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title: "Proceedings - International Conference on Tools with Artificial"
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# Proceedings - International Conference on Tools with Artificial Intelligence, TAI 2019: all accepted papers

272 papers · page 1 of 3 · the most cited first · [← Proceedings - International Conference on Tools with Artificial Intelligence, TAI 2019](https://md.research.elamur.ai/free/en/venues/proceedings-international-conference-on-tools-with-artificial-intelligence-tai/2019/)

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1. **[Towards Automated Machine Learning: Evaluation and Comparison of AutoML Approaches and Tools ↗](https://doi.org/10.1109/ictai.2019.00209)**Anh Truong, Austin Walters, Jeremy Goodsitt et al.*259 citations*
2. **[BERT for Stock Market Sentiment Analysis ↗](https://doi.org/10.1109/ictai.2019.00231)**Matheus Gomes Sousa, Kenzo Miranda Sakiyama, Lucas de Souza Rodrigues et al.*140 citations*
3. **[Fence GAN: Towards Better Anomaly Detection ↗](https://doi.org/10.1109/ictai.2019.00028)**Phuc Cuong Ngo, Amadeus Aristo Winarto, Connie Khor Li Kou et al.*94 citations*
4. **[Graph Colouring Meets Deep Learning: Effective Graph Neural Network Models for Combinatorial Problems ↗](https://doi.org/10.1109/ictai.2019.00125)**Henrique Lemos, Marcelo Prates, Pedro Avelar et al.*60 citations*
5. **[Deep Convolutional Neural Network Based Object Detector for X-Ray Baggage Security Imagery ↗](https://doi.org/10.1109/ictai.2019.00262)**Jinyi Liu, Xiaxu Leng, Ying Liu*58 citations*
6. **[A Survey on Applications of Quantified Boolean Formulas ↗](https://doi.org/10.1109/ictai.2019.00020)**Ankit Shukla, Armin Biere, Luca Pulina et al.*51 citations*
7. **[AFP-Net: Realtime Anchor-Free Polyp Detection in Colonoscopy ↗](https://doi.org/10.1109/ictai.2019.00094)**Dechun Wang, Ning Zhang, Xinzi Sun et al.*50 citations*
8. **[Driver Identification Based on Vehicle Telematics Data using LSTM-Recurrent Neural Network ↗](https://doi.org/10.1109/ictai.2019.00127)**Abenezer Girma, Xuyang Yan, Abdollah Homaifar*47 citations*
9. **[Agnostic Local Explanation for Time Series Classification ↗](https://doi.org/10.1109/ictai.2019.00067)**Maël Guillemé, Véronique Masson, Laurence Rozé et al.*45 citations*
10. **[Adversarial Attack Against DoS Intrusion Detection: An Improved Boundary-Based Method ↗](https://doi.org/10.1109/ictai.2019.00179)**Xiao Peng, Weiqing Huang, Zhixin Shi*41 citations*
11. **[Federated Learning of Unsegmented Chinese Text Recognition Model ↗](https://doi.org/10.1109/ictai.2019.00186)**Xinghua Zhu, Jianzong Wang, Zhenhou Hong et al.*39 citations*
12. **[Synthesis of Boolean Networks from Biological Dynamical Constraints using Answer-Set Programming ↗](https://doi.org/10.1109/ictai.2019.00014)**Stéphanie Chevalier, Christine Froidevaux, Loïc Paulevé et al.*39 citations*
13. **[Graph Attention Networks for Neural Social Recommendation ↗](https://doi.org/10.1109/ictai.2019.00183)**Nan Mu, Daren Zha, Yuanye He et al.*38 citations*
14. **[Deep Reinforcement Learning for Time Optimal Velocity Control using Prior Knowledge ↗](https://doi.org/10.1109/ictai.2019.00034)**Gabriel Hartmann, Zvi Shiller, Amos Azaria*29 citations*
