conference on Artificial Intelligence (AI-2024), Cambridge, England, December 2024
12. Deepak P, Sahely Bhadra, Anna Jurek-Loughrey, Santhosh Kumar G, M. Satish Kumar, "Geo-political Bias in Fake News Detection AI: The Case of Affect", AI and Ethics Journal, 2024 PDF Journal Page
13. Marc Elliott, Deepak P, Muiris MacCarthaigh, "Evolving Generative AI: Entangling the Accountability Relationship", Digital Government: Research and Practice, 2024 PDF Journal Page
14. Deepak P, "AI Safety: Necessary, but insufficient and possibly problematic", AI & Society Journal, 2024 Journal Version Expanded arXiv version
15. Deepak P, "Mattanchery vs. Chellanam: On the Politics of Randomness in Algorithmic Work Allocation", Intl. Journal of Science, Technology and Innovation, 2024 PDF
16. Anoop Kadan, Deepak P, Sahely Bhadra, Manjary P. Gangan, Lajish VL, "Understanding Latent Affective Bias in Large Pre-trained Neural Language Models", Natural Language Processing Journal, 2024 PDF
17. Sowmya S Sundaram, Sairam Gurajada, Marco Fisichella, Deepak P, Savitha Sam Abraham, "Does a Language Model 'Understand' High School Math? A Survey of Deep Learning based Word Problem Solvers", WIREs Data Mining and Knowledge Discovery Journal, 2024 PDF
18. Stanley Simoes, Deepak P, Muiris MacCarthaigh, "Towards Fairer Centroids in k-means Clustering", in 38th AAAI Conference on Artificial Intelligence (AAAI 2024), February 2024, Vancouver, Canada PDF
19. Muiris MacCarthaigh, Stanley Simoes, Deepak P, "AI in the Public Sector: Fundamental operational questions and how to address them", Research Handbook on Public Management and Artificial Intelligence, Edward Elgar Publishing, 2023 PDF
2023
20. [BOOK (Malayalam)] ദീപക് പി., "നിർമ്മിതബുദ്ധികാലത്തെ സാമൂഹിക-രാഷ്ട്രീയ ജീവിതം", ഡി സി ബുക്ക്സ്, ഓഗസ്റ്റ് 2023 Mini Website Buy [Translation: Deepak P, 'Socio-political Life in the AI Era', DC Books, August 2023]
21. Deepak P, "Corporate Imaginations of Artificial Intelligence and the need for Structural Reform", Conversations on Data Justice in India, Digital Empowerment Foundation, 2023 PDF Full Book
22. Deepak P, "AI and Fake News: Unpacking the Relationships within the Media Ecosystem", Communication and Journalism Research, June 2023 PDF Journal Home
23. Marc Elliott, Deepak P, "A Group-Level Learning Approach Using Logistic Regression For Fairer Decisions", 6th Intl. Workshop on Artificial Intelligence Safety Engineering (WAISE 2023), September 2023, Toulouse, France
24. Adwait Parsodkar, Deepak P, Sutanu Chakraborti, "The Case for Circularities in Case-Based Reasoning", in 31st International Conference on Case-based Reasoning (ICCBR 2023), July 2023, Aberdeen, Scotland, UK PDF
25. Shania Mitra, Ditty Mathew, Deepak P, Sutanu Chakraborti, "Group Fairness in Case-Based Reasoning", in 31st International Conference on Case-based Reasoning (ICCBR 2023), July 2023, Aberdeen, Scotland, UK PDF
26. Deepak P, "ChatGPT is not OK! That’s not (just) because it lies", AI & Society Journal, 2023 PDF
27. Deepak P, Stanley Simoes, Muiris MacCarthaigh, "AI and Core Electoral Processes: Mapping the Horizons", AAAI AI Magazine, Fall 2023 PDF QUB Press Release, Irish Times, Sync NI
28. Navya Sahadevan, Deepak P, "Gender Bias in Fake News: An Analysis", Workshop on Integrity in Social Networks and Media (Integrity23) at WSDM 2023 Conference, February 2023, Singapore PDF
29. Colleen O’Sullivan, Daniel Hsiang-Te Tsai, Ian Chang-Yen Wu, Emanuela Boselli, Carmel Hughes, Deepak Padmanabhan & Yingfen Hsia, "Machine learning applications on neonatal sepsis treatment: a scoping review", BMC Infectious Diseases 23:441 (June 2023) Open Access Link
30. Pritam Deka, Anna Jurek-Loughrey, Deepak P, "Multiple Evidence Combination for Fact-Checking of Health-Related Information", BioNLP 2023 Workshop at ACL 2023 Conference, July 2023
2022
31. Deepak P, Sowmya S Sundaram, "FiSH: Fair Spatial Hot Spots", Journal of Data Mining and Knowledge Discovery, 2022 (IF: 5.4) Open Access Link
32. Abilasha S, Sahely Bhadra, Ahmed Zaheer Dadarkar, Deepak P, "Deep Extreme Mixture Model for Time Series Forecasting", in the 31st ACM International Conference on Information and Knowledge Management (CIKM 2022), October 2022, Atlanta, Georgia, US PDF LINK
