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1,009 results on '"Szczerbicki, Edward"'

1. Tokensome: Towards a Genetic Vision-Language GPT for Explainable and Cognitive Karyotyping

Author

Zhang, Haoxi, Zhang, Xinxu, Lin, Yuanxin, Wang, Maiqi, Lai, Yi, Wang, Yu, Yu, Linfeng, Xu, Yufeng, Cheng, Ran, and Szczerbicki, Edward

Subjects
Computer Science - Computer Vision and Pattern Recognition, Computer Science - Artificial Intelligence
Abstract

Automatic karyotype analysis is often defined as a visual perception task focused solely on chromosomal object-level modeling. This definition has led most existing methods to overlook componential and holistic information, significantly constraining model performance. Moreover, the lack of interpretability in current technologies hinders clinical adoption. In this paper, we introduce Tokensome, a novel vision-language model based on chromosome tokenization for explainable and cognitive karyotyping. Tokensome elevates the method from the conventional visual perception layer to the cognitive decision-making layer. This elevation enables the integration of domain knowledge and cognitive reasoning via knowledge graphs and LLMs, markedly enhancing model's explainability and facilitating abnormality detection., Comment: Preprint. Work in progress

Published
2024

2. News that Moves the Market: DSEX-News Dataset for Forecasting DSE Using BERT

Author

Khan, Md. Nabil Rahman, Salsabil, Most. Sadia, Hasib, Khan Md., Islam, Md Rafiqul, Alam, Mohammad Shafiul, Sanin, Cesar, Szczerbicki, Edward, Filipe, Joaquim, Editorial Board Member, Ghosh, Ashish, Editorial Board Member, Zhou, Lizhu, Editorial Board Member, Nguyen, Ngoc Thanh, editor, Chbeir, Richard, editor, Manolopoulos, Yannis, editor, Fujita, Hamido, editor, Hong, Tzung-Pei, editor, Nguyen, Le Minh, editor, and Wojtkiewicz, Krystian, editor

Published
2024
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3. OrphaGPT: An Adapted Large Language Model for Orphan Diseases Classification

Author

Pokhrel, Kushal, Sanin, Cesar, Islam, Md Rafiqul, Hossain Sakib, Md. Kowsar, Ulhaq, Anwaar, Szczerbicki, Edward, Goos, Gerhard, Series Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Nguyen, Ngoc Thanh, editor, Chbeir, Richard, editor, Manolopoulos, Yannis, editor, Fujita, Hamido, editor, Hong, Tzung-Pei, editor, Nguyen, Le Minh, editor, and Wojtkiewicz, Krystian, editor

Published
2024
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18. Assessing Industry 4.0 Features Using SWOT Analysis

Author

Bakhtari, Ahmad Reshad, Waris, Mohammad Maqbool, Mannan, Bisma, Sanin, Cesar, Szczerbicki, Edward, Barbosa, Simone Diniz Junqueira, Editorial Board Member, Filipe, Joaquim, Editorial Board Member, Ghosh, Ashish, Editorial Board Member, Kotenko, Igor, Editorial Board Member, Zhou, Lizhu, Editorial Board Member, Sitek, Paweł, editor, Pietranik, Marcin, editor, Krótkiewicz, Marek, editor, and Srinilta, Chutimet, editor

Published
2020
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19. Context-Aware Indexing and Retrieval for Cognitive Systems Using SOEKS and DDNA

Author

de Oliveira, Caterine Silva, Sanin, Cesar, Szczerbicki, Edward, Kacprzyk, Janusz, Series Editor, Pal, Nikhil R., Advisory Editor, Bello Perez, Rafael, Advisory Editor, Corchado, Emilio S., Advisory Editor, Hagras, Hani, Advisory Editor, Kóczy, László T., Advisory Editor, Kreinovich, Vladik, Advisory Editor, Lin, Chin-Teng, Advisory Editor, Lu, Jie, Advisory Editor, Melin, Patricia, Advisory Editor, Nedjah, Nadia, Advisory Editor, Nguyen, Ngoc Thanh, Advisory Editor, Wang, Jun, Advisory Editor, Borzemski, Leszek, editor, Świątek, Jerzy, editor, and Wilimowska, Zofia, editor

Published
2020
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20. Image Representation for Cognitive Systems Using SOEKS and DDNA: A Case Study for PPE Compliance

Author

Silva de Oliveira, Caterine, Sanin, Cesar, Szczerbicki, Edward, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Woeginger, Gerhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Nguyen, Ngoc Thanh, editor, Jearanaitanakij, Kietikul, editor, Selamat, Ali, editor, Trawiński, Bogdan, editor, and Chittayasothorn, Suphamit, editor

Published
2020
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21. Towards Neural Knowledge DNA

Author

Zhang, Haoxi, Sanin, Cesar, and Szczerbicki, Edward

Subjects
Computer Science - Artificial Intelligence, Computer Science - Neural and Evolutionary Computing
Abstract

