AIMC Topic: Data Mining

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From Pixels to Principles: A Decade of Progress and Landscape in Trustworthy Computer Vision.

Science and engineering ethics Jun 10, 2024
The rapid development of computer vision technologies and applications has brought forth a range of social and ethical challenges. Due to the unique characteristics of visual technology in terms of data modalities and application scenarios, computer ...
Artificial Intelligence Trust Bibliometrics Humans Natural Language Processing Data Mining
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Clinical research text summarization method based on fusion of domain knowledge.

Journal of biomedical informatics Jun 8, 2024
OBJECTIVE: The objective of this study is to integrate PICO knowledge into the clinical research text summarization process, aiming to enhance the model's comprehension of biomedical texts while capturing crucial content from the perspective of summa...
Biomedical Research Natural Language Processing Neural Networks, Computer Algorithms Data Mining Humans
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A Kernelized Classification Approach for Cancer Recognition Using Markovian Analysis of DNA Structure Patterns as Feature Mining.

Cell biochemistry and biophysics Jun 7, 2024
Nucleotide-based molecules called DNA and RNA are essential for several biological processes that affect both normal and cancerous cells. They contain the critical genetic material needed for normal cell growth and functioning. The DNA structure patt...
Markov Chains Neoplasms Logistic Models Humans DNA Support Vector Machine Algorithms Data Mining
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Mining for Potent Inhibitors through Artificial Intelligence and Physics: A Unified Methodology for Ligand Based and Structure Based Drug Design.

Journal of chemical information and modeling Jun 6, 2024
Determining the viability of a new drug molecule is a time- and resource-intensive task that makes computer-aided assessments a vital approach to rapid drug discovery. Here we develop a machine learning algorithm, iMiner, that generates novel inhibit...
Machine Learning Algorithms Molecular Docking Simulation Molecular Dynamics Simulation Artificial Intelligence Data Mining Drug Design Ligands Proteins
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Pre-trained language models in medicine: A survey.

Artificial intelligence in medicine Jun 5, 2024
With the rapid progress in Natural Language Processing (NLP), Pre-trained Language Models (PLM) such as BERT, BioBERT, and ChatGPT have shown great potential in various medical NLP tasks. This paper surveys the cutting-edge achievements in applying P...
Machine Learning Surveys and Questionnaires Data Mining Natural Language Processing Humans
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Enhancing the coverage of SemRep using a relation classification approach.

Journal of biomedical informatics May 21, 2024
OBJECTIVE: Relation extraction is an essential task in the field of biomedical literature mining and offers significant benefits for various downstream applications, including database curation, drug repurposing, and literature-based discovery. The b...
MEDLINE Data Mining Semantics Databases, Factual Natural Language Processing Humans PubMed Algorithms
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Vocabulary Matters: An Annotation Pipeline and Four Deep Learning Algorithms for Enzyme Named Entity Recognition.

Journal of proteome research May 11, 2024
Enzymes are indispensable in many biological processes, and with biomedical literature growing exponentially, effective literature review becomes increasingly challenging. Natural language processing methods offer solutions to streamline this process...
Enzymes Data Mining Algorithms Humans Natural Language Processing Molecular Sequence Annotation Deep Learning
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Stacking with Recursive Feature Elimination-Isolation Forest for classification of diabetes mellitus.

PloS one May 8, 2024
Diabetes Mellitus is one of the oldest diseases known to humankind, dating back to ancient Egypt. The disease is a chronic metabolic disorder that heavily burdens healthcare providers worldwide due to the steady increment of patients yearly. Worrying...
Diabetes Mellitus Algorithms Data Mining Humans Male Support Vector Machine Machine Learning
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Identifying Main Themes in Diabetes Management Interviews Using Natural Language Processing-Based Text Mining.

Computers, informatics, nursing : CIN May 1, 2024
This study aimed to identify the main themes from exit interviews of adult patients with type 2 diabetes after completion of a diabetes education program. Eighteen participants with type 2 diabetes completed an exit interview regarding their program ...
Data Mining Natural Language Processing Patient Education as Topic Adult Male Interviews as Topic Female Middle Aged Diabetes Mellitus, Type 2 Humans Aged
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Data mining and machine learning in HIV infection risk research: An overview and recommendations.

Artificial intelligence in medicine Apr 30, 2024
In the contemporary era, the applications of data mining and machine learning have permeated extensively into medical research, significantly contributing to areas such as HIV studies. By reviewing 38 articles published in the past 15 years, the stud...
HIV Infections Humans Data Mining Machine Learning Biomedical Research Risk Assessment
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