33. Adwait Parsodkar, Deepak P, Sutanu Chakraborti, "Never Judge a Case by Its (Unreliable) Neighbors: Estimating Case Reliability for CBR", in the 30th International Conference on Case-based Reasoning (ICCBR 2022), September 2022, Nancy, France Link
34. Pritam Deka, Anna Jurek-Loughrey, Deepak P, "Evidence extraction to validate medical claims in fake news detection", in the 11th International Conference on Health Information Systems, October 2022, Biarritz, France
35. Sarathi K, Shania Mitra, Deepak P, Sutanu Chakraborti, "Counterfactuals as Explanations for Monotonic Classifiers", in the 4th Workshop on CBR for the Explanation of Intelligent Systems (XCBR), held with the ICCBR 2022 Conference, September 2022, Nancy, France PDF
36. Anoop K, Deepak P, Savitha Sam Abraham, Lajish V L, Manjary Gangan P, "Readers’ Affect: Predicting and Understanding Readers’ Emotions with Deep Learning", Journal of Big Data, 2022 PDF Link
37. Pritam Deka, Anna Jurek-Loughrey, Deepak P, "Improved methods to aid unsupervised evidence-based fact checking for online health news", Journal of Data Intelligence, Vol. 3, No. 4, 2022 PDF
2021
38. Anoop K, Manjary P Gangan, Deepak P, Lajish VL, "Towards an enhanced understanding of bias in pretrained language models: A survey with special emphasis on affective bias", International Conference on Data Science and Engineering (ICDSE 2021), Patna, India arxiv
39. Stanley Simoes, Deepak P, Muiris MacCarthaigh, "Exploring Rawlsian Fairness for K-Means Clustering", International Conference on Data Science and Engineering (ICDSE 2021), Patna, India arxiv
40. Deepak P, Savitha Sam Abraham, "FairLOF: Fairness in Outlier Detection", Data Science and Engineering Journal, 2021 PDF LINK
41. Renganathan Subramanian, Devi Ganesan, Deepak P, Sutanu Chakraborti, "Towards Richer Realizations of Holographic CBR", in 29th International Conference on Case-based Reasoning (ICCBR 2021), September 2021 PDF LINK
42. Srashti Kaurav, Devi Ganesan, Deepak P, Sutanu Chakraborti, "Revisiting Fast and Slow Thinking in Case-Based Reasoning", in 29th International Conference on Case-based Reasoning (ICCBR 2021), September 2021 PDF LINK
43. Kaiqiang Yu, Cheng Long, Deepak P and Tanmoy Chakraborty, "On Efficient Large Maximal Biplex Discovery", in IEEE Transactions on Knowledge and Data Engineering, 2021 PDF LINK
44. Pragya Prakash, Jay Rawal, Snehal Gupta, Deepak P, Mukesh Mohania, "Cross-modal Data Linkage for Common Entity Identification", in the 17th International Conference on Advanced Data Mining and Applications (ADMA 2021), Dec 2021, Australia LINK
45. Deepak P, Sanil V, Joemon M. Jose, "On Fairness and Interpretability", IJCAI 2020 Workshop on AI for Social Good (AI4SG), January 2021 LINK PDF
46. [BOOK] Deepak P, Tanmoy Chakraborty, Cheng Long, Santhosh Kumar G, "Data Science for Fake News: Surveys and Perspectives", Springer Book Series on Information Retrieval, Springer International Publishing 2021 Springer
47. [BOOK CHAPTER] Deepak P, "On Unsupervised Methods for Fake News Detection", in Data Science for Fake News: Surveys and Perspectives, Springer, 2021 LINK
48. [BOOK CHAPTER] Deepak P, "Ethical Considerations in Data-driven Fake News Detection", in Data Science for Fake News: Surveys and Perspectives, Springer, 2021 LINK
49. Pritam Deka, Anna Jurek-Loughrey, Deepak P, "Unsupervised keyword combination query generation from online health related content for evidence-based fact checking", in 23rd International Conference on Information Integration and Web-based Applications and Services (iiWAS 2021), Nov-Dec 2021, Austria LINK [Best Paper Award]
50. Srashti Kaurav, Devi Ganesan, Deepak P, Sutanu Chakraborti, "Thinking Fast and Slow: A CBR Perspective", in 34th International FLAIRS Conference (FLAIRS 2021), Florida, USA PDF LINK
51. Anoop VS, Deepak P, Asharaf S, "A distributional semantics-based information retrieval framework for online social networks", Journal of Intelligent Decision Technologies, IOS Press, 2021 LINK
52. Alimuddin Melleng, Anna Jurek-Loughrey, Deepak P, "Ranking online reviews based on their helpfulness: an unsupervised approach", in Recent Advances in Natural Language Processing (RANLP 2021), September 2021, Bulgaria PDF
