Reversible natural language watermarking using synonym substitution and arithmetic coding

For protecting the copyright of a text and recovering its original content harmlessly, this paper proposes a novel reversible natural language watermarking method that combines arithmetic coding and synonym substitution operations. By analyzing relative frequencies of synonymous words, synonyms empl...

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Main Authors: Hao, Wei, Xiang, Lingyun, Li, Yan, Yang, Peng, Shen, Xiaobo
Other Authors: School of Computer Science and Engineering
Format: Article
Language:English
Published: 2019
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Online Access:https://hdl.handle.net/10356/106752
http://hdl.handle.net/10220/48952
https://doi.org/10.3970/cmc.2018.03510
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-1067522019-12-06T22:17:38Z Reversible natural language watermarking using synonym substitution and arithmetic coding Hao, Wei Xiang, Lingyun Li, Yan Yang, Peng Shen, Xiaobo School of Computer Science and Engineering Arithmetic Coding DRNTU::Engineering::Computer science and engineering Synonym Substitution For protecting the copyright of a text and recovering its original content harmlessly, this paper proposes a novel reversible natural language watermarking method that combines arithmetic coding and synonym substitution operations. By analyzing relative frequencies of synonymous words, synonyms employed for carrying payload are quantized into an unbalanced and redundant binary sequence. The quantized binary sequence is compressed by adaptive binary arithmetic coding losslessly to provide a spare for accommodating additional data. Then, the compressed data appended with the watermark are embedded into the cover text via synonym substitutions in an invertible manner. On the receiver side, the watermark and compressed data can be extracted by decoding the values of synonyms in the watermarked text, as a result of which the original context can be perfectly recovered by decompressing the extracted compressed data and substituting the replaced synonyms with their original synonyms. Experimental results demonstrate that the proposed method can extract the watermark successfully and achieve a lossless recovery of the original text. Additionally, it achieves a high embedding capacity. Published version 2019-06-26T05:16:58Z 2019-12-06T22:17:38Z 2019-06-26T05:16:58Z 2019-12-06T22:17:38Z 2018 Journal Article Xiang, L., Li, Y., Hao, W., Yang, P., & Shen, X. (2018). Reversible natural language watermarking using synonym substitution and arithmetic coding. Computers, Materials & Continua, 55(3), 541-559. doi:10.3970/cmc.2018.03510 1546-2218 https://hdl.handle.net/10356/106752 http://hdl.handle.net/10220/48952 https://doi.org/10.3970/cmc.2018.03510 en Computers, Materials & Continua © 2018 Tech Science Press. All rights reserved. This paper was published in Computers, Materials & Continua and is made available with permission of Tech Science Press. 19 p. application/pdf
institution Nanyang Technological University
building NTU Library
country Singapore
collection DR-NTU
language English
topic Arithmetic Coding
DRNTU::Engineering::Computer science and engineering
Synonym Substitution
spellingShingle Arithmetic Coding
DRNTU::Engineering::Computer science and engineering
Synonym Substitution
Hao, Wei
Xiang, Lingyun
Li, Yan
Yang, Peng
Shen, Xiaobo
Reversible natural language watermarking using synonym substitution and arithmetic coding
description For protecting the copyright of a text and recovering its original content harmlessly, this paper proposes a novel reversible natural language watermarking method that combines arithmetic coding and synonym substitution operations. By analyzing relative frequencies of synonymous words, synonyms employed for carrying payload are quantized into an unbalanced and redundant binary sequence. The quantized binary sequence is compressed by adaptive binary arithmetic coding losslessly to provide a spare for accommodating additional data. Then, the compressed data appended with the watermark are embedded into the cover text via synonym substitutions in an invertible manner. On the receiver side, the watermark and compressed data can be extracted by decoding the values of synonyms in the watermarked text, as a result of which the original context can be perfectly recovered by decompressing the extracted compressed data and substituting the replaced synonyms with their original synonyms. Experimental results demonstrate that the proposed method can extract the watermark successfully and achieve a lossless recovery of the original text. Additionally, it achieves a high embedding capacity.
author2 School of Computer Science and Engineering
author_facet School of Computer Science and Engineering
Hao, Wei
Xiang, Lingyun
Li, Yan
Yang, Peng
Shen, Xiaobo
format Article
author Hao, Wei
Xiang, Lingyun
Li, Yan
Yang, Peng
Shen, Xiaobo
author_sort Hao, Wei
title Reversible natural language watermarking using synonym substitution and arithmetic coding
title_short Reversible natural language watermarking using synonym substitution and arithmetic coding
title_full Reversible natural language watermarking using synonym substitution and arithmetic coding
title_fullStr Reversible natural language watermarking using synonym substitution and arithmetic coding
title_full_unstemmed Reversible natural language watermarking using synonym substitution and arithmetic coding
title_sort reversible natural language watermarking using synonym substitution and arithmetic coding
publishDate 2019
url https://hdl.handle.net/10356/106752
http://hdl.handle.net/10220/48952
https://doi.org/10.3970/cmc.2018.03510
_version_ 1681048094430461952