In this paper, we propose the Neural Knowledge DNA, a framework that tailors the ideas underlying the success of neural networks to the scope of knowledge representation. Knowledge representation is a fundamental field that dedicate to representing information about the world in a form that computer systems can utilize to solve complex tasks. The proposed Neural Knowledge DNA is designed to support discovering, storing, reusing, improving, and sharing knowledge among machines and organisation. It is constructed in a similar fashion of how DNA formed: built up by four essential elements. As the DNA produces phenotypes, the Neural Knowledge DNA carries information and knowledge via its four essential elements, namely, Networks, Experiences, States, and Actions., Comment: 8 pages, 3 figures

Published
2016

24. Decisional-DNA-Based Digital Twin Implementation Architecture for Virtual Engineering Objects.

Author

Shafiq, Syed Imran, Sanin, Cesar, and Szczerbicki, Edward

Abstract

Digital twin (DT) is an enabling technology that integrates cyber and physical spaces. It is well-fitted for manufacturing setup since it can support digitalized assets and data analytics for product and process control. Conventional manufacturing setups are still widely used all around the world for the fabrication of large-scale production. This article proposes a general DT implementation architecture for engineering objects/artifacts used in conventional manufacturing. It will empower manufacturers to leverage DT for real-time decision-making, control, and prediction for efficient production. An application scenario of Decisional-DNA based anomaly detection for conventional manufacturing tools is demonstrated as a case study to explain the architecture. [ABSTRACT FROM AUTHOR]

Published
2024
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25. Toward Human Chromosome Knowledge Engine.

Author

Wang, Maiqi, Lai, Yi, Li, Minghui, Zhang, Haoxi, and Szczerbicki, Edward

Abstract

Human chromosomes carry genetic information about our life. Chromosome classification is crucial for karyotype analysis. Existing chromosome classification methods do not take into account reasoning, such as: analyzing the relationship between variables, modeling uncertainty, and performing causal reasoning. In this paper, we introduce a knowledge engine for reasoning-based human chromosome classification that stores knowledge of chromosomes via a novel representation structure, the Chromosome Part Description (CPD), and reasons over CPDs by utilizing the probability tree model (PTM) for classification. Each CPD keeps information on a particular feature of chromosomes, while the PTM provides causal reasoning capability taking CPDs as nodes and dependencies between CPDs and types as edges. Experimental results show that the proposed knowledge engine's performance increases when providing more CPDs and achieves 100% classification accuracy with more than three CPDs. [ABSTRACT FROM AUTHOR]

Published
2024
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26. KEMR-Net: A Knowledge-Enhanced Mask Refinement Network for Chromosome Instance Segmentation.

Author

Zhou, Renhao, Yu, Linfeng, Chen, Ding, Zhang, Haoxi, and Szczerbicki, Edward

Abstract

This article proposes a mask refinement method for chromosome instance segmentation. The proposed method exploits the knowledge representation capability of Neural Knowledge DNA (NK-DNA) to capture the semantics of the chromosome's shape, texture, and key points, and then it uses the captured knowledge to improve the accuracy and smoothness of the masks. We validate the method's effectiveness on our latest high-resolution chromosome image dataset. The experimental results show that our proposed method's mask average precision (MaskAP) is 3.66% higher than Mask R-CNN and outperforms advanced Cascade Mask R-CNN by 1.35%. [ABSTRACT FROM AUTHOR]

Published
2024
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27. Smart Karyotyping Image Selection Based on Commonsense Knowledge Reasoning.

Author

Xu, Yufeng, Ding, Zhe, Shi, Lei, Wang, Juan, Yu, Linfeng, Zhang, Haoxi, and Szczerbicki, Edward

Abstract

Karyotyping requires chromosome instances to be segmented and classified from the metaphase images. One of the difficulties in chromosome segmentation is that the chromosomes are randomly positioned in the image, and there is a great chance for chromosomes to be touched or overlap with others. It is always much easier for operators and automatic programs to tackle images without overlapping chromosomes than ones with largely overlapped chromosomes. In order to reduce the processing difficulty, adding a smart image selection procedure ahead of segmentation is practical and necessary. In this paper, we introduce the Smart Karyotyping Image Selection (SKIS) based on Commonsense Knowledge Reasoning. The initial experiment demonstrates that the proposed approach can select the expected images based on reasoning and benefit following karyotyping processes. [ABSTRACT FROM AUTHOR]

Published
2024
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29. Cognition and Decisional Experience to Support Safety Management in Workplaces