2020
53. Deepak P, Savitha Sam Abraham, "Fair Outlier Detection", in 21st International Conference on Web Information Systems Engineering (WISE 2020), October 2020, Amsterdam and Leiden, Netherlands Slides Video
54. Ankita Likhyani, Vinayak Gupta, Srijith PK, Deepak P and Srikanta Bedathur, "Modeling Implicit Communities from Geo-tagged Event Traces using Spatio-Temporal Point Processes", in 21st International Conference on Web Information Systems Engineering (WISE 2020), October 2020, Amsterdam and Leiden, Netherlands PDF
55. Anoop K, Deepak P, Lajish VL, "Emotion Cognizance improves Health Fake News Identification", in 24th International Database Engineering & Applications Symposium (IDEAS 2020), August 2020, Incheon, Korea PDF PPT
Media Coverage for the Work: The Hindu (Print, Kochi Edition), The Hindu (Web) , Deshabhimani (Print) , Mathrubhumi (Print) , New Indian Express (Print) , Keesa
56. Deepak P, "Local Connectivity in Centroid Clustering", in 24th International Database Engineering & Applications Symposium (IDEAS 2020), August 2020, Incheon, Korea PDF PPT Video
57. Deepak P, "Whither Fair Clustering?", Position Paper at AI for Social Good Workshop (AI4SG 2020), Harvard, July 2020 PDF Poster
58. Siva Charan Reddy Gangireddy, Deepak P, Cheng Long, Tanmoy Chakraborty, "Unsupervised Fake News Detection: A Graph-based Approach", in 31st ACM Conference on Hypertext and Social Media (HT 2020), July 2020, Florida, USA PDF PPT Video
59. Deepak P, Savitha Sam Abraham, "Representativity Fairness in Clustering", in 12th ACM Web Science Conference (WebSci 2020), July 2020, Southampton, UK PDF PPT Video
60. Savitha Sam Abraham, Deepak P, Sowmya S Sundaram, "Fairness in Clustering with Multiple Sensitive Attributes", in 23rd International Conference on Extending Database Technology (EDBT 2020), March-April 2020, Copenhagen, Denmark PDF
Media Coverage for the Work: QUB Press Release , NDTV , Verdict , Economic Times CIO , Times of India , India Education Diary , Electronics Weekly , DT Next , IANS Live , UNI , Outlook , Gadgets Now , Indian Express Indulge , Sync NI, British Malayali , Marunadan Malayali , The News Minute , DT Next (Print Edition) , NewsD, Silicon India, DaijiWorld, CanIndia, MENAFN, Dainik Jagran (Print Edition) , Telengana Today (Print Edition) , Business World, India Today, Daily Hunt , Analytics India Magazine, Tweet from Ministry of HRD (India) , PC Quest , Statesman , The Federal , Indian Express (Print) , Indian Express Edex Live , IEEE Spectrum
61. Sowmya S Sundaram, Deepak P, Savitha Sam Abraham, "Distributed Representations for Arithmetic Word Problems", in 34th AAAI Conference on Artificial Intelligence (AAAI 2020), February 2020, New York, USA PDF
62. Iknoor Singh, Deepak P, Anoop K, "On the Coherence of Fake News Articles", in 8th International Workshop on News Recommendation and Analytics (INRA 2020), held with ECML PKDD 2020, September 2020, Ghent, Belgium PDF PPT Video
63. Martins Samuel Dogo, Deepak P, Anna Jurek-Loughrey, "Exploring Thematic Coherence in Fake News", in 8th International Workshop on News Recommendation and Analytics (INRA 2020), held with ECML PKDD 2020, September 2020, Ghent, Belgium
64. Soumya Suvra Ghosal, Deepak P, Anna Jurek-Loughrey, "ReSCo-CC: Unsupervised Identification of Key Disinformation Sentences", in 22nd International Conference on Information Integration and Web-based Applications and Services (iiWAS 2020), Nov-Dec 2020, Chiang Mai, Thailand PDF Dataset
65. Meena Padnekar, Santhosh Kumar, Deepak P, "BiLSTM-Autoencoder Architecture for Stance Prediction", in International Conference on Data Science and Engineering (ICDSE 2020), Kochi, India LINK
2019
66. Anish Mathew, Deepak P, Sahely Bhadra, Naran Pindoriya, Aristides Kiprakis, SN Singh, "Time Series Representation Learning Applications for Power Analytics", in 20th International Conference on Intelligent System Applications to Power Systems (ISAP 2019), December 2019, New Delhi, India LINK
67. Alimuddin Melleng, Anna Jurek-Loughrey, Deepak P, "Sentiment and Emotion Based Representations for Fake Reviews Detection", in Recent Advances in Natural Language Processing (RANLP 2019), August 2019, Varna, Bulgaria PDF
