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In the digital era, threat actors employ sophisticated techniques for which, often, digital traces in the form of textual data are available.
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Jacob Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova · 2018
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Automated threat report classification over multi-source data
Gbadebo Ayoade, Swarup Chandra, Latifur Khan, Kevin Hamlen, and Bhavani Thuraisingham · 2018
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Identification of security related bug reports via text mining using supervised and unsupervised classification
Katerina Goseva-Popstojanova and Jacob Tyo · 2018
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Matthew E. Peters, Mark Neumann, Mohit Iyyer, Matt Gardner, Christopher Clark, Kenton Lee, and Luke Zettlemoyer · 2018
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Anna Sapienza, Sindhu Kiranmai Ernala, Alessandro Bessi, Kristina Lerman, and Emilio Ferrara · 2018
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The tweet advantage: An empirical analysis of 0-day vulnerability information shared on twitter
Clemens Sauerwein, Christian Sillaber, Michael M Huber, Andrea Mussmann, and Ruth Breu · 2018
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Detecting cyber threats in non-english dark net markets: A cross-lingual transfer learning approach
Mohammadreza Ebrahimi, Mihai Surdeanu, Sagar Samtani, and Hsinchun Chen · 2018
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New cyber threat discovery from darknet marketplaces
Fangzhou Dong, Shaoxian Yuan, Haoran Ou, and Liang Liu · 2018
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Sicong Shao, Cihan Tunc, Amany Al-Shawi, and Salim Hariri · 2018
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Chainsmith: Automatically learning the semantics of malicious campaigns by mining threat intelligence reports
Ziyun Zhu and Tudor Dumitras · 2018
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Javid Ebrahimi, Daniel Lowd, and Dejing Dou · 2018
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Using deep neural networks to translate multi-lingual threat intelligence
Priyanka Ranade, Sudip Mittal, Anupam Joshi, and Karuna Joshi · 2018
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Houssem Gasmi, Abdelaziz Bouras, and Jannik Laval · 2018
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Cyberattack prediction through public text analysis and mini-theories
Ian Perera, Jena Hwang, Kevin Bayas, Bonnie Dorr, and Yorick Wilks · 2018
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Using entropy and mutual information to extract threat actions from cyber threat intelligence
Ghaith Husari, Xi Niu, Bill Chu, and Ehab Al-Shaer · 2018
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A natural language processing based trend analysis of advanced persistent threat techniques
Amirreza Niakanlahiji, Jinpeng Wei, and Bei-Tseng Chu · 2018
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Graph-based visual analytics for cyber threat intelligence. cybersecurity 1 (1): 1–19, 2018
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Towards an anonymity supported platform for shared cyber threat intelligence
Thomas D Wagner, Esther Palomar, Khaled Mahbub, and Ali E Abdallah · 2018
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A comparative analysis of incident reporting formats
Florian Menges and Günther Pernul · 2018
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A quality evaluation method of cyber threat intelligence in user perspective
Li Qiang, Jiang Zhengwei, Yang Zeming, Liu Baoxu, Wang Xin, and Zhang Yunan · 2018
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Thomas D Wagner, Esther Palomar, Khaled Mahbub, and Ali E Abdallah · 2018
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Tanja Miloshevska · 2019
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Cyber threat intelligence sharing: Survey and research directions
Thomas D Wagner, Khaled Mahbub, Esther Palomar, and Ali E Abdallah · 2019
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Feature driven learning framework for cybersecurity event detection
Taoran Ji, Xuchao Zhang, Nathan Self, Kaiqun Fu, Chang-Tien Lu, and Naren Ramakrishnan · 2019
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Analyzing malicious urls using a threat intelligence system
Sampashree Nayak, Deepak Nadig, and Byrav Ramamurthy · 2019
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Exploring the dark web for cyber threat intelligence using machine leaning
Masashi Kadoguchi, Shota Hayashi, Masaki Hashimoto, and Akira Otsuka · 2019
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Cyberthreat detection from twitter using deep neural networks
Nuno Dionísio, Fernando Alves, Pedro M Ferreira, and Alysson Bessani · 2019
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Gathering cyber threat intelligence from twitter using novelty classification
Ba Dung Le, Guanhua Wang, Mehwish Nasim, and Ali Babar · 2019
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Tom: A threat operating model for early warning of cyber security threats
