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Ingemar J. Cox
Ingemar Johansson Cox
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- affiliation: University College London, UK
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2020 – today
- 2023
- [j37]Michael Morris
, Peter Hayes, Ingemar J. Cox
, Vasileios Lampos
:
Neural network models for influenza forecasting with associated uncertainty using Web search activity trends. PLoS Comput. Biol. 19(8) (2023) - 2022
- [c118]Ting Wai Terence Au, Vasileios Lampos, Ingemar J. Cox:
E-NER - An Annotated Named Entity Recognition Corpus of Legal Text. NLLP@EMNLP 2022: 246-255 - [i17]Ting Wai Terence Au, Ingemar J. Cox, Vasileios Lampos:
E-NER - An Annotated Named Entity Recognition Corpus of Legal Text. CoRR abs/2212.09306 (2022) - 2021
- [j36]Vasileios Lampos
, Maimuna S. Majumder, Elad Yom-Tov
, Michael Edelstein
, Simon Moura, Yohhei Hamada
, Molebogeng X. Rangaka
, Rachel A. McKendry
, Ingemar J. Cox
:
Tracking COVID-19 using online search. npj Digit. Medicine 4 (2021) - [i16]Michael Morris, Peter Hayes, Ingemar J. Cox, Vasileios Lampos:
Estimating the Uncertainty of Neural Network Forecasts for Influenza Prevalence Using Web Search Activity. CoRR abs/2105.12433 (2021) - 2020
- [c117]Ingemar Johansson Cox:
Analysing Digital Footprints to Infer the Health of Populations and Individuals. ICETE (1) 2020: 21 - [c116]Steffen Czolbe, Oswin Krause, Ingemar J. Cox, Christian Igel:
A Loss Function for Generative Neural Networks Based on Watson's Perceptual Model. NeurIPS 2020 - [i15]Vasileios Lampos, Simon Moura, Elad Yom-Tov, Michael Edelstein, Maimuna S. Majumder, Rachel A. McKendry, Ingemar J. Cox:
Tracking COVID-19 using online search. CoRR abs/2003.08086 (2020) - [i14]Steffen Czolbe, Oswin Krause
, Ingemar J. Cox, Christian Igel:
A Loss Function for Generative Neural Networks Based on Watson's Perceptual Model. CoRR abs/2006.15057 (2020) - [i13]Isabel Bennett, Jobie Budd, Erin M. Manning, Ed Manley, Mengdie Zhuang, Ingemar J. Cox, Michael Short, Anne M. Johnson, Deenan Pillay, Rachel A. McKendry:
Go local: The key to controlling the COVID-19 pandemic in the post lockdown era. CoRR abs/2007.02603 (2020) - [i12]Elad Yom-Tov, Vasileios Lampos, Ingemar J. Cox, Michael Edelstein:
Providing early indication of regional anomalies in COVID19 case counts in England using search engine queries. CoRR abs/2007.11821 (2020)
2010 – 2019
- 2019
- [c115]Vincent Primault, Vasileios Lampos
, Ingemar J. Cox
, Emiliano De Cristofaro:
Privacy-Preserving Crowd-Sourcing of Web Searches with Private Data Donor. WWW 2019: 1487-1497 - [c114]Bin Zou, Vasileios Lampos
, Ingemar J. Cox
:
Transfer Learning for Unsupervised Influenza-like Illness Models from Online Search Data. WWW 2019: 2505-2516 - 2018
- [c113]Niels Dalum Hansen, Kåre Mølbak
, Ingemar J. Cox
, Christina Lioma
:
Predicting Antimicrobial Drug Consumption using Web Search Data. DH 2018: 133-142 - [c112]Bin Zou, Vasileios Lampos
, Ingemar J. Cox
:
Multi-Task Learning Improves Disease Models from Web Search. WWW 2018: 87-96 - [i11]Niels Dalum Hansen, Kåre Mølbak, Ingemar J. Cox, Christina Lioma:
Seasonal Web Search Query Selection for Influenza-Like Illness (ILI) Estimation. CoRR abs/1802.06833 (2018) - [i10]Niels Dalum Hansen, Kåre Mølbak, Ingemar J. Cox, Christina Lioma:
Predicting antimicrobial drug consumption using web search data. CoRR abs/1803.03532 (2018) - 2017
- [c111]Niels Dalum Hansen, Kåre Mølbak
, Ingemar J. Cox
, Christina Lioma
:
Seasonal Web Search Query Selection for Influenza-Like Illness (ILI) Estimation. SIGIR 2017: 1197-1200 - [c110]Nigel Collier, Nut Limsopatham, Aron Culotta, Mike Conway, Ingemar J. Cox
, Vasileios Lampos
:
WSDM 2017 Workshop on Mining Online Health Reports: MOHRS 2017. WSDM 2017: 825-826 - [c109]Vasileios Lampos
, Bin Zou, Ingemar Johansson Cox
:
Enhancing Feature Selection Using Word Embeddings: The Case of Flu Surveillance. WWW 2017: 695-704 - [c108]Niels Dalum Hansen, Kåre Mølbak
, Ingemar J. Cox
, Christina Lioma
:
Time-Series Adaptive Estimation of Vaccination Uptake Using Web Search Queries. WWW (Companion Volume) 2017: 773-774 - [c107]Bin Zou, Vasileios Lampos
, Shangsong Liang, Zhaochun Ren, Emine Yilmaz, Ingemar J. Cox
:
A Concept Language Model for Ad-hoc Retrieval. WWW (Companion Volume) 2017: 885-886 - [i9]Niels Dalum Hansen, Kåre Mølbak, Ingemar J. Cox, Christina Lioma:
Time-Series Adaptive Estimation of Vaccination Uptake Using Web Search Queries. CoRR abs/1702.07326 (2017) - 2016
- [c106]Brian Brost, Yevgeny Seldin
, Ingemar J. Cox
, Christina Lioma
:
Multi-Dueling Bandits and Their Application to Online Ranker Evaluation. CIKM 2016: 2161-2166 - [c105]Vasileios Lampos
, Nikolaos Aletras
, Jens K. Geyti, Bin Zou, Ingemar J. Cox
:
Inferring the Socioeconomic Status of Social Media Users Based on Behaviour and Language. ECIR 2016: 689-695 - [c104]Bin Zou, Vasileios Lampos
, Russell Gorton, Ingemar J. Cox
:
On Infectious Intestinal Disease Surveillance using Social Media Content. Digital Health 2016: 157-161 - [c103]Brian Brost, Ingemar J. Cox
, Yevgeny Seldin
, Christina Lioma
:
An Improved Multileaving Algorithm for Online Ranker Evaluation. SIGIR 2016: 745-748 - [i8]Brian Brost, Ingemar J. Cox, Yevgeny Seldin, Christina Lioma:
An Improved Multileaving Algorithm for Online Ranker Evaluation. CoRR abs/1608.00788 (2016) - [i7]Brian Brost, Yevgeny Seldin
, Ingemar J. Cox, Christina Lioma
:
Multi-Dueling Bandits and Their Application to Online Ranker Evaluation. CoRR abs/1608.06253 (2016) - 2015
- [j35]Vasileios Lampos
, Elad Yom-Tov, Richard Pebody, Ingemar J. Cox
:
Assessing the impact of a health intervention via user-generated Internet content. Data Min. Knowl. Discov. 29(5): 1434-1457 (2015) - [j34]Bowei Chen
, Jun Wang, Ingemar J. Cox
, Mohan S. Kankanhalli:
Multi-Keyword Multi-Click Advertisement Option Contracts for Sponsored Search. ACM Trans. Intell. Syst. Technol. 7(1): 5:1-5:29 (2015) - [c102]Ingemar J. Cox:
i-sense - Early Warning Sensing Systems for Infectious Diseases. SENSORNETS 2015: IS-7 - [c101]Elad Yom-Tov, Ingemar Johansson Cox
, Vasileios Lampos
:
Learning About Health and Medicine from Internet Data. WSDM 2015: 417-418 - 2014
- [c100]Sami Richardson, Ingemar J. Cox
:
Estimating global statistics for unstructured P2P search in the presence of adversarial peers. SIGIR 2014: 203-212 - [i6]Changwang Zhang, Shi Zhou, Ingemar J. Cox, Benjamin M. Chain:
Optimizing Hybrid Spreading in Metapopulations. CoRR abs/1409.7291 (2014) - 2013
- [j33]Radu Dragusin, Paula Petcu, Christina Lioma
, Birger Larsen
, Henrik Jørgensen, Ingemar J. Cox
, Lars Kai Hansen
, Peter Ingwersen, Ole Winther
:
FindZebra: A search engine for rare diseases. Int. J. Medical Informatics 82(6): 528-538 (2013) - [c99]H. Asthana, Ingemar J. Cox
:
Retrieval of trending keywords in a peer-to-peer micro-blogging OSN. CIKM 2013: 1229-1232 - [c98]Sami Richardson, Ingemar J. Cox
:
Ranked Accuracy and Unstructured Distributed Search. ECIR 2013: 171-182 - [c97]H. Asthana, Ingemar J. Cox
:
A Framework for Peer-to-Peer Micro-Blogging. ICDCS Workshops 2013: 184-189 - [c96]H. Asthana, Ingemar J. Cox
:
Trending topics in a peer-to-peer micro-blogging social network. P2P 2013: 1-5 - [c95]William Mayor, Ingemar J. Cox
:
On unstructured distributed search over BitTorrent. P2P 2013: 1-5 - [c94]Sami Richardson, Ingemar J. Cox
:
Increasing ranked accuracy for unstructured distributed search with dynamic replication. P2P 2013: 1-5 - [i5]Radu Dragusin, Paula Petcu, Christina Lioma, Birger Larsen, Henrik Jørgensen, Ingemar J. Cox, Lars Kai Hansen, Peter Ingwersen, Ole Winther:
FindZebra: A search engine for rare diseases. CoRR abs/1303.3229 (2013) - [i4]Bowei Chen, Jun Wang, Ingemar J. Cox, Mohan S. Kankanhalli:
Multi-Keyword Multi-Click Option Contracts for Sponsored Search Advertising. CoRR abs/1307.4980 (2013) - 2012
- [j32]Xiaoying Feng, Ingemar J. Cox
, Gwenaël J. Doërr
:
Normalized Energy Density-Based Forensic Detection of Resampled Images. IEEE Trans. Multim. 14(3-1): 536-545 (2012) - [c93]Mehdi Hosseini, Ingemar J. Cox
, Natasa Milic-Frayling, Gabriella Kazai, Vishwa Vinay
:
On Aggregating Labels from Multiple Crowd Workers to Infer Relevance of Documents. ECIR 2012: 182-194 - [c92]Mehdi Hosseini, Ingemar J. Cox
, Natasa Milic-Frayling, Milad Shokouhi, Emine Yilmaz:
An uncertainty-aware query selection model for evaluation of IR systems. SIGIR 2012: 901-910 - [c91]H. Asthana, Ingemar J. Cox
:
PAC'nPost: a framework for a micro-blogging social network in an unstructured P2P network. WWW (Companion Volume) 2012: 455-456 - 2011
- [c90]Mehdi Hosseini, Ingemar J. Cox, Natasa Milic-Frayling:
Optimizing the cost of information retrieval testcollections. PIKM@CIKM 2011: 79-82 - [c89]Mehdi Hosseini, Ingemar J. Cox
, Natasa Milic-Frayling, Trevor Sweeting, Vishwa Vinay
:
Prioritizing relevance judgments to improve the construction of IR test collections. CIKM 2011: 641-646 - [c88]Xiaoying Feng, Ingemar J. Cox
, Gwenaël J. Doërr
:
An energy-based method for the forensic detection of Re-sampled images. ICME 2011: 1-6 - [c87]Mehdi Hosseini, Ingemar J. Cox
, Natasa Milic-Frayling, Vishwa Vinay
, Trevor Sweeting:
Selecting a Subset of Queries for Acquisition of Further Relevance Judgements. ICTIR 2011: 113-124 - [c86]H. Asthana, Ruoxun Fu, Ingemar J. Cox
:
On the Feasibility of Unstructured Peer-to-Peer Information Retrieval. ICTIR 2011: 125-138 - [c85]Ana Charpentier, Caroline Fontaine, Teddy Furon, Ingemar J. Cox
:
An Asymmetric Fingerprinting Scheme Based on Tardos Codes. Information Hiding 2011: 43-58 - [c84]Kimberly Moravec, Ingemar J. Cox
:
A comparison of extended fingerprint hashing and locality sensitive hashing for binary audio fingerprints. ICMR 2011: 31 - 2010
- [c83]Lei Zheng, Ingemar J. Cox
:
Term Frequency Quantization for Compressing an Inverted Index. AMT 2010: 277-287 - [c82]Ingemar J. Cox
, Jianhan Zhu, Ruoxun Fu, Lars Kai Hansen:
Improving Query Correctness Using Centralized Probably Approximately Correct (PAC) Search. ECIR 2010: 265-280 - [c81]Zheng Zhu, Mark Levene, Ingemar J. Cox:
Ranking Classes of Search Engine Results. KDIR 2010: 294-301 - [c80]Mehdi Hosseini, Ingemar J. Cox
, Natasa Milic-Frayling, Vishwa Vinay
:
Measuring the Variability in Effectiveness of a Retrieval System. IRFC 2010: 70-83 - [i3]Ana Charpentier, Caroline Fontaine, Teddy Furon, Ingemar J. Cox:
An Asymmetric Fingerprinting Scheme based on Tardos Codes. CoRR abs/1010.2621 (2010)
2000 – 2009
- 2009
- [j31]Yuling Liu, Xingming Sun, Ingemar J. Cox, Hong Wang:
Natural Language Information Hiding Based on Chinese Mathematical Expression. Int. J. Netw. Secur. 8(1): 10-15 (2009) - [c79]Lei Zheng, Ingemar J. Cox
:
Document-Oriented Pruning of the Inverted Index in Information Retrieval Systems. AINA Workshops 2009: 697-702 - [c78]Jianhan Zhu, Jun Wang, Michael J. Taylor, Ingemar J. Cox
:
Risk-Aware Information Retrieval. ECIR 2009: 17-28 - [c77]Lei Zheng, Ingemar J. Cox
:
Entropy-Based Static Index Pruning. ECIR 2009: 713-718 - [c76]Lei Zheng, Ingemar J. Cox
:
Re-ranking Documents Based on Query-Independent Document Specificity. FQAS 2009: 201-214 - [c75]Ingemar J. Cox
, Ruoxun Fu, Lars Kai Hansen:
Probably Approximately Correct Search. ICTIR 2009: 2-16 - [c74]Ingemar J. Cox:
Data Hiding and the Statistics of Images. IWDW 2009: 1 - [c73]Jianhan Zhu, Jun Wang, Ingemar J. Cox
, Michael J. Taylor:
Risky business: modeling and exploiting uncertainty in information retrieval. SIGIR 2009: 99-106 - [c72]Jianhan Zhu, Jun Wang, Vishwa Vinay
, Ingemar J. Cox
:
Topic (query) selection for IR evaluation. SIGIR 2009: 802-803 - 2008
- [c71]Vishwa Vinay
, Natasa Milic-Frayling, Ingemar J. Cox
:
Estimating retrieval effectiveness using rank distributions. CIKM 2008: 1425-1426 - [c70]Giacomo Cancelli, Gwenaël J. Doërr
, Ingemar J. Cox
, Mauro Barni:
Detection of +/-1 LSB steganography based on the amplitude of histogram local extrema. ICIP 2008: 1288-1291 - [c69]Ingemar J. Cox:
Watermarking, steganography and content forensics. MM&Sec 2008: 1-2 - [c68]Giacomo Cancelli, Gwenaël J. Doërr
, Mauro Barni, Ingemar J. Cox
:
A comparative study of +/- steganalyzers. MMSP 2008: 791-796 - [c67]Zheng Zhu, Ingemar J. Cox
, Mark Levene:
Ranked-Listed or Categorized Results in IR: 2 Is Better Than 1. NLDB 2008: 111-123 - [c66]Ingemar J. Cox:
Watermarking, Steganography and Content Forensics. SECRYPT 2008: 29-29 - 2007
- [j30]Qiao Li, Ingemar J. Cox
:
Using Perceptual Models to Improve Fidelity and Provide Resistance to Valumetric Scaling for Quantization Index Modulation Watermarking. IEEE Trans. Inf. Forensics Secur. 2(2): 127-139 (2007) - [c65]Qiao Li, Ingemar J. Cox
:
Improved Spread Transform Dither Modulation using a Perceptual Model: Robustness to Amplitude Scaling and JPEG Compression. ICASSP (2) 2007: 185-188 - [c64]Lei Zheng, Ingemar J. Cox
:
JPEG Based Conditional Entropy Coding for Correlated Steganography. ICME 2007: 1251-1254 - [c63]Jun Zhang, Ingemar J. Cox
, Gwenaël J. Doërr
:
Steganalysis for LSB Matching in Images with High-frequency Noise. MMSP 2007: 385-388 - [c62]Jieqing Ai, Xingming Sun, Yunhao Liu, Ingemar J. Cox
, Guang Sun, Yi Luo:
A Stern-based Collusion-Secure Software Watermarking Algorithm and Its Implementation. MUE 2007: 813-818 - [c61]Chin Kiong Wang, Gwenaël J. Doërr
, Ingemar J. Cox
:
Trellis coded modulation to improve dirty paper trellis watermarking. Security, Steganography, and Watermarking of Multimedia Contents 2007: 65050G - [c60]Shi Zhou
, Ingemar J. Cox
, Vaclav Petricek:
Characterising Web Site Link Structure. WSE 2007: 73-80 - [i2]Shi Zhou, Ingemar J. Cox, Vaclav Petricek:
Characterising Web Site Link Structure. CoRR abs/0708.0741 (2007) - [i1]Vaclav Petricek, Ingemar J. Cox, Hui Han, Isaac G. Councill, C. Lee Giles:
A Comparison of On-Line Computer Science Citation Databases. CoRR abs/cs/0703043 (2007) - 2006
- [j29]Vishwa Vinay
, Ingemar J. Cox
, Natasa Milic-Frayling, Kenneth R. Wood:
Can constrained relevance feedback and display strategies help users retrieve items on mobile devices? Inf. Retr. 9(4): 435-453 (2006) - [c59]Vishwa Vinay
, Ingemar J. Cox
, Natasa Milic-Frayling, Kenneth R. Wood:
Measuring the Complexity of a Collection of Documents. ECIR 2006: 107-118 - [c58]Chin Kiong Wang, Gwenaël J. Doërr
, Ingemar J. Cox
:
Toward a Better Understanding of Dirty Paper Trellis Codes. ICASSP (2) 2006: 233-236 - [c57]Ingemar J. Cox
, Gwenaël J. Doërr, Teddy Furon:
Watermarking Is Not Cryptography. IWDW 2006: 1-15 - [c56]Qiao Li, Gwenaël J. Doërr
, Ingemar J. Cox
:
Spread Transform Dither Modulation using a Perceptual Model. MMSP 2006: 98-102 - [c55]Vishwa Vinay, Ingemar J. Cox
, Natasa Milic-Frayling, Kenneth R. Wood:
On ranking the effectiveness of searches. SIGIR 2006: 398-404 - [c54]Vaclav Petricek, Tobias Escher
, Ingemar J. Cox
, Helen Z. Margetts
:
The web structure of e-government - developing a methodology for quantitative evaluation. WWW 2006: 669-678 - 2005
- [j28]Matthew L. Miller, Manuel Acevedo Rodriguez, Ingemar J. Cox
:
Audio Fingerprinting: Nearest Neighbor Search in High Dimensional Binary Spaces. J. VLSI Signal Process. 41(3): 285-291 (2005) - [c53]Vishwa Vinay, Ingemar J. Cox
, Natasa Milic-Frayling, Kenneth R. Wood:
Evaluating Relevance Feedback Algorithms for Searching on Small Displays. ECIR 2005: 185-199 - [c52]Vaclav Petricek
, Ingemar J. Cox
, Hui Han, Isaac G. Councill, C. Lee Giles:
A Comparison of On-Line Computer Science Citation Databases. ECDL 2005: 438-449 - [c51]Qiao Li, Ingemar J. Cox
:
Using Perceptual Models to Improve Fidelity and Provide Invariance to Valumetric Scaling for Quantization Index Modulation Watermarking. ICASSP (2) 2005: 1-4 - [c50]Lin Lin, Gwenaël J. Doërr
, Ingemar J. Cox
, Matthew L. Miller:
An efficient algorithm for informed embedding of dirty-paper trellis codes for watermarking. ICIP (1) 2005: 697-700 - [c49]Vishwa Vinay, Ingemar J. Cox
, Kenneth R. Wood, Natasa Milic-Frayling:
A comparison of dimensionality reduction techniques for text retrieval. ICMLA 2005 - [c48]Ingemar J. Cox
, Ton Kalker, Georg Pakura, Mathias Scheel:
Information Transmission and Steganography. IWDW 2005: 15-29 - [c47]Qiao Li, Ingemar J. Cox
:
Rational dither modulation watermarking using a perceptual model. MMSP 2005: 1-4 - [c46]Vishwa Vinay
, Kenneth R. Wood, Natasa Milic-Frayling, Ingemar J. Cox
:
Comparing relevance feedback algorithms for web search. WWW (Special interest tracks and posters) 2005: 1052-1053 - [c45]Vaclav Petricek
, Ingemar J. Cox
, Hui Han, Isaac G. Councill, C. Lee Giles
:
Modeling the author bias between two on-line computer science citation databases. WWW (Special interest tracks and posters) 2005: 1062-1063 - [e5]Ingemar J. Cox, Ton Kalker, Heung-Kyu Lee:
Digital Watermarking, Third InternationalWorkshop, IWDW 2004, Seoul, SouthKorea, October 30 - November 1, 2004, Revised Selected Papers. Lecture Notes in Computer Science 3304, Springer 2005, ISBN 3-540-24839-0 [contents] - [e4]Mauro Barni, Ingemar J. Cox, Ton Kalker, Hyoung Joong Kim:
Digital Watermarking, 4th International Workshop, IWDW 2005, Siena, Italy, September 15-17, 2005, Proceedings. Lecture Notes in Computer Science 3710, Springer 2005, ISBN 3-540-28768-X [contents] - 2004
- [j27]Min Wu, Nasir D. Memon, Touradj Ebrahimi, Ingemar J. Cox
:
Editorial. EURASIP J. Adv. Signal Process. 2004(14): 2077-2080 (2004) - [j26]Ingemar J. Cox
, Matthew L. Miller:
Facilitating Watermark Insertion by Preprocessing Media. EURASIP J. Adv. Signal Process. 2004(14): 2081-2092 (2004) - [j25]Matthew L. Miller, Gwenaël J. Doërr
, Ingemar J. Cox
:
Applying informed coding and embedding to design a robust high-capacity watermark. IEEE Trans. Image Process. 13(6): 792-807 (2004) - [j24]Pierre Moulin, Ton Kalker, Ingemar J. Cox
, Jana Dittmann, Pierre Duhamel, Avinash Jain, Stefan Katzenbeisser, Reginald L. Lagendijk:
Guest Editorial: Supplement on Secure Media - I. IEEE Trans. Signal Process. 52(10): 2954 (2004) - [c44]Chin Kiong Wang, Matthew L. Miller, Ingemar J. Cox:
Using perceptual distance to improve the selection of dirty paper trellis codes for watermarking. MMSP 2004: 147-150 - [c43]Vishwa Vinay
, Ingemar J. Cox
, Natasa Milic-Frayling, Kenneth R. Wood:
Evaluating Relevance Feedback and Display Strategies for Searching on Small Displays. SPIRE 2004: 131-133 - [e3]Ton Kalker, Ingemar J. Cox, Yong Man Ro:
Digital Watermarking, Second International Workshop, IWDW 2003, Seoul, Korea, October 20-22, 2003, Revised Papers. Lecture Notes in Computer Science 2939, Springer 2004, ISBN 3-540-21061-X [contents] - 2002
- [j23]Ingemar J. Cox
, Matthew L. Miller:
The First 50 Years of Electronic Watermarking. EURASIP J. Adv. Signal Process. 2002(2): 126-132 (2002) - [c42]Matthew L. Miller, Manuel Acevedo Rodriguez, Ingemar J. Cox
:
Audio fingerprinting: nearest neighbor search in high dimensional binary spaces. IEEE Workshop on Multimedia Signal Processing 2002: 182-185 - [c41]Ingemar J. Cox
, Matthew L. Miller:
Preprocessing media to facilitate later insertion of a watermark. DSP 2002: 67-70 - [c40]Matthew L. Miller, Gwenaël J. Doërr
, Ingemar J. Cox
:
Dirty-paper trellis codes for watermarking. ICIP (2) 2002: 129-132 - [c39]Matthew L. Miller, Gwenaël J. Doërr
, Ingemar J. Cox
:
Informed Embedding for Multi-bit Watermarks. IWDW 2002: 13-21 - 2001
- [j22]