68. Anish Mathew, Deepak P, Sahely Bhadra, "Warping Resilient Time Series Embeddings", in the Time Series Workshop at ICML 2019 PDF Poster
69. Ankita Likhyani, Srikanta Bedathur, Deepak P, "Location-Specific Influence Quantification in Location-based Social Networks", ACM Transactions on Intelligent Systems and Technology, 2019 PDF
70. [BOOK] Deepak P and Anna Jurek-Loughrey (Editors), "Linking and Mining Heterogeneous and Multi-view Data", Springer Book Series on Unsupervised and Semi-Supervised Learning, Springer International Publishing 2019 Springer Amazon
71. [BOOK CHAPTER] Deepak P, Anna Jurek-Loughrey. "Multi-View Clustering." In Linking and Mining Heterogeneous and Multi-view Data, pp. 27-53. Springer 2019 PDF
72. [BOOK CHAPTER] Anna Jurek-Loughrey, Deepak P, "Semi-supervised and Unsupervised Approaches to Record Pairs Classification in Multi-Source Data Linkage", In Linking and Mining Heterogeneous and Multi-view Data, pp. 55-78. Springer 2019 PDF
73. [BOOK CHAPTER] K. Anoop, Manjary P. Gangan, Deepak P, V. L. Lajish, "Leveraging Heterogeneous Data for Fake News Detection", In Linking and Mining Heterogeneous and Multi-view Data, pp. 229-264. Springer 2019 PDF
2018
74. Naran Pindoriya, Aristides Kiprakis, Choksi Kushan Ajay, S N Singh, Dinesh Garg, Deepak Padmanabhan, John Thompson, "Integrated Energy Management Framework for Environmentally Sustainable Energy Access", 5th IEEE Uttar Pradesh Section International Conference on Electrical, Electronics and Computer Engineering (UPCON), 2018 IEEE DL PDF
75. Sumit Bhatia, Deepak P, "Topic-specific sentiment analysis can help identify political ideology", 9th Workshop on Computational Approaches to Subjectivity, Sentiment & Social Media Analysis (co-located with EMNLP 2018), November 2018, Brussels, Belgium PDF
76. Carl Duffy, Deepak P, Cheng Long, Satish Kumar, Amit Thorat, Amaresh Dubey, "Fast Identification of Interesting Spatial Regions with Applications in Human Development Research", in 29th International Conference on Database and Expert Systems Applications (DEXA 2018), September 2018, Regensburg, Germany PDF
77. Stanley Simoes, Deepak P, Munu Sairamesh, Deepak Khemani, Sameep Mehta, "Content and Context: Two-pronged Bootstrapped Learning for Regex-formatted Entity Extraction", in 32nd AAAI Conference on Artificial Intelligence (AAAI 2018), February 2018, New Orleans, USA PDF Poster
78. Anna Jurek, Deepak P, "It pays to be Certain: Unsupervised Record Linkage via Ambiguity Minimization", in 22nd Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD 2018), June 2018, Melbourne, Australia PDF
79. Adit Krishnan, Deepak P, Sayan Ranu, Sameep Mehta, "Leveraging Semantic Resources in Diversified Query Expansion", in World Wide Web Journal, Volume 21, Issue 4, 2018 PDF LINK
80. Anil Bandhakavi, Nirmalie Wiratunga, Stewart Massie, Deepak P, "Emotion-Aware Polarity Lexicons for Twitter Sentiment Analysis", Wiley Expert Systems Journal, 2018 PDF
2017
81. Deepak P, "Unsupervised Separation of Transliterable and Native Words for Malayalam", in International Conference on Natural Language Processing (ICON 2017), December 2017, Kolkata, India PDF PPT
82. Deepak P, Dinesh Garg, Shirish Shevade, "Latent Space Embedding for Retrieval in Question-Answer Archives", in International Conference on Empirical Methods in Natural Language Processing (EMNLP 2017), September 2017, Copenhagen, Denmark PDF
83. Ankita Likhyani, Srikanta Bedathur, Deepak P, "LoCaTe: Influence Quantification for Location Promotion in Location-based Social Networks", in 26th International Joint Conference on Artificial Intelligence (IJCAI 2017), Melbourne, Australia PDF Video
84. Colm Sweeney, Deepak Padmanabhan, "Multi-entity sentiment analysis using entity-level feature extraction and deep learning approach", in Recent Advances in Natural Language Processing (RANLP 2017), September 2017, Varna, Bulgaria LINK
85. Anil Bandhakavi, Nirmalie Wiratunga, Stewart Massie, Deepak Padmanabhan, "Lexicon Generation for Emotion Detection from Text", in IEEE Intelligent Systems, Volume: 32, Issue: 1, Jan.-Feb. 2017 pp102-108 PDF LINK