15. **[Enhancing Relation Extraction Using Syntactic Indicators and Sentential Contexts ↗](https://doi.org/10.1109/ictai.2019.00227)**Qiongxing Tao, Xiangfeng Luo, Hao Wang et al.*29 citations*
16. **[TPOT-SH: A Faster Optimization Algorithm to Solve the AutoML Problem on Large Datasets ↗](https://doi.org/10.1109/ictai.2019.00072)**Laurent Parmentier, Olivier Nicol, Laëtitia Jourdan et al.*29 citations*
17. **[Stealthy Malware Detection using RNN-Based Automated Localized Feature Extraction and Classifier ↗](https://doi.org/10.1109/ictai.2019.00088)**Sanket Shukla, Gaurav Kolhe, Sai Manoj Pudukotai Dinakarrao et al.*28 citations*
18. **[Metric Learning from Imbalanced Data ↗](https://doi.org/10.1109/ictai.2019.00131)**Léo Gautheron, Amaury Habrard, Emilie Morvant et al.*27 citations*
19. **[Deep Learning Poison Data Attack Detection ↗](https://doi.org/10.1109/ictai.2019.00137)**Henry Chacón, Samuel Silva, Paul Rad*26 citations*
20. **[High-Value Prioritized Experience Replay for Off-Policy Reinforcement Learning ↗](https://doi.org/10.1109/ictai.2019.00215)**Xi Cao, Huaiyu Wan, Youfang Lin et al.*26 citations*
21. **[Impact of Argument Type and Concerns in Argumentation with a Chatbot ↗](https://doi.org/10.1109/ictai.2019.00224)**Lisa Andreevna Chalaguine, Anthony Hunter, HENRY W.W. POTTS et al.*26 citations*
22. **[Mini Lesions Detection on Diabetic Retinopathy Images via Large Scale CNN Features ↗](https://doi.org/10.1109/ictai.2019.00056)**Qilei Chen, Xinzi Sun, Ning Zhang et al.*24 citations*
23. **[New Approaches to the Identification of Dependencies between Requirements ↗](https://doi.org/10.1109/ictai.2019.00-91)**Ralph Samer, Martin Stettinger, Müslüm Atas et al.*24 citations*
24. **[Hybrid-TE: Hybrid Translation-Based Temporal Knowledge Graph Embedding ↗](https://doi.org/10.1109/ictai.2019.00205)**Zhihao Wang, Xin Li*22 citations*
25. **[Opinion Spam Detection Based on Heterogeneous Information Network ↗](https://doi.org/10.1109/ictai.2019.00277)**Yingcheng Sun, Kenneth A. Loparo*22 citations*
26. **[TFPN: Twin Feature Pyramid Networks for Object Detection ↗](https://doi.org/10.1109/ictai.2019.00251)**Yi Liang, Wang Changjian, Fangzhao Li et al.*22 citations*
27. **[Improving Prediction Fairness via Model Ensemble ↗](https://doi.org/10.1109/ictai.2019.00273)**Dheeraj Bhaskaruni, Hui Hu, Chao Lan*21 citations*
28. **[Proximal Policy Optimization with Mixed Distributed Training ↗](https://doi.org/10.1109/ictai.2019.00206)**Zhenyu Zhang, Xiangfeng Luo, Tong Liu et al.*20 citations*
29. **[EmbML Tool: Supporting the use of Supervised Learning Algorithms in Low-Cost Embedded Systems ↗](https://doi.org/10.1109/ictai.2019.00238)**Lucas Tsutsui da Silva, Vinícius M. A. Souza, Gustavo E. A. P. A. Batista*17 citations*
30. **[Transfer Learning on Decision Tree with Class Imbalance ↗](https://doi.org/10.1109/ictai.2019.00141)**Ludovic Minvielle, Mounir Atiq, Sergio Peignier et al.*16 citations*
31. **[Applying Deep Learning and Wearable Devices for Educational Data Analytics ↗](https://doi.org/10.1109/ictai.2019.00124)**Zhenxing Zhou, Edmund Y. M. Lam, King‐Shan Lui et al.*15 citations*
32. **[Automating Personnel Rostering by Learning Constraints Using Tensors ↗](https://doi.org/10.1109/ictai.2019.00102)**Mohit Kumar, Stefano Teso, Patrick De Causmaecker et al.*15 citations*