Author

de Oliveira, Caterine Silva, Sanin, Cesar, Szczerbicki, Edward, Kacprzyk, Janusz, Series Editor, Pal, Nikhil R., Advisory Editor, Bello Perez, Rafael, Advisory Editor, Corchado, Emilio S., Advisory Editor, Hagras, Hani, Advisory Editor, Kóczy, László T., Advisory Editor, Kreinovich, Vladik, Advisory Editor, Lin, Chin-Teng, Advisory Editor, Lu, Jie, Advisory Editor, Melin, Patricia, Advisory Editor, Nedjah, Nadia, Advisory Editor, Nguyen, Ngoc Thanh, Advisory Editor, Wang, Jun, Advisory Editor, Świątek, Jerzy, editor, Borzemski, Leszek, editor, and Wilimowska, Zofia, editor

Published
2019
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30. Implementing Smart Virtual Product Development (SVPD) to Support Product Manufacturing

Author

Ahmed, Muhammad Bilal, Sanin, Cesar, Szczerbicki, Edward, Hutchison, David, Editorial Board Member, Kanade, Takeo, Editorial Board Member, Kittler, Josef, Editorial Board Member, Kleinberg, Jon M., Editorial Board Member, Mattern, Friedemann, Editorial Board Member, Mitchell, John C., Editorial Board Member, Naor, Moni, Editorial Board Member, Pandu Rangan, C., Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Terzopoulos, Demetri, Editorial Board Member, Tygar, Doug, Editorial Board Member, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Nguyen, Ngoc Thanh, editor, Gaol, Ford Lumban, editor, Hong, Tzung-Pei, editor, and Trawiński, Bogdan, editor

Published
2019
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31. Towards Knowledge Formalization and Sharing in a Cognitive Vision Platform for Hazard Control (CVP-HC)

Author

de Oliveira, Caterine Silva, Sanin, Cesar, Szczerbicki, Edward, Hutchison, David, Editorial Board Member, Kanade, Takeo, Editorial Board Member, Kittler, Josef, Editorial Board Member, Kleinberg, Jon M., Editorial Board Member, Mattern, Friedemann, Editorial Board Member, Mitchell, John C., Editorial Board Member, Naor, Moni, Editorial Board Member, Pandu Rangan, C., Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Terzopoulos, Demetri, Editorial Board Member, Tygar, Doug, Editorial Board Member, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Nguyen, Ngoc Thanh, editor, Gaol, Ford Lumban, editor, Hong, Tzung-Pei, editor, and Trawiński, Bogdan, editor

Published
2019
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41. Smart Innovation Engineering (SIE): Experience-Based Product Innovation System for Industry 4.0

Author

Waris, Mohammad Maqbool, Sanin, Cesar, Szczerbicki, Edward, Kacprzyk, Janusz, Series editor, Pal, Nikhil R., Advisory editor, Bello Perez, Rafael, Advisory editor, Corchado, Emilio S., Advisory editor, Hagras, Hani, Advisory editor, Kóczy, László T., Advisory editor, Kreinovich, Vladik, Advisory editor, Lin, Chin-Teng, Advisory editor, Lu, Jie, Advisory editor, Melin, Patricia, Advisory editor, Nedjah, Nadia, Advisory editor, Nguyen, Ngoc Thanh, Advisory editor, Wang, Jun, Advisory editor, Wilimowska, Zofia, editor, Borzemski, Leszek, editor, and Świątek, Jerzy, editor

Published
2018
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42. Hazard Control in Industrial Environments: A Knowledge-Vision-Based Approach

Author

de Oliveira, Caterine Silva, Sanin, Cesar, Szczerbicki, Edward, Kacprzyk, Janusz, Series editor, Pal, Nikhil R., Advisory editor, Bello Perez, Rafael, Advisory editor, Corchado, Emilio S., Advisory editor, Hagras, Hani, Advisory editor, Kóczy, László T., Advisory editor, Kreinovich, Vladik, Advisory editor, Lin, Chin-Teng, Advisory editor, Lu, Jie, Advisory editor, Melin, Patricia, Advisory editor, Nedjah, Nadia, Advisory editor, Nguyen, Ngoc Thanh, Advisory editor, Wang, Jun, Advisory editor, Wilimowska, Zofia, editor, Borzemski, Leszek, editor, and Świątek, Jerzy, editor

Published
2018
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43. Community of Practice for Product Innovation Towards the Establishment of Industry 4.0

Author

Waris, Mohammad Maqbool, Sanin, Cesar, Szczerbicki, Edward, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Nguyen, Ngoc Thanh, editor, Hoang, Duong Hung, editor, Hong, Tzung-Pei, editor, Pham, Hoang, editor, and Trawiński, Bogdan, editor

Published
2018
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44. Video Classification Technology in a Knowledge-Vision-Integration Platform for Personal Protective Equipment Detection: An Evaluation

Author

de Oliveira, Caterine Silva, Sanin, Cesar, Szczerbicki, Edward, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Nguyen, Ngoc Thanh, editor, Hoang, Duong Hung, editor, Hong, Tzung-Pei, editor, Pham, Hoang, editor, and Trawiński, Bogdan, editor

Published
2018
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