86. Anil Bandhakavi, Nirmalie Wiratunga, Deepak Padmanabhan, Stewart Massie, "Lexicon based Feature Extraction for Emotion Text Classification", in Pattern Recognition Letters Special Issue on Pattern Recognition Techniques in Data Mining, 2017 PDF LINK
87. Rami Alkhawaldeh, Joemon Jose, Deepak P, Fajie Yuan, "LTRo: Learning to Route Queries in Clustered P2P IR", Short Paper in the 39th European Conference on Information Retrieval (ECIR 2017), Aberdeen, UK PDF
88. Anoop VS, Asharaf S, Deepak P, "Topic Modeling for Unsupervised Concept Extraction and Document Ranking", International Symposium on Intelligent Systems Technologies and Applications 2017, September 2017, Manipal, India Springer
2016
89. Rami Alkhawaldeh, Joemon Jose, Deepak P, "Clustering-based Query Routing in Cooperative Semi-structured Peer to Peer Networks", Short Paper in the 28th IEEE International Conference on Tools with Artificial Intelligence (ICTAI 2016), San Jose, CA, USA PDF
90. Deepak P, "MixKMeans: Clustering Question-Answer Archives", in the International Conference on Empirical Methods in Natural Language Processing (EMNLP 2016), November 2016, Austin, Texas, USA PDF
91. Rami Alkhawaldeh, Joemon Jose, Deepak P, "Evaluating Document Retrieval Methods for Resource Selection in Clustered P2P IR", Short Paper in the 25th ACM International Conference on Information and Knowledge Management (CIKM 2016), October 2016, Indianapolis, USA PDF
92. Anil Bandhakavi, Nirmalie Wiratunga, Stewart Massie, Deepak P, "Emotion-corpus based Sentiment Lexicons for Twitter Sentiment Analysis", in the 36th SGAI International Conference on Artificial Intelligence (AI-2016), December 2016, Cambridge, England PDF [[[Best Student Paper Award and Shortlisted for Best Paper]]]
93. Adit Krishnan, Deepak P, Sayan Ranu, Sameep Mehta, "Select, Link and Rank: Diversified Query Expansion and Entity Ranking using Wikipedia", in the 17th International Conference on Web Information Systems Engineering (WISE 2016), November 2016, Shanghai, China PDF PPT Audio [[[ Best Paper Award ]]]
94. Vikas Joshi, Deepak P, LV Subramaniam, "Leveraging Stratification in Twitter Sampling", in the 22nd European Conference on Artificial Intelligence (ECAI 2016), The Hague, Holland, Aug - Sept, 2016. [AR: 27% (177/650)] PDF PPT
95. Deepak P, "Fast, Accurate and Flexible Similarity Search", in Annals of the Indian National Academy of Engineering, Vol. XIII, April 2016. PDF
96. [BOOK CHAPTER] Deepak P, "Anomaly Detection for Data with Spatial Attributes", in Unsupervised Learning Algorithms (Eds. M.E.Celebi, K.Aydin), Springer International Publishing. April 2016. Springer PDF
97. Anoop VS, Asharaf S, Deepak P, "Unsupervised Concept Hierarchy Learning: A Topic Modeling Guided Approach", Procedia Computer Science, Volume 89, 2016, Pages 386–394 Elsevier PDF
2015
98. [BOOK] Deepak P, Prasad M. Deshpande, "Operators for Similarity Search: Semantics, Techniques and Usage Scenarios", in the SpringerBriefs in Computer Science Series, Springer International Publishing. Springer Amazon BN
- 1. Introduction
- 2. Fundamentals of Similarity Search
- 3. Common Similarity Search Operators
- 4. Categorizing Operators
- 5. Advanced Operators for Similarity Search
- 6. Indexing for Similarity Search Operators
- 7. The Road Ahead
99. Ankita Likhyani, Deepak P, Srikanta Bedathur, Sameep Mehta, "Inferring and Exploiting Categories for Next Location Prediction", Poster at the 24th International World Wide Web Conference (WWW 2015), Florence, Italy, May 2015 PDF
100. Sayan Ranu, Deepak P, Aditya Telang, Sriram Raghavan, Prasad Deshpande, "Indexing and Matching Trajectories under Inconsistent Sampling Rates", 31st International Conference on Data Engineering (ICDE 2015), Seoul, Korea, April 2015 PDF
101. Deepak P, Sayan Ranu, Prithu Banerjee, Sameep Mehta, "Entity Linking for Web Search Queries", Short Paper at the 37th European Conference on Information Retrieval (ECIR 2015), Vienna, Austria, March-April, 2015 PDF
2014
102. Aditya Telang, Deepak P, Salil Joshi, Prasad Deshpande, Ranjana Rajendran, "Detecting Localized Homogeneous Anomalies over Spatio-Temporal Data", Data Mining and Knowledge Discovery Journal, 2014 PDF PPT