33. **[On the Convergence Speed of AMSGRAD and Beyond ↗](https://doi.org/10.1109/ictai.2019.00071)**Tao Tan, Shiqun Yin, Kunling Liu et al.*15 citations*
34. **[Threshold Based Optimization of Performance Metrics with Severely Imbalanced Big Security Data ↗](https://doi.org/10.1109/ictai.2019.00184)**Chad L. Calvert, Taghi M. Khoshgoftaar*15 citations*
35. **[An Efficient Spatial-Temporal Polyp Detection Framework for Colonoscopy Video ↗](https://doi.org/10.1109/ictai.2019.00-93)**Pengfei Zhang, Xinzi Sun, Dechun Wang et al.*14 citations*
36. **[Deep Contextualized Pairwise Semantic Similarity for Arabic Language Questions](https://md.research.elamur.ai/free/en/papers/al-bataineh-2019-deep-contextualized-pairwise-semantic-similarity/)**Hesham Al-Bataineh, Wael Farhan, Ahmad Mustafa et al.*14 citations · our summary*
37. **[Enhancing Profit by Predicting Stock Prices using Deep Neural Networks ↗](https://doi.org/10.1109/ictai.2019.00223)**Soheila Abrishami, Michael Turek, Ahana Roy Choudhury et al.*14 citations*
38. **[A Multi-index Examination Cheating Detection Method Based on Neural Network ↗](https://doi.org/10.1109/ictai.2019.00086)**Zhizhuang Li, Zhengzhou Zhu, Teng Yang*13 citations*
39. **[A Unified Approximation Framework for Compressing and Accelerating Deep Neural Networks ↗](https://doi.org/10.1109/ictai.2019.00060)**Yuzhe Ma, Ran Chen, Wei Li et al.*13 citations*
40. **[Design and Research of Composite Web Page Classification Network Based on Deep Learning ↗](https://doi.org/10.1109/ictai.2019.00219)**Qiuhan Zhao, Wenchuan Yang, Rui Hua*13 citations*
41. **[Predicting Judicial Decisions: A Statistically Rigorous Approach and a New Ensemble Classifier ↗](https://doi.org/10.1109/ictai.2019.00275)**Andrea Visentin, Alessia Nardotto, Barry O’Sullivan*13 citations*
42. **[Unsupervised Pedestrian Trajectory Prediction with Graph Neural Networks ↗](https://doi.org/10.1109/ictai.2019.00119)**Mingkun Wang, Dianxi Shi, Naiyang Guan et al.*13 citations*
43. **[DASNet: Dynamic Activation Sparsity for Neural Network Efficiency Improvement ↗](https://doi.org/10.1109/ictai.2019.00197)**Qing Xin Yang, Jiachen Mao, Zuoguan Wang et al.*12 citations*
44. **[Extending the Aerial Image Analysis from the Detection of Tree Crowns ↗](https://doi.org/10.1109/ictai.2019.00247)**Gabriel da Silva Vieira, Bruno M. Rocha, Fabrizzio Alphonsus Alves de Melo Nunes Soares et al.*12 citations*
45. **[Learning Effective Neural Nets for Outcome Prediction from Partially Labelled Log Data ↗](https://doi.org/10.1109/ictai.2019.00196)**Francesco Folino, Gianluigi Folino A, Massimo Guarascio et al.*12 citations*
46. **[Learning to Drive via Apprenticeship Learning and Deep Reinforcement Learning ↗](https://doi.org/10.1109/ictai.2019.00220)**Wenhui Huang, Francesco Braghin, Zhuo Wang*12 citations*
47. **[MABWiser: A Parallelizable Contextual Multi-Armed Bandit Library for Python ↗](https://doi.org/10.1109/ictai.2019.00129)**Emily Strong, Bernard Kleynhans, Serdar Kadıoğlu*12 citations*
48. **[Multi-label Emotion Classification in Music Videos Using Ensembles of Audio and Video Features ↗](https://doi.org/10.1109/ictai.2019.00078)**Bruno Kostiuk, Yandre M. G. Costa, Alceu S. Britto et al.*12 citations*