Tao Bo, Yue Chen, Can Wang, Yunwei Zhao, Kwok-Yan Lam, Chi-Hung Chi, and Hui Tian · 2019
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Eavesdropping hackers: Detecting software vulnerability communication on social media using text mining
Andrei Lima Queiroz, Susan Mckeever, and Brian Keegan · 2019
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Extraction of threat actions from threat-related articles using multi-label machine learning classification method
Mengming Li, Rongfeng Zheng, Liang Liu, and Pin Yang · 2019
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A novel approach for detection and ranking of trendy and emerging cyber threat events in twitter streams
Avishek Bose, Vahid Behzadan, Carlos Aguirre, and William H Hsu · 2019
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Ying Dong, Wenbo Guo, Yueqi Chen, Xinyu Xing, Yuqing Zhang, and Gang Wang · 2019
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A crawler architecture for harvesting the clear, social, and dark web for iot-related cyber-threat intelligence
Paris Koloveas, Thanasis Chantzios, Christos Tryfonopoulos, and Spiros Skiadopoulos · 2019
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A machine learning-based fintech cyber threat attribution framework using high-level indicators of compromise
Umara Noor, Zahid Anwar, Tehmina Amjad, and Kim-Kwang Raymond Choo · 2019
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No-doubt: Attack attribution based on threat intelligence reports
Lior Perry, Bracha Shapira, and Rami Puzis · 2019
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Generating real time cyber situational awareness information through social media data mining
Ariel Rodriguez and Koji Okamura · 2019
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Iocminer: Automatic extraction of indicators of compromise from twitter
Amirreza Niakanlahiji, Lida Safarnejad, Reginald Harper, and Bei-Tseng Chu · 2019
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Mentions of security vulnerabilities on reddit, twitter and github
Sameera Horawalavithana, Abhishek Bhattacharjee, Renhao Liu, Nazim Choudhury, Lawrence O. Hall, and Adriana Iamnitchi · 2019
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Victor Benjamin, Joseph S Valacich, and Hsinchun Chen · 2019
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Nazgol Tavabi, Nathan Bartley, Andres Abeliuk, Sandeep Soni, Emilio Ferrara, and Kristina Lerman · 2019
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Matthias Schäfer, Markus Fuchs, Martin Strohmeier, Markus Engel, Marc Liechti, and Vincent Lenders · 2019
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Fernando Alves, Pedro Miguel Ferreira, and Alysson Bessani · 2019
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Nurfadilah Ariffini, Anazida Zainal, Mohd Aizaini Maarof, and Mohamad Nizam Kassim · 2019
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Pure: Generating quality threat intelligence by clustering and correlating osint
Rui Azevedo, Ibéria Medeiros, and Alysson Bessani · 2019
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Yuma Kurogome, Yuto Otsuki, Yuhei Kawakoya, Makoto Iwamura, Syogo Hayashi, Tatsuya Mori, and Koushik Sen · 2019
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Poirot: Aligning attack behavior with kernel audit records for cyber threat hunting
Sadegh M Milajerdi, Birhanu Eshete, Rigel Gjomemo, and VN Venkatakrishnan · 2019
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A framework for cyber threat intelligence extraction from raw log data
Max Landauer, Florian Skopik, Markus Wurzenberger, Wolfgang Hotwagner, and Andreas Rauber · 2019
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Understanding attack trends from security blog posts using guided-topic model
Tatsuya Nagai, Makoto Takita, Keisuke Furumoto, Yoshiaki Shiraishi, Kelin Xia, Yasuhiro Takano, Masami Mohri, and Masakatu Morii · 2019
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Data and knowledge-driven named entity recognition for cyber security
Chen Gao, Xuan Zhang, and Hui Liu · 2021
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Ning Luo, Xiangyu Du, Yitong He, Jun Jiang, Xuren Wang, Zhengwei Jiang, and Kai Zhang · 2021
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Tao Li, Yongjin Hu, Ankang Ju, and Zhuoran Hu · 2021
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Xuren Wang, Rong Chen, Binghua Song, Jie Yang, Zhengwei Jiang, Xiaoqing Zhang, Xiaomeng Li, and Shengqin Ao · 2021
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Unsupervised labeling and extraction of phrase-based concepts in vulnerability descriptions
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Summarizing vulnerabilities’ descriptions to support experts during vulnerability assessment activities
Ernesto Rosario Russo, Andrea Di Sorbo, Corrado A Visaggio, and Gerardo Canfora · 2019
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Named-entity-recognition-based automated system for diagnosing cybersecurity situations in iot networks
Tiberiu-Marian Georgescu, Bogdan Iancu, and Madalina Zurini · 2019