103. Anil Bandhakavi, Nirmalie Wiratunga, Deepak P, Stewart Massie, "Generating a Word-Emotion Lexicon from #Emotional Tweets", in the 3rd Joint Conference on Lexical and Computational Semantics (*SEM 2014), Dublin, Ireland, August 2014 PDF PPT
104. Deepak P, Karthik Visweswariah, "Unsupervised Solution Post Identification from Discussion Forums", to appear in the 52nd Annual Meeting of the Association for Computational Linguistics (ACL 2014), Baltimore, Maryland, USA, June 2014 PDF PPT
105. Deepak P, Atreyee Dey, Debapriyo Majumdar, "Fast Mining of Interesting Phrases from Subsets of Text Corpora", in the 17th International Conference on Extending Database Technology (EDBT 2014), Athens, Greece, March 2014 PDF PPT
106. Deepak S. Padmanabhan, "Knowledge Management Techniques to Augment Textual CBR", PhD Thesis, Dept. of Computer Sc. and Engg., Indian Institute of Technology Madras (IIT Madras), Chennai, March 2014 PDF
2013
107. Deepak P, Sutanu Chakraborti, Deepak Khemani, "Query Suggestions for Textual Problem Solution Repositories", in the 35th European Conference on Information Retrieval (ECIR 2013), Moscow, Russia, March, 2013 PDF
2012
108. Karin Murthy, Deepak P, Prasad Deshpande, "Improving Recall of Regular Expressions for Information Extraction", 13th Intl. Conf. on Web Information Systems Engineering (WISE 2012), Paphos, Cyprus, November 2012 PDF
109. Deepak P, Karthik Visweswariah, Nirmalie Wiratunga, Sadiq Sani, "Two-part Segmentation of Text Documents", 21st Intl. Conf. on Information and Knowledge Management (CIKM 2012), Maui, Hawaii, USA, Oct-Nov 2012 [Acceptance Rate: 13.4% (full papers)] PDF PPT
110. Karin Murthy, Prasad Deshpande, Atreyee Dey, Ramanujam Halasipuram, Mukesh Mohania, Deepak P, Jennifer Reed, Scott Schumacher, "Exploiting evidence from unstructured data to enhance master data management", Industry Track Paper at the 38th Intl. Conference on Very Large Databases (VLDB 2012), Istanbul, Turkey, August 2012 PDF
111. Deepak P, Sutanu Chakraborti, "Finding Relevant Tweets", Intl. Conference on Web Age Information Management (WAIM 2012), Harbin, China, August 18-20, 2012 PDF PPT
112. Amit Singh, Deepak P, Dinesh Raghu, "Retrieving Similar Discussion Forum Threads: A Structure based Approach", Intl. ACM SIGIR Conf on Research and Development in Information Retrieval (SIGIR 2012), Portland, Oregon, August 2012 (Acceptance Rate:20%) PDF PPT
113. Deepak P, Prasad M Deshpande, Karin Murthy, "Configurable and Extensible Multi-flows for Providing Analytics as a Service on the Cloud", in the Annual SRII Global Conference (SRII 2012), San Jose, California, July 2012 PDF PPT
114. Deepak P and L Venkata Subramaniam, "'Correcting' SMS Text Automatically", Cover Story of Computer Society of India Communications (CSI Comm.), May 2012 PDF
115. Vipin Balachandran, Deepak P, Deepak Khemani, "Interpretable and Reconfigurable Clustering of Document Datasets by Deriving Word-based Rules", in the Knowledge and Information Systems (KAIS) Journal, Vol. 32, Issue 3, 2012 PDF Springer
2011
116. Deepak P, Sutanu Chakraborti, Deepak Khemani, "More or Better: On Trade-offs in Compacting Textual Problem Solution Repositories", Poster at the 2011 ACM Conference on Information and Knowledge Management (ACM CIKM 2011), Glasgow, Scotland, UK, October 2011 PDF
117. Mahashweta Das, Deepak P, Prasad Deshpande, Ramakrishnan Kannan, "Fast Rule Mining Over Multi-Dimensional Windows", at the 2011 SIAM International Conference on Data Mining (SDM 2011), Mesa, Arizona, USA, April 2011 PDF
118. Deepak P, Salil GK, PJ Cherian, "Digital Documentation of Excavation Data: Pattanam Archeological Research", 1st International Conference of the International Association of Asian Heritage (IAAH), Colombo, Sri Lanka, April 7-8, 2011 PDF PPT
119. Prasad Deshpande, Deepak P, "Efficient Reverse Skyline Retrieval with Arbitrary Non-Metric Similarity Measures", at the 14th Intl. Conference on Extending Database Technology (EDBT 2011), Uppsala, Sweden, March 2011 PDF PPT
2010
120. Karin Murthy, Deepak P, Prasad Deshpande, Sreekanth Kakaraparthy, Vedula Surya Sandeep, Vijaya Shyamsundar, Sanjay Singh "Content-Aware Master Data Management", Short Industry Track Paper at the COMAD 2010 Conference, Nagpur PDF Slides