49. **[Reconciling Feature-Reuse and Overfitting in DenseNet with Specialized Dropout ↗](https://doi.org/10.1109/ictai.2019.00110)**Kun Wan, Shu Yang, Boyuan Feng et al.*12 citations*
50. **[5M-Building: A Large-Scale High-Resolution Building Dataset with CNN Based Detection Analysis ↗](https://doi.org/10.1109/ictai.2019.00194)**Zeshan Lu, Tao Xu, Kun Liu et al.*11 citations*
51. **[A Decision-Based Dynamic Ensemble Selection Method for Concept Drift ↗](https://doi.org/10.1109/ictai.2019.00158)**Regis Antonio Saraiva Albuquerque, Albert França Josuá Costa, Eulanda Miranda Dos Santos et al.*11 citations*
52. **[A Multi-channel Neural Network for Imbalanced Emotion Recognition ↗](https://doi.org/10.1109/ictai.2019.00057)**Ran Li, Qingyi Si, Peng Fu et al.*11 citations*
53. **[An Automatic Method for Identifying Huntington's Disease using Gait Dynamics ↗](https://doi.org/10.1109/ictai.2019.00243)**Juliana Paula Félix, Flávio Henrique Teles Vieira, Gabriel da Silva Vieira et al.*11 citations*
54. **[Anomaly Detection, Consider Your Dataset First An Illustration on Fraud Detection ↗](https://doi.org/10.1109/ictai.2019.00188)**Ayman Alazizi, Amaury Habrard, François Jacquenet et al.*11 citations*
55. **[Fusing Vector Space Models for Domain-Specific Applications ↗](https://doi.org/10.1109/ictai.2019.00155)**Laura Rettig, Julien Audiffren, Philippe Cudré-Mauroux*11 citations*
56. **[Hyperparameter Tuning using Quantum Genetic Algorithms ↗](https://doi.org/10.1109/ictai.2019.00199)**Athanasios Lentzas, Christoforos Nalmpantis, Dimitris Vrakas*11 citations*
57. **[Pre-training of Autoregressive Model for Aircraft Hard Landing Prediction Based on QAR Data ↗](https://doi.org/10.1109/ictai.2019.00234)**Yucheng Lu, Tongyu Zhu*11 citations*
58. **[Scaling up Prediction of Psychosis by Natural Language Processing ↗](https://doi.org/10.1109/ictai.2019.00055)**Dong Si, Sunny Chieh Cheng, Ruiwen Xing et al.*11 citations*
59. **[Sentiment-Aware Short Text Classification Based on Convolutional Neural Network and Attention ↗](https://doi.org/10.1109/ictai.2019.00162)**Zeyu Chen, Yan Tang, Zuowei Zhang et al.*11 citations*
60. **[Texture CNN for Thermoelectric Metal Pipe Image Classification ↗](https://doi.org/10.1109/ictai.2019.00085)**Daniel Vriesman, Alceu S. Britto, Alessandro Zimmer et al.*11 citations*
61. **[An Effective Dynamic Programming Algorithm for Optimal Coalition Structure Generation ↗](https://doi.org/10.1109/ictai.2019.00105)**Narayan Changder, Samir Aknine, Animesh Dutta*10 citations*
62. **[An End-to-End Abnormal Fastener Detection Method Based on Data Synthesis ↗](https://doi.org/10.1109/ictai.2019.00029)**Bangyi Dong, Qingyong Li, Jianzhu Wang et al.*10 citations*
63. **[Experience Selection in Multi-agent Deep Reinforcement Learning ↗](https://doi.org/10.1109/ictai.2019.00123)**Yishen Wang, Zongzhang Zhang*10 citations*
64. **[Integrating an Attention Mechanism and Deep Neural Network for Detection of DGA Domain Names ↗](https://doi.org/10.1109/ictai.2019.00121)**Fangli Ren, Zhengwei Jiang, Jian Liu*10 citations*
65. **[Manifold Regularized Stochastic Block Model ↗](https://doi.org/10.1109/ictai.2019.00115)**Tiantian He, Lu Bai, Yew-Soon Ong*10 citations*
66. **[No-PASt-BO: Normalized Portfolio Allocation Strategy for Bayesian Optimization ↗](https://doi.org/10.1109/ictai.2019.00084)**Thiago de P. Vasconcelos, Daniel Augusto de Souza, Cesar Lincoln Cavalcante Mattos et al.*10 citations*