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A network security entity recognition method based on feature template and cnn-bilstm-crf
Ya Qin, Guo-wei Shen, Wen-bo Zhao, Yan-ping Chen, Miao Yu, and Xin Jin · 2019
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Multifeature named entity recognition in information security based on adversarial learning
Han Zhang, Yuanbo Guo, Tao Li, et al · 2019
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Taneeya Satyapanich, Tim Finin, and Francis Ferraro · 2019
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Automatic tagging of cyber threat intelligence unstructured data using semantics extraction
Tianyi Wang and Kam Pui Chow · 2019
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Ming Fan, Xiapu Luo, Jun Liu, Chunyin Nong, Qinghua Zheng, and Ting Liu · 2019
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Huixia Zhang, Guowei Shen, Chun Guo, Yunhe Cui, and Chaohui Jiang · 2021
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Borce Stojkovski, Gabriele Lenzini, Vincent Koenig, and Salvador Rivas · 2021
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Hsin-Ju Chan, Chin-Yuan Hsu, Ching-Chang Chien, Ji-Jie Wu, and He-Lin Ku · 2022
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Cyner: A python library for cybersecurity named entity recognition
Md Tanvirul Alam, Dipkamal Bhusal, Youngja Park, and Nidhi Rastogi · 2022
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Tricti: an actionable cyber threat intelligence discovery system via trigger-enhanced neural network
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PR Vishnu, P Vinod, and Suleiman Y Yerima · 2022
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Sagar Samtani, Yidong Chai, and Hsinchun Chen · 2022
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Hatma Suryotrisongko, Hari Ginardi, Henning Titi Ciptaningtyas, Saeed Dehqan, and Yasuo Musashi · 2022
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Leveraging bert’s power to classify ttp from unstructured text
Paulo MMR Alves, PR Geraldo Filho, and Vinícius P Gonçalves · 2022
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Bertopic: Neural topic modeling with a class-based tf-idf procedure
Maarten Grootendorst · 2022
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Xuren Wang, Runshi Liu, Jie Yang, Rong Chen, Zhiting Ling, Peian Yang, and Kai Zhang · 2022
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Cskg4apt: A cybersecurity knowledge graph for advanced persistent threat organization attribution
Yitong Ren, Yanjun Xiao, Yinghai Zhou, Zhiyong Zhang, and Zhihong Tian · 2022
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Aptner: A specific dataset for ner missions in cyber threat intelligence field
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Pert: pre-training bert with permuted language model
Yiming Cui, Ziqing Yang, and Ting Liu · 2022
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Peipei Liu, Hong Li, Zuoguang Wang, Jie Liu, Yimo Ren, and Hongsong Zhu · 2022
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Context2vector: Accelerating security event triage via context representation learning
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Seqmask: Behavior extraction over cyber threat intelligence via multi-instance learning
Wenhan Ge and Junfeng Wang · 2022
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Threat intelligence att&ck extraction based on the attention transformer hierarchical recurrent neural network
Chenjing Liu, Junfeng Wang, and Xiangru Chen · 2022
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Sourcing language models and text information for inferring cyber threat, vulnerability and mitigation relationships
Erik Hemberg, Ashwin Srinivasan, Nick Rutar, and Una-May O’Reilly · 2022
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Cyevent2vec: Attributed heterogeneous information network based event embedding framework for cyber security events analysis
Xiu Ma, Leiqi Wang, Qiujian Lv, Yan Wang, Qi Zhang, and Jianguo Jiang · 2022
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Contextminer: Mining contextual features for conceptualizing knowledge in security texts
Luis Felipe Gutierrez and Akbar Namin · 2022
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Md Tanvirul Alam, Dipkamal Bhusal, Youngja Park, and Nidhi Rastogi · 2022
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Explainable artificial intelligence applications in cyber security: State-of-the-art in research
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Multimodal classification of onion services for proactive cyber threat intelligence using explainable deep learning
Harsha Moraliyage, Vidura Sumanasena, Daswin De Silva, Rashmika Nawaratne, Lina Sun, and Damminda Alahakoon · 2022
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Building collaborative cybersecurity for critical infrastructure protection: Empirical evidence of collective intelligence information sharing dynamics on threatfox
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What are the attackers doing now? automating cyberthreat intelligence extraction from text on pace with the changing threat landscape: A survey
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