121. Deepak P, Prasad Deshpande, "Efficient RkNN Retrieval with Arbitrary Non-Metric Similarity Measures", at the VLDB 2010 Conference, Singapore (and PVDLB Vol. 3, 2010) PDF PPT
2009
122. Jon Lenchner, Daniela Rosu, Nicole Velasquez, Shang Guo, Ken Christiance, Don DeFelice, Prasad Deshpande, Krishna Kummamuru, Naama Kraus, Laura Luan, Debapriyo Majumdar, Martin Mc Laughlin, Shila Ofek-Koifman, Deepak P, Charles Perng, Haggai Roitman, Chris Ward, James Young, "A Service Delivery Platform for Server Management Services", IBM Journal of Research and Development, 53(6), 2009 PDF LINK
123. Joseph Bigus, Upendra Chitnis, Prasad Deshpande, Ramakrishnan Kannan, Mukesh Mohania, Sumit Negi, Deepak P, Edwin Pednault, Soujanya Soni, Bipen Telkar, Brian White, "CRM Analytics Framework", Short Paper at the COMAD 2009 Conference, Dec 2009, Mysore, India PDF
124. Vipin Balachandran, Deepak P, Deepak Khemani, "Interpretable and Reconfigurable Clustering of Document Datasets by Deriving Word-based Rules", Short Paper at ACM CIKM 2009, Nov 2009, Hong Kong PDF LINK
125. Krishna Kummamuru, Deepak P, Shourya Roy, L Venkata Subramaniam, "Unsupervised segmentation of conversational transcripts", Wiley Journal on Statistical Analysis and Mining (Selected Papers from SDM 2008) PDF LINK
126. Lakshmish Ramaswamy, Deepak P, Ramana Polavarapu, Kutila Gunasekara, Dinesh Garg, Karthik Visweswariah, Shivkumar Kalyanaraman, "CAESAR: A Context-Aware, Social Recommender System for Low-End Mobile Devices", Industry Track Paper at the MDM 2009 Conference, Taipei, Taiwan, May 2009 PDF LINK
127. Deepak P, Prasad Deshpande, Debapriyo Majumdar, Raghu Krishnapuram, "E3ficient skyline retrieval with arbitrary similarity measures", at the EDBT 2009 Conference, Saint-Petersburg, Russia, March 2009 PDF LINK PPT
2008
128. Krishna Kummamuru, Deepak P, Shourya Roy, L Venkata Subramaniam, "Unsupervised segmentation of conversational transcripts", at the SIAM Data Mining 2008 Conference, Atlanta, GA, April 2008 (Acceptance Rate: 14.2%) PDF
129. Prasad Deshpande, Deepak P, Krishna Kummamuru, "Efficient online top-K retrieval with arbitrary similarity measures", at the EDBT 2008 Conference, France, March 2008 PDF PPT
130. Deepak P, Anuradha Bhamidipaty, Swati Challa, "Intelligent User Assistance for Cost Effective Usage of Mobile Phone", Short Paper at the IUI 2008 Conference, Spain, January 2008 PDF
2007
131. Deepak P, Krishna Kummamuru, "Mining Conversational Text for Procedures with Applications in Contact Centers", in the International Journal on Document Analysis and Recognition (IJDAR) - Special Issue on Noisy Text Analytics, Springer LINK PDF
132. Deepak P, Anuradha Bhamidipaty, "Optimizing on Mobile Usage Cost for the Lower Income Group: Insights and Recommendations", Short Paper at the INTERACT 2007 Conference, September 10-14, Rio De Janiero, Brasil PDF
133. Anuradha Bhamidipaty, Deepak P, "SymAB: Symbol Based Address Book for the Semi-Literate Mobile User", Short Paper at the INTERACT 2007 Conference, September 10-14, Rio De Janiero, Brasil PDF
134. Deepak P, Dinesh Garg and Virendra Varshney, "Analysis of Enron Email Threads and Quantification of Employee Responsiveness", in the Workshop on Text Mining and Link Analysis (TextLink 2007) held in conjunction with the International Joint Conference on Artificial Intelligence (IJCAI 2007), Hyderabad, India PPT PDF
135. Deepak P, Krishna Kummamuru, "Mining Conversational Text for Procedures", in the Workshop on Analytics for Unstructured and Noisy Data (AND 2007) held in conjunction with the International Joint Conference on Artificial Intelligence (IJCAI 2007), Hyderabad, India PDF PPT1 PPT2
2006
136. Deepak P, Deepak Khemani, "Unsupervised Learning from URL Corpora", in the Proceedings of the 13th International Conference on Management of Data (COMAD 2006), December 2006, Delhi, India PDF DOC PPT
137. Deepak P, Deepak Khemani, "UnURL: Unsupervised Learning from URLs", Demonstration Paper at the 13th International Conference on Management of Data (COMAD 2006), December 2006, Delhi, India PDF DOC VIDEOS: (Topic Identification) (Clustered Web Search) (Multiple Query Result Clustering)