67. **[Refining Constraint Weighting ↗](https://doi.org/10.1109/ictai.2019.00019)**Hugues Wattez, Christophe Lecoutre, Anastasia Paparrizou et al.*10 citations*
68. **[Cases without Borders: Automating Knowledge Acquisition Approach using Deep Autoencoders and Siamese Networks in Case-Based Reasoning ↗](https://doi.org/10.1109/ictai.2019.00027)**Kareem Amin*9 citations*
69. **[Element-Aware Legal Judgment Prediction for Criminal Cases with Confusing Charges ↗](https://doi.org/10.1109/ictai.2019.00097)**Shang Li, Boyang Liu, Lin Ye et al.*9 citations*
70. **[Generative Adversarial Learning Based Commercial Building Electricity Time Series Prediction ↗](https://doi.org/10.1109/ictai.2019.00271)**Yue Pang, Xiangdong Zhou, Donghui Xu et al.*9 citations*
71. **[Guaranteed Diversity & Quality for the Weighted CSP ↗](https://doi.org/10.1109/ictai.2019.00012)**Manon Ruffini, Jelena Vučinić, Simon de Givry et al.*9 citations*
72. **[Residual Neural Network Based Classification of Macular Edema in OCT ↗](https://doi.org/10.1109/ictai.2019.00107)**Yueyao Huang, Junjie Hu*9 citations*
73. **[Adaptive Phone Orientation Method for Continuous Authentication Based on Mobile Motion Sensors ↗](https://doi.org/10.1109/ictai.2019.00236)**Shixuan Wang, Jiabin Yuan, Jing Wen*8 citations*
74. **[Bayesian Deep Learning Based Exploration-Exploitation for Personalized Recommendations ↗](https://doi.org/10.1109/ictai.2019.00253)**Xin Wang, Serdar Kadıoğlu*8 citations*
75. **[Deep Reinforcement Learning with Model-Based Acceleration for Hyperparameter Optimization ↗](https://doi.org/10.1109/ictai.2019.00032)**SenPeng Chen, Jia Wu, Xiuyun Chen*8 citations*
76. **[Multi-agent Path Planning with Heterogeneous Cooperation ↗](https://doi.org/10.1109/ictai.2019.00022)**Keisuke Otaki, Satoshi Koide, Keiichiro Hayakawa et al.*8 citations*
77. **[Object Detection Boosting using Object Attributes in Detect and Describe Framework ↗](https://doi.org/10.1109/ictai.2019.00126)**Muhammad Jahanzeb Khan, Adeel Zafar, Valeriia Tumanian et al.*8 citations*
78. **[Quantum-Inspired DMATT-BiGRU for Conversational Sentiment Analysis ↗](https://doi.org/10.1109/ictai.2019.00232)**Peng Wei Guo, Junwei Zhang, Yuexian Hou et al.*8 citations*
79. **[Reasoning About Future Cyber-Attacks Through Socio-Technical Hacking Information ↗](https://doi.org/10.1109/ictai.2019.00030)**Ericsson Marin, Mohammed Almukaynizi, Paulo Shakarian*8 citations*
80. **[Recovering Extremely Degraded Faces by Joint Super-Resolution and Facial Composite ↗](https://doi.org/10.1109/ictai.2019.00079)**Xiu Li, Guichun Duan, Zhouxia Wang et al.*8 citations*
81. **[Experience Sharing Between Cooperative Reinforcement Learning Agents ↗](https://doi.org/10.1109/ictai.2019.00136)**Lucas Oliveira Souza, Gabriel de Oliveira Ramos, Célia Ghedini Ralha*7 citations*
82. **[Fine-Grained Image Classification Combined with Label Description ↗](https://doi.org/10.1109/ictai.2019.00148)**Xiruo Shi, Liutong Xu, Pengfei Wang*7 citations*
83. **[Gorthaur: A Portfolio Approach for Dynamic Selection of Multi-Armed Bandit Algorithms for Recommendation ↗](https://doi.org/10.1109/ictai.2019.00161)**Nicolas Gutowski, Tassadit Amghar, Olivier Camp et al.*7 citations*