138. Deepak P, Delip Rao, Deepak Khemani, "Building Clusters of Related Words: An Unsupervised Approach", in the Proceedings of the 9th Pacific Rim International Conference on Artificial Intelligence (PRICAI 2006), Guilin, China, August 2006 DOC PDF
139. Deepak P, Delip Rao, Deepak Khemani, "Differential Voting in Case Based Spam Filtering", in the Proceedings of the 6th Industrial Conference on Data Mining, Leipzig (ICDM Leipzig-2006), Germany, July 2006 DOC PDF
140. Deepak P, Shourya Roy, "Scaled Entropy and DF-SE: Different and Improved Unsupervised Feature Selection Techniques for Text Clustering", in the International Workshop on Feature Selection for Data Mining (FSDM 2006) held in conjunction with the SIAM International Conference on Data Mining (SIAM DM-2006), Maryland DOC PDF
141. Deepak P, Shourya Roy, "OPTICS On Text Data: Experiments and Test Results", in the Text Mining Workshop (TM-2006) held in conjunction with the SIAM International Conference on Data Mining (SIAM DM-2006), Maryland DOC PDF
142. Delip Rao, Deepak P, Deepak Khemani, "Corpus based Unsupervised Labeling of Documents", 19th International FLAIRS Conference, FLAIRS-2006, May 2006, Florida DOC PDF
143. P. Deepak Subramoniam, "Applying Machine Learning Methods to Text Corpora and Case Bases", M.Tech Thesis (Report) Dept. of Computer Sc. and Engg., Indian Institute of Technology Madras, Chennai, March 2006 PDF
2005
144. Deepak P, Sandeep Parameswaran, "Features in the Web Search Interface: How effective are they", in the Proc Of The International CALIBER-2005 (Multilingual computing and Information Management in Networked Digital Environment), held in Kochi, India, Feb 2-4, 2005 DOC PDF
145. Deepak P, Sandeep Parameswaran, "Spam Filtering using spam mail communities", in the Proceedings of the 2005 International Symposium on Applications and the Internet (SAINT-2005), Trento, Italy, Jan 31-Feb 4, 2005, IEEE Computer Society Press, pp. 377-383 (Acceptance Rate: 31.3%) DOC WEBLINK
2004
146. Deepak P & Sandeep Parameswaran, "Specialization Scores for Assymetric Web Search Queries", Proc. of the International Conference on Human Machine Interfaces (ICHMI-2004), Bangalore, India, Dec 20-23, 2004, pp. 273-280 DOC
147. Deepak P, Jyothi John and Sandeep Parameswaran, "Context Disambiguation in Web Search Results", Proc. of the IEEE Intl Conference on Web Services (ICWS-2004), San Diego, USA, July 2004, IEEE Computer Society, pp.700-707 (Acceptance Rate: 28%) DOC PDF WEBLINK
148. Deepak P, Jyothi John and Sandeep Parameswaran, "A Community based approach for Spam Filtering", Proc. of the 1st IEEE Intl. Conference on Information and Communication Technologies: From Theory to Applications (ICTTA-04), Damascus, Syria, April 2004, IEEE Computer Society, pp. 611-612 PDF DOC
149. Deepak P & Jyothi John, "Describing web pages better in search results", Proc. of the 1st IEEE Intl. Conference on Information and Communication Technologies: From Theory to Applications (ICTTA-04), Damascus, Syria, April 2004, IEEE Computer Society, pp. 629-630 PDF DOC
150. Deepak P & Jyothi John, "Descriptive Words for Small Web Collections", Proc. of the 1st IEEE Intl. Conference on Information and Communication Technologies: From Theory to Applications (ICTTA-04), Damascus, Syria, April 2004, IEEE Computer Society, pp. 633-634 DOC
151. Sandeep Parameswaran & Deepak P, "Clustering Web Search Results into contexts", Proc. of the 1st IEEE Intl. Conference on Information and Communication Technologies: From Theory to Applications (ICTTA-04), Damascus, April 2004, Syria IEEE Computer Society, pp. 639-640 PDF DOC
152. Deepak P & Jyothi John, "Algorithms for Community Subject Identification: Experiments and Test Results", Proc. of the IEEE Intl. Conference on E-Technology, E-Service and E-Commerce (EEE-04), Taipei, Taiwan, March 2004, IEEE Computer Society, pp. 195-201 DOC WEBLINK
153. Deepak P & Jyothi John, "Identifying the Subject of Small Sparsely Linked Web Collections", International Journal on Web Based Communities (IJWBC), Vol. 1, No. 1, Jan 2004, pp. 35-45 WEBLINK PDF
2003
154. Deepak P, Sandeep Parameswaran, "Context Disambiguation in Web Search Results", Journal of the Indian Institute of Science, Vol. 83(5&6), 2003 PDF