84. **[Monaural Music Source Separation using a ResNet Latent Separator Network ↗](https://doi.org/10.1109/ictai.2019.00157)**Gino Brunner, Nawel Naas, Sveinn Pálsson et al.*7 citations*
85. **[RegCNN: A Deep Multi-output Regression Method for Wastewater Treatment ↗](https://doi.org/10.1109/ictai.2019.00117)**Luoyi Zhang, Xiaowen Ma, Peng Shi et al.*7 citations*
86. **[Solving Traveling Salesman Problem with Image-Based Classification ↗](https://doi.org/10.1109/ictai.2019.00156)**Shoma Miki, Hiroyuki Ebara*7 citations*
87. **[Towards Explainable Multi-Label Classification ↗](https://doi.org/10.1109/ictai.2019.00152)**Karim Tabia*7 citations*
88. **[Visual Sequence Place Recognition with Improved Dynamic Time Warping ↗](https://doi.org/10.1109/ictai.2019.00145)**Feng Hua Lu, Baifan Chen, Zhaohong Guo et al.*7 citations*
89. **[An Improved Hybrid Heuristic Algorithm for Pickup and Delivery Problem with Three-Dimensional Loading Constraints ↗](https://doi.org/10.1109/ictai.2019.00233)**Jiangqing Wu, Ling Zheng, Can Yi Huang et al.*6 citations*
90. **[Embedding Learning with Heterogeneous Event Sequence for Insider Threat Detection ↗](https://doi.org/10.1109/ictai.2019.00134)**Jiarong Wang, Lijun Cai, Aimin Yu et al.*6 citations*
91. **[Modeling Uncertainty and Inaccuracy on Data from Crowdsourcing Platforms: MONITOR ↗](https://doi.org/10.1109/ictai.2019.00112)**Constance Thierry, Jean-Christophe Dubois, Yolande Le Gall et al.*6 citations*
92. **[A Robust Single-Sensor Face and Iris Biometric Identification System Based on Multimodal Feature Extraction Network ↗](https://doi.org/10.1109/ictai.2019.00-95)**Zhengding Luo, Qinghua Gu, Gege Qi et al.*5 citations*
93. **[Automating Elevator Design with Satisfiability Modulo Theories ↗](https://doi.org/10.1109/ictai.2019.00013)**Stefano Demarchi, Marco Menapace, Armando Tacchella*5 citations*
94. **[CPDM: An Efficient Crowdsensing-Based Pothole Detection and Measurement System Design ↗](https://doi.org/10.1109/ictai.2019.00082)**Xiaofeng Zhao, Xiaocan Wu, Yu-E Sun et al.*5 citations*
95. **[Cases and Clusters in Reuse Policies for Decision-Making in Card Games ↗](https://doi.org/10.1109/ictai.2019.00190)**Gustavo Bathu Paulus, Joaquim Assunção, Luís A. L. Silva*5 citations*
96. **[Coordination in Adversarial Multi-Agent with Deep Reinforcement Learning Under Partial Observability ↗](https://doi.org/10.1109/ictai.2019.00036)**Elhadji Amadou Oury Diallo, Toshiharu Sugawara*5 citations*
97. **[Deep Multi-label Hashing for Image Retrieval ↗](https://doi.org/10.1109/ictai.2019.00-94)**Xian Zhong, Jiachen Li, Wenxin Huang et al.*5 citations*
98. **[Document Clustering and Topic Modeling: A Unified Bayesian Probabilistic Perspective ↗](https://doi.org/10.1109/ictai.2019.00047)**Gianni Costa, Riccardo Ortale*5 citations*
99. **[Estimating Vehicle Speed on Highway Roads from Smartphone Sensors Using Deep Learning Models ↗](https://doi.org/10.1109/ictai.2019.00138)**Norhan Elsayed Amer, Ahmed El-Mahdy, Walid E. Gomaa et al.*5 citations*
100. **[Exploiting Data Mining Techniques for Compressing Table Constraints ↗](https://doi.org/10.1109/ictai.2019.00015)**Soufia Bennai, Kamal Amroun, Samir Loudni*5